From 389ed9229e1f40b999a08248fc6313d317833053 Mon Sep 17 00:00:00 2001
From: srcarter3 <srcarter3@users.noreply.github.com>
Date: Wed, 9 Sep 2020 20:02:35 +0000
Subject: [PATCH] deploy: e356f471296f74ae6f28954c423eaff36f9ece73

---
 .buildinfo                                    |     4 +
 .nojekyll                                     |     0
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 _images/AWIPS_Grids_and_Cartopy_5_0.png       |   Bin 0 -> 142418 bytes
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 ...OES_Geostationary_Lightning_Mapper_3_1.png |   Bin 0 -> 179578 bytes
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 _images/NEXRAD_Level3_Radar_2_7.png           |   Bin 0 -> 46663 bytes
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 ...ip_Accumulation-Region_Of_Interest_7_1.png |   Bin 0 -> 129625 bytes
 ...ip_Accumulation-Region_Of_Interest_9_1.png |   Bin 0 -> 94985 bytes
 _images/Regional_Surface_Obs_Plot_11_0.png    |   Bin 0 -> 85982 bytes
 _images/Regional_Surface_Obs_Plot_13_0.png    |   Bin 0 -> 156391 bytes
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 _images/Satellite_Imagery_7_2.png             |   Bin 0 -> 378709 bytes
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 _images/Upper_Air_BUFR_Soundings_1_0.png      |   Bin 0 -> 80090 bytes
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 _modules/awips/DateTimeConverter.html         |   295 +
 _modules/awips/RadarCommon.html               |   348 +
 _modules/awips/ThriftClient.html              |   287 +
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 .../awips/dataaccess/CombinedTimeQuery.html   |   293 +
 .../awips/dataaccess/DataAccessLayer.html     |   600 +
 _modules/awips/dataaccess/ModelSounding.html  |   440 +
 _modules/awips/dataaccess/PyData.html         |   253 +
 _modules/awips/dataaccess/PyGeometryData.html |   290 +
 _modules/awips/dataaccess/PyGridData.html     |   273 +
 .../awips/dataaccess/ThriftClientRouter.html  |   466 +
 _modules/awips/gfe/IFPClient.html             |   359 +
 _modules/index.html                           |   218 +
 _sources/about.rst.txt                        |   181 +
 _sources/api/CombinedTimeQuery.rst.txt        |     7 +
 _sources/api/DataAccessLayer.rst.txt          |     7 +
 _sources/api/DateTimeConverter.rst.txt        |     7 +
 _sources/api/IDataRequest.rst.txt             |     7 +
 _sources/api/IFPClient.rst.txt                |     7 +
 _sources/api/ModelSounding.rst.txt            |     7 +
 _sources/api/PyData.rst.txt                   |     7 +
 _sources/api/PyGeometryData.rst.txt           |     7 +
 _sources/api/PyGridData.rst.txt               |     7 +
 _sources/api/RadarCommon.rst.txt              |     7 +
 _sources/api/ThriftClient.rst.txt             |     7 +
 _sources/api/ThriftClientRouter.rst.txt       |     7 +
 _sources/api/TimeUtil.rst.txt                 |     7 +
 _sources/api/index.rst.txt                    |    22 +
 _sources/datatypes.rst.txt                    |   129 +
 _sources/dev.rst.txt                          |   654 +
 .../generated/AWIPS_Grids_and_Cartopy.rst.txt |    76 +
 .../Colored_Surface_Temperature_Plot.rst.txt  |   104 +
 .../Forecast_Model_Vertical_Sounding.rst.txt  |   326 +
 ...OES_Geostationary_Lightning_Mapper.rst.txt |   106 +
 .../Grid_Levels_and_Parameters.rst.txt        |   859 ++
 .../METAR_Station_Plot_with_MetPy.rst.txt     |   195 +
 .../Map_Resources_and_Topography.rst.txt      |   398 +
 .../generated/Model_Sounding_Data.rst.txt     |  1194 ++
 .../generated/NEXRAD_Level3_Radar.rst.txt     |   386 +
 ...ip_Accumulation-Region_Of_Interest.rst.txt |   215 +
 .../Regional_Surface_Obs_Plot.rst.txt         |   344 +
 .../generated/Satellite_Imagery.rst.txt       |   664 +
 .../Upper_Air_BUFR_Soundings.rst.txt          |   148 +
 .../Watch_and_Warning_Polygons.rst.txt        |   139 +
 _sources/examples/index.rst.txt               |    11 +
 _sources/gridparms.rst.txt                    |  1456 +++
 _sources/index.rst.txt                        |   128 +
 _static/basic.css                             |   855 ++
 _static/css/badge_only.css                    |     1 +
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 _static/css/theme.css                         |     4 +
 _static/doctools.js                           |   315 +
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 _static/jquery-3.5.1.js                       | 10872 ++++++++++++++++
 _static/jquery.js                             |     2 +
 _static/js/badge_only.js                      |     1 +
 _static/js/html5shiv-printshiv.min.js         |     4 +
 _static/js/html5shiv.min.js                   |     4 +
 _static/js/modernizr.min.js                   |     4 +
 _static/js/theme.js                           |     1 +
 _static/language_data.js                      |   297 +
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 _static/pygments.css                          |    69 +
 _static/searchtools.js                        |   514 +
 _static/underscore-1.3.1.js                   |   999 ++
 _static/underscore.js                         |    31 +
 about.html                                    |   385 +
 api/CombinedTimeQuery.html                    |   244 +
 api/DataAccessLayer.html                      |   495 +
 api/DateTimeConverter.html                    |   272 +
 api/IDataRequest.html                         |   365 +
 api/IFPClient.html                            |   269 +
 api/ModelSounding.html                        |   269 +
 api/PyData.html                               |   297 +
 api/PyGeometryData.html                       |   313 +
 api/PyGridData.html                           |   285 +
 api/RadarCommon.html                          |   288 +
 api/ThriftClient.html                         |   254 +
 api/ThriftClientRouter.html                   |   314 +
 api/TimeUtil.html                             |   249 +
 api/index.html                                |   257 +
 datatypes.html                                |   356 +
 dev.html                                      |   780 ++
 .../generated/AWIPS_Grids_and_Cartopy.html    |   306 +
 .../Colored_Surface_Temperature_Plot.html     |   334 +
 .../Forecast_Model_Vertical_Sounding.html     |   529 +
 .../GOES_Geostationary_Lightning_Mapper.html  |   330 +
 .../generated/Grid_Levels_and_Parameters.html |  1050 ++
 .../METAR_Station_Plot_with_MetPy.html        |   420 +
 .../Map_Resources_and_Topography.html         |   576 +
 examples/generated/Model_Sounding_Data.html   |  1408 ++
 examples/generated/NEXRAD_Level3_Radar.html   |   503 +
 ...recip_Accumulation-Region_Of_Interest.html |   425 +
 .../generated/Regional_Surface_Obs_Plot.html  |   539 +
 examples/generated/Satellite_Imagery.html     |   873 ++
 .../generated/Upper_Air_BUFR_Soundings.html   |   379 +
 .../generated/Watch_and_Warning_Polygons.html |   363 +
 examples/index.html                           |   256 +
 genindex.html                                 |   634 +
 gridparms.html                                |  6009 +++++++++
 index.html                                    |   393 +
 objects.inv                                   |   Bin 0 -> 4125 bytes
 py-modindex.html                              |   285 +
 search.html                                   |   226 +
 searchindex.js                                |     1 +
 218 files changed, 53681 insertions(+)
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diff --git a/_modules/awips/DateTimeConverter.html b/_modules/awips/DateTimeConverter.html
new file mode 100644
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--- /dev/null
+++ b/_modules/awips/DateTimeConverter.html
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+  <h1>Source code for awips.DateTimeConverter</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Functions for converting between the various &quot;Java&quot; dynamic serialize types</span>
+<span class="c1"># used by EDEX to the native python time datetime.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    06/24/15         #4480        dgilling       Initial Creation.</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span> <span class="nn">datetime</span>
+<span class="kn">import</span> <span class="nn">time</span>
+
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.java.util</span> <span class="kn">import</span> <span class="n">Date</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.java.sql</span> <span class="kn">import</span> <span class="n">Timestamp</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.time</span> <span class="kn">import</span> <span class="n">TimeRange</span>
+
+<span class="n">MAX_TIME</span> <span class="o">=</span> <span class="nb">pow</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">31</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+<span class="n">MICROS_IN_SECOND</span> <span class="o">=</span> <span class="mi">1000000</span>
+
+
+<div class="viewcode-block" id="convertToDateTime"><a class="viewcode-back" href="../../api/DateTimeConverter.html#awips.DateTimeConverter.convertToDateTime">[docs]</a><span class="k">def</span> <span class="nf">convertToDateTime</span><span class="p">(</span><span class="n">timeArg</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Converts the given object to a python datetime object. Supports native</span>
+<span class="sd">    python representations like datetime and struct_time, but also</span>
+<span class="sd">    the dynamicserialize types like Date and Timestamp. Raises TypeError</span>
+<span class="sd">    if no conversion can be performed.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            timeArg: a python object representing a date and time. Supported</span>
+<span class="sd">            types include datetime, struct_time, float, int, long and the</span>
+<span class="sd">            dynamicserialize types Date and Timestamp.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A datetime that represents the same date/time as the passed in object.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">timeArg</span><span class="p">,</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">timeArg</span>
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">timeArg</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">struct_time</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="p">(</span><span class="o">*</span><span class="n">timeArg</span><span class="p">[:</span><span class="mi">6</span><span class="p">])</span>
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">timeArg</span><span class="p">,</span> <span class="nb">float</span><span class="p">):</span>
+        <span class="c1"># seconds as float, should be avoided due to floating point errors</span>
+        <span class="n">totalSecs</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">timeArg</span><span class="p">)</span>
+        <span class="n">micros</span> <span class="o">=</span> <span class="nb">int</span><span class="p">((</span><span class="n">timeArg</span> <span class="o">-</span> <span class="n">totalSecs</span><span class="p">)</span> <span class="o">*</span> <span class="n">MICROS_IN_SECOND</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">_convertSecsAndMicros</span><span class="p">(</span><span class="n">totalSecs</span><span class="p">,</span> <span class="n">micros</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">timeArg</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="c1"># seconds as integer</span>
+        <span class="n">totalSecs</span> <span class="o">=</span> <span class="n">timeArg</span>
+        <span class="k">return</span> <span class="n">_convertSecsAndMicros</span><span class="p">(</span><span class="n">totalSecs</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">timeArg</span><span class="p">,</span> <span class="p">(</span><span class="n">Date</span><span class="p">,</span> <span class="n">Timestamp</span><span class="p">)):</span>
+        <span class="n">totalSecs</span> <span class="o">=</span> <span class="n">timeArg</span><span class="o">.</span><span class="n">getTime</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">_convertSecsAndMicros</span><span class="p">(</span><span class="n">totalSecs</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="n">objType</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">timeArg</span><span class="p">))</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Cannot convert object of type &quot;</span> <span class="o">+</span> <span class="n">objType</span> <span class="o">+</span> <span class="s2">&quot; to datetime.&quot;</span><span class="p">)</span></div>
+
+
+<span class="k">def</span> <span class="nf">_convertSecsAndMicros</span><span class="p">(</span><span class="n">seconds</span><span class="p">,</span> <span class="n">micros</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">seconds</span> <span class="o">&lt;</span> <span class="n">MAX_TIME</span><span class="p">:</span>
+        <span class="n">rval</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">utcfromtimestamp</span><span class="p">(</span><span class="n">seconds</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">extraTime</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">timedelta</span><span class="p">(</span><span class="n">seconds</span><span class="o">=</span><span class="p">(</span><span class="n">seconds</span> <span class="o">-</span> <span class="n">MAX_TIME</span><span class="p">))</span>
+        <span class="n">rval</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">utcfromtimestamp</span><span class="p">(</span><span class="n">MAX_TIME</span><span class="p">)</span> <span class="o">+</span> <span class="n">extraTime</span>
+    <span class="k">return</span> <span class="n">rval</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">microsecond</span><span class="o">=</span><span class="n">micros</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="constructTimeRange"><a class="viewcode-back" href="../../api/DateTimeConverter.html#awips.DateTimeConverter.constructTimeRange">[docs]</a><span class="k">def</span> <span class="nf">constructTimeRange</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Builds a python dynamicserialize TimeRange object from the given</span>
+<span class="sd">    arguments.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            args*: must be a TimeRange or a pair of objects that can be</span>
+<span class="sd">                   converted to a datetime via convertToDateTime().</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A TimeRange.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">TimeRange</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">args</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">2</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;constructTimeRange takes exactly 2 arguments, &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; provided.&quot;</span><span class="p">)</span>
+    <span class="n">startTime</span> <span class="o">=</span> <span class="n">convertToDateTime</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+    <span class="n">endTime</span> <span class="o">=</span> <span class="n">convertToDateTime</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">TimeRange</span><span class="p">(</span><span class="n">startTime</span><span class="p">,</span> <span class="n">endTime</span><span class="p">)</span></div>
+</pre></div>
+
+           </div>
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+  <hr/>
+
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+    <p>
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+
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new file mode 100644
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+++ b/_modules/awips/RadarCommon.html
@@ -0,0 +1,348 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
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+      <li><a href="../../index.html" class="icon icon-home"></a> &raquo;</li>
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+          <li><a href="../index.html">Module code</a> &raquo;</li>
+        
+      <li>awips.RadarCommon</li>
+    
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+      <li class="wy-breadcrumbs-aside">
+        
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.RadarCommon</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Common methods for the a2gtrad and a2advrad scripts.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    08/13/2014      3393          nabowle        Initial creation to contain common</span>
+<span class="c1">#                                                 code for a2*radStub scripts.</span>
+<span class="c1">#    03/15/2015                    mjames@ucar    Edited/added to awips package as RadarCommon</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+
+<div class="viewcode-block" id="get_datetime_str"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.get_datetime_str">[docs]</a><span class="k">def</span> <span class="nf">get_datetime_str</span><span class="p">(</span><span class="n">record</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get the datetime string for a record.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            record: the record to get data for.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            datetime string.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">record</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">())[</span><span class="mi">0</span><span class="p">:</span><span class="mi">19</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.0&quot;</span></div>
+
+
+<div class="viewcode-block" id="get_data_type"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.get_data_type">[docs]</a><span class="k">def</span> <span class="nf">get_data_type</span><span class="p">(</span><span class="n">azdat</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get the radar file type (radial or raster).</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            azdat: Boolean.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            Radial or raster.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">azdat</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;radial&quot;</span>
+    <span class="k">return</span> <span class="s2">&quot;raster&quot;</span></div>
+
+
+<div class="viewcode-block" id="get_hdf5_data"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.get_hdf5_data">[docs]</a><span class="k">def</span> <span class="nf">get_hdf5_data</span><span class="p">(</span><span class="n">idra</span><span class="p">):</span>
+    <span class="n">rdat</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">azdat</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">depVals</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">threshVals</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">if</span> <span class="n">idra</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">idra</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">item</span><span class="o">.</span><span class="n">getName</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;Data&quot;</span><span class="p">:</span>
+                <span class="n">rdat</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="k">elif</span> <span class="n">item</span><span class="o">.</span><span class="n">getName</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;Angles&quot;</span><span class="p">:</span>
+                <span class="n">azdat</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="c1"># dattyp = &quot;radial&quot;</span>
+            <span class="k">elif</span> <span class="n">item</span><span class="o">.</span><span class="n">getName</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;DependentValues&quot;</span><span class="p">:</span>
+                <span class="n">depVals</span> <span class="o">=</span> <span class="n">item</span><span class="o">.</span><span class="n">getShortData</span><span class="p">()</span>
+            <span class="k">elif</span> <span class="n">item</span><span class="o">.</span><span class="n">getName</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;Thresholds&quot;</span><span class="p">:</span>
+                <span class="n">threshVals</span> <span class="o">=</span> <span class="n">item</span><span class="o">.</span><span class="n">getShortData</span><span class="p">()</span>
+
+    <span class="k">return</span> <span class="n">rdat</span><span class="p">,</span> <span class="n">azdat</span><span class="p">,</span> <span class="n">depVals</span><span class="p">,</span> <span class="n">threshVals</span></div>
+
+
+<div class="viewcode-block" id="get_header"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.get_header">[docs]</a><span class="k">def</span> <span class="nf">get_header</span><span class="p">(</span><span class="n">record</span><span class="p">,</span> <span class="n">headerFormat</span><span class="p">,</span> <span class="n">xLen</span><span class="p">,</span> <span class="n">yLen</span><span class="p">,</span> <span class="n">azdat</span><span class="p">,</span> <span class="n">description</span><span class="p">):</span>
+    <span class="c1"># Encode dimensions, time, mapping, description, tilt, and VCP</span>
+    <span class="n">mytime</span> <span class="o">=</span> <span class="n">get_datetime_str</span><span class="p">(</span><span class="n">record</span><span class="p">)</span>
+    <span class="n">dattyp</span> <span class="o">=</span> <span class="n">get_data_type</span><span class="p">(</span><span class="n">azdat</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">headerFormat</span><span class="p">:</span>
+        <span class="n">msg</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">xLen</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">yLen</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">mytime</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> \
+            <span class="n">dattyp</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">record</span><span class="o">.</span><span class="n">getLatitude</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">record</span><span class="o">.</span><span class="n">getLongitude</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">record</span><span class="o">.</span><span class="n">getElevation</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">record</span><span class="o">.</span><span class="n">getElevationNumber</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span>  \
+            <span class="n">description</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">record</span><span class="o">.</span><span class="n">getTrueElevationAngle</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">record</span><span class="o">.</span><span class="n">getVolumeCoveragePattern</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">msg</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">xLen</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">yLen</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">mytime</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> \
+            <span class="n">dattyp</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">description</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">record</span><span class="o">.</span><span class="n">getTrueElevationAngle</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">record</span><span class="o">.</span><span class="n">getVolumeCoveragePattern</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+
+    <span class="k">return</span> <span class="n">msg</span></div>
+
+
+<div class="viewcode-block" id="encode_thresh_vals"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.encode_thresh_vals">[docs]</a><span class="k">def</span> <span class="nf">encode_thresh_vals</span><span class="p">(</span><span class="n">threshVals</span><span class="p">):</span>
+    <span class="n">spec</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;.&quot;</span><span class="p">,</span> <span class="s2">&quot;TH&quot;</span><span class="p">,</span> <span class="s2">&quot;ND&quot;</span><span class="p">,</span> <span class="s2">&quot;RF&quot;</span><span class="p">,</span> <span class="s2">&quot;BI&quot;</span><span class="p">,</span> <span class="s2">&quot;GC&quot;</span><span class="p">,</span> <span class="s2">&quot;IC&quot;</span><span class="p">,</span> <span class="s2">&quot;GR&quot;</span><span class="p">,</span> <span class="s2">&quot;WS&quot;</span><span class="p">,</span> <span class="s2">&quot;DS&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;RA&quot;</span><span class="p">,</span> <span class="s2">&quot;HR&quot;</span><span class="p">,</span> <span class="s2">&quot;BD&quot;</span><span class="p">,</span> <span class="s2">&quot;HA&quot;</span><span class="p">,</span> <span class="s2">&quot;UK&quot;</span><span class="p">]</span>
+    <span class="n">nnn</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">threshVals</span><span class="p">)</span>
+    <span class="n">j</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="k">while</span> <span class="n">j</span> <span class="o">&lt;</span> <span class="n">nnn</span><span class="p">:</span>
+        <span class="n">lo</span> <span class="o">=</span> <span class="n">threshVals</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">%</span> <span class="mi">256</span>
+        <span class="n">hi</span> <span class="o">=</span> <span class="n">threshVals</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">/</span> <span class="mi">256</span>
+        <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot; &quot;</span>
+        <span class="n">j</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="n">hi</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">lo</span> <span class="o">&gt;</span> <span class="mi">14</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;.&quot;</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">+=</span> <span class="n">spec</span><span class="p">[</span><span class="n">lo</span><span class="p">]</span>
+            <span class="k">continue</span>
+        <span class="k">if</span> <span class="n">hi</span> <span class="o">%</span> <span class="mi">16</span> <span class="o">&gt;=</span> <span class="mi">8</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;&gt;&quot;</span>
+        <span class="k">elif</span> <span class="n">hi</span> <span class="o">%</span> <span class="mi">8</span> <span class="o">&gt;=</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;&lt;&quot;</span>
+        <span class="k">if</span> <span class="n">hi</span> <span class="o">%</span> <span class="mi">4</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;+&quot;</span>
+        <span class="k">elif</span> <span class="n">hi</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;-&quot;</span>
+        <span class="k">if</span> <span class="n">hi</span> <span class="o">&gt;=</span> <span class="mi">64</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="si">%.2f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">lo</span><span class="o">*</span><span class="mf">0.01</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">hi</span> <span class="o">%</span> <span class="mi">64</span> <span class="o">&gt;=</span> <span class="mi">32</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="si">%.2f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">lo</span><span class="o">*</span><span class="mf">0.05</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">hi</span> <span class="o">%</span> <span class="mi">32</span> <span class="o">&gt;=</span> <span class="mi">16</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">lo</span><span class="o">*</span><span class="mf">0.1</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">lo</span><span class="p">)</span>
+    <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+    <span class="k">return</span> <span class="n">msg</span></div>
+
+
+<div class="viewcode-block" id="encode_dep_vals"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.encode_dep_vals">[docs]</a><span class="k">def</span> <span class="nf">encode_dep_vals</span><span class="p">(</span><span class="n">depVals</span><span class="p">):</span>
+    <span class="n">nnn</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">depVals</span><span class="p">)</span>
+    <span class="n">j</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">msg</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">while</span> <span class="n">j</span> <span class="o">&lt;</span> <span class="n">nnn</span><span class="p">:</span>
+        <span class="n">msg</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">depVals</span><span class="p">[</span><span class="n">j</span><span class="p">]))</span>
+        <span class="n">j</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="k">return</span> <span class="n">msg</span></div>
+
+
+<div class="viewcode-block" id="encode_radial"><a class="viewcode-back" href="../../api/RadarCommon.html#awips.RadarCommon.encode_radial">[docs]</a><span class="k">def</span> <span class="nf">encode_radial</span><span class="p">(</span><span class="n">azVals</span><span class="p">):</span>
+    <span class="n">azValsLen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">azVals</span><span class="p">)</span>
+    <span class="n">j</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">msg</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">while</span> <span class="n">j</span> <span class="o">&lt;</span> <span class="n">azValsLen</span><span class="p">:</span>
+        <span class="n">msg</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">azVals</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+        <span class="n">j</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="k">return</span> <span class="n">msg</span></div>
+</pre></div>
+
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new file mode 100644
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+      <li>awips.ThriftClient</li>
+    
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+        
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+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.ThriftClient</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Provides a Python-based interface for executing Thrift requests.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    09/20/10                      dgilling       Initial Creation.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="k">try</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">http.client</span> <span class="k">as</span> <span class="nn">httpcl</span>
+<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">httplib</span> <span class="k">as</span> <span class="nn">httpcl</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize</span> <span class="kn">import</span> <span class="n">DynamicSerializationManager</span>
+
+
+<div class="viewcode-block" id="ThriftClient"><a class="viewcode-back" href="../../api/ThriftClient.html#awips.ThriftClient.ThriftClient">[docs]</a><span class="k">class</span> <span class="nc">ThriftClient</span><span class="p">:</span>
+
+    <span class="c1"># How to call this constructor:</span>
+    <span class="c1">#   1. Pass in all arguments separately (e.g.,</span>
+    <span class="c1">#      ThriftClient.ThriftClient(&quot;localhost&quot;, 9581, &quot;/services&quot;))</span>
+    <span class="c1">#      will return a Thrift client pointed at http://localhost:9581/services.</span>
+    <span class="c1">#   2. Pass in all arguments through the host string (e.g.,</span>
+    <span class="c1">#      ThriftClient.ThriftClient(&quot;localhost:9581/services&quot;))</span>
+    <span class="c1">#      will return a Thrift client pointed at http://localhost:9581/services.</span>
+    <span class="c1">#   3. Pass in host/port arguments through the host string (e.g.,</span>
+    <span class="c1">#      ThriftClient.ThriftClient(&quot;localhost:9581&quot;, &quot;/services&quot;))</span>
+    <span class="c1">#      will return a Thrift client pointed at http://localhost:9581/services.</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">host</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="mi">9581</span><span class="p">,</span> <span class="n">uri</span><span class="o">=</span><span class="s2">&quot;/services&quot;</span><span class="p">):</span>
+        <span class="n">hostParts</span> <span class="o">=</span> <span class="n">host</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">hostParts</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">hostString</span> <span class="o">=</span> <span class="n">hostParts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__uri</span> <span class="o">=</span> <span class="s2">&quot;/&quot;</span> <span class="o">+</span> <span class="n">hostParts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span> <span class="o">=</span> <span class="n">httpcl</span><span class="o">.</span><span class="n">HTTPConnection</span><span class="p">(</span><span class="n">hostString</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">port</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span> <span class="o">=</span> <span class="n">httpcl</span><span class="o">.</span><span class="n">HTTPConnection</span><span class="p">(</span><span class="n">host</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span> <span class="o">=</span> <span class="n">httpcl</span><span class="o">.</span><span class="n">HTTPConnection</span><span class="p">(</span><span class="n">host</span><span class="p">,</span> <span class="n">port</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">__uri</span> <span class="o">=</span> <span class="n">uri</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__dsm</span> <span class="o">=</span> <span class="n">DynamicSerializationManager</span><span class="o">.</span><span class="n">DynamicSerializationManager</span><span class="p">()</span>
+
+<div class="viewcode-block" id="ThriftClient.sendRequest"><a class="viewcode-back" href="../../api/ThriftClient.html#awips.ThriftClient.ThriftClient.sendRequest">[docs]</a>    <span class="k">def</span> <span class="nf">sendRequest</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">uri</span><span class="o">=</span><span class="s2">&quot;/thrift&quot;</span><span class="p">):</span>
+        <span class="n">message</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dsm</span><span class="o">.</span><span class="n">serializeObject</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span><span class="o">.</span><span class="n">request</span><span class="p">(</span><span class="s2">&quot;POST&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__uri</span> <span class="o">+</span> <span class="n">uri</span><span class="p">,</span> <span class="n">message</span><span class="p">)</span>
+
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span><span class="o">.</span><span class="n">getresponse</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">response</span><span class="o">.</span><span class="n">status</span> <span class="o">!=</span> <span class="mi">200</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="n">ThriftRequestException</span><span class="p">(</span><span class="s2">&quot;Unable to post request to server&quot;</span><span class="p">)</span>
+
+        <span class="n">rval</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dsm</span><span class="o">.</span><span class="n">deserializeBytes</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__httpConn</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+
+        <span class="c1"># let&#39;s verify we have an instance of ServerErrorResponse</span>
+        <span class="c1"># IF we do, through an exception up to the caller along</span>
+        <span class="c1"># with the original Java stack trace</span>
+        <span class="c1"># ELSE: we have a valid response and pass it back</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">forceError</span> <span class="o">=</span> <span class="n">rval</span><span class="o">.</span><span class="n">getException</span><span class="p">()</span>
+            <span class="k">raise</span> <span class="n">ThriftRequestException</span><span class="p">(</span><span class="n">forceError</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
+            <span class="k">pass</span>
+
+        <span class="k">return</span> <span class="n">rval</span></div></div>
+
+
+<div class="viewcode-block" id="ThriftRequestException"><a class="viewcode-back" href="../../api/ThriftClient.html#awips.ThriftClient.ThriftRequestException">[docs]</a><span class="k">class</span> <span class="nc">ThriftRequestException</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parameter</span> <span class="o">=</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">repr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">parameter</span><span class="p">)</span></div>
+</pre></div>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
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+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
+  </div>
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+    
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+  <h1>Source code for awips.TimeUtil</h1><div class="highlight"><pre>
+<span></span><span class="c1"># ----------------------------------------------------------------------------</span>
+<span class="c1"># This software is in the public domain, furnished &quot;as is&quot;, without technical</span>
+<span class="c1"># support, and with no warranty, express or implied, as to its usefulness for</span>
+<span class="c1"># any purpose.</span>
+<span class="c1">#</span>
+<span class="c1"># offsetTime.py</span>
+<span class="c1"># Handles Displaced Real Time for various applications</span>
+<span class="c1">#</span>
+<span class="c1"># Author: hansen/romberg</span>
+<span class="c1"># ----------------------------------------------------------------------------</span>
+
+<span class="kn">import</span> <span class="nn">string</span>
+<span class="kn">import</span> <span class="nn">time</span>
+
+<span class="c1"># Given the timeStr, return the offset (in seconds)</span>
+<span class="c1"># from the current time.</span>
+<span class="c1"># Also return the launchStr i.e. Programs launched from this</span>
+<span class="c1"># offset application will use the launchStr as the -z argument.</span>
+<span class="c1"># The offset will be positive for time in the future,</span>
+<span class="c1"># negative for time in the past.</span>
+<span class="c1">#</span>
+<span class="c1"># May still want it to be normalized to the most recent midnight.</span>
+<span class="c1">#</span>
+<span class="c1"># NOTES about synchronizing:</span>
+<span class="c1"># --With synchronizing on, the &quot;current time&quot; for all processes started</span>
+<span class="c1">#   within a given hour will be the same.</span>
+<span class="c1">#   This guarantees that GFE&#39;s have the same current time and ISC grid</span>
+<span class="c1">#   time stamps are syncrhonized and can be exchanged.</span>
+<span class="c1">#   Formatters launched from the GFE in this mode will be synchronized as</span>
+<span class="c1">#   well by setting the launchStr to use the time difference format</span>
+<span class="c1">#   (YYYYMMDD_HHMM,YYYYMMDD_HHMM).</span>
+<span class="c1">#   --This does not solve the problem in the general case.</span>
+<span class="c1">#     For example, if someone starts the GFE at 12:59 and someone</span>
+<span class="c1">#     else starts it at 1:01, they will have different offsets and</span>
+<span class="c1">#     current times.</span>
+<span class="c1"># --With synchronizing off, when the process starts, the current time</span>
+<span class="c1">#   matches the drtTime in the command line.  However, with synchronizing</span>
+<span class="c1">#   on, the current time will be offset by the fraction of the hour at</span>
+<span class="c1">#   which the process was started. Examples:</span>
+<span class="c1">#     Actual Starting time:             20040617_1230</span>
+<span class="c1">#     drtTime                           20040616_0000</span>
+<span class="c1">#     Synchronizing off:</span>
+<span class="c1">#        GFE Spatial Editor at StartUp: 20040616_0000</span>
+<span class="c1">#     Synchronizing on:</span>
+<span class="c1">#        GFE Spatial Editor at StartUp: 20040616_0030</span>
+<span class="c1">#</span>
+
+
+<div class="viewcode-block" id="determineDrtOffset"><a class="viewcode-back" href="../../api/TimeUtil.html#awips.TimeUtil.determineDrtOffset">[docs]</a><span class="k">def</span> <span class="nf">determineDrtOffset</span><span class="p">(</span><span class="n">timeStr</span><span class="p">):</span>
+    <span class="n">launchStr</span> <span class="o">=</span> <span class="n">timeStr</span>
+    <span class="c1"># Check for time difference</span>
+    <span class="k">if</span> <span class="n">timeStr</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">times</span> <span class="o">=</span> <span class="n">timeStr</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="n">makeTime</span><span class="p">(</span><span class="n">times</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="n">t2</span> <span class="o">=</span> <span class="n">makeTime</span><span class="p">(</span><span class="n">times</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">t1</span><span class="o">-</span><span class="n">t2</span><span class="p">,</span> <span class="n">launchStr</span>
+    <span class="c1"># Check for synchronized mode</span>
+    <span class="n">synch</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">if</span> <span class="n">timeStr</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;S&quot;</span><span class="p">:</span>
+        <span class="n">timeStr</span> <span class="o">=</span> <span class="n">timeStr</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="n">synch</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">drt_t</span> <span class="o">=</span> <span class="n">makeTime</span><span class="p">(</span><span class="n">timeStr</span><span class="p">)</span>
+    <span class="n">gm</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">gmtime</span><span class="p">()</span>
+    <span class="n">cur_t</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">mktime</span><span class="p">(</span><span class="n">gm</span><span class="p">)</span>
+
+    <span class="c1"># Synchronize to most recent hour</span>
+    <span class="c1"># i.e. &quot;truncate&quot; cur_t to most recent hour.</span>
+    <span class="k">if</span> <span class="n">synch</span><span class="p">:</span>
+        <span class="n">cur_t</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">mktime</span><span class="p">((</span><span class="n">gm</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">gm</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">gm</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">gm</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+        <span class="n">curStr</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%4s%2s%2s</span><span class="s1">_</span><span class="si">%2s</span><span class="s1">00</span><span class="se">\n</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="nb">repr</span><span class="p">(</span><span class="n">gm</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">repr</span><span class="p">(</span><span class="n">gm</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span>
+                                        <span class="nb">repr</span><span class="p">(</span><span class="n">gm</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span> <span class="nb">repr</span><span class="p">(</span><span class="n">gm</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>
+        <span class="n">curStr</span> <span class="o">=</span> <span class="n">curStr</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="s1">&#39;0&#39;</span><span class="p">)</span>
+        <span class="n">launchStr</span> <span class="o">=</span> <span class="n">timeStr</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span> <span class="o">+</span> <span class="n">curStr</span>
+
+    <span class="n">offset</span> <span class="o">=</span> <span class="n">drt_t</span> <span class="o">-</span> <span class="n">cur_t</span>
+    <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">offset</span><span class="p">),</span> <span class="n">launchStr</span></div>
+
+
+<div class="viewcode-block" id="makeTime"><a class="viewcode-back" href="../../api/TimeUtil.html#awips.TimeUtil.makeTime">[docs]</a><span class="k">def</span> <span class="nf">makeTime</span><span class="p">(</span><span class="n">timeStr</span><span class="p">):</span>
+    <span class="n">year</span> <span class="o">=</span> <span class="n">string</span><span class="o">.</span><span class="n">atoi</span><span class="p">(</span><span class="n">timeStr</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">])</span>
+    <span class="n">month</span> <span class="o">=</span> <span class="n">string</span><span class="o">.</span><span class="n">atoi</span><span class="p">(</span><span class="n">timeStr</span><span class="p">[</span><span class="mi">4</span><span class="p">:</span><span class="mi">6</span><span class="p">])</span>
+    <span class="n">day</span> <span class="o">=</span> <span class="n">string</span><span class="o">.</span><span class="n">atoi</span><span class="p">(</span><span class="n">timeStr</span><span class="p">[</span><span class="mi">6</span><span class="p">:</span><span class="mi">8</span><span class="p">])</span>
+    <span class="n">hour</span> <span class="o">=</span> <span class="n">string</span><span class="o">.</span><span class="n">atoi</span><span class="p">(</span><span class="n">timeStr</span><span class="p">[</span><span class="mi">9</span><span class="p">:</span><span class="mi">11</span><span class="p">])</span>
+    <span class="n">minute</span> <span class="o">=</span> <span class="n">string</span><span class="o">.</span><span class="n">atoi</span><span class="p">(</span><span class="n">timeStr</span><span class="p">[</span><span class="mi">11</span><span class="p">:</span><span class="mi">13</span><span class="p">])</span>
+    <span class="c1"># Do not use daylight savings because gmtime is not in daylight</span>
+    <span class="c1"># savings time.</span>
+    <span class="k">return</span> <span class="n">time</span><span class="o">.</span><span class="n">mktime</span><span class="p">((</span><span class="n">year</span><span class="p">,</span> <span class="n">month</span><span class="p">,</span> <span class="n">day</span><span class="p">,</span> <span class="n">hour</span><span class="p">,</span> <span class="n">minute</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span></div>
+</pre></div>
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+  <h1>Source code for awips.dataaccess</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># __init__.py for awips.dataaccess package</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    12/10/12                      njensen       Initial Creation.</span>
+<span class="c1">#    Feb 14, 2013    1614          bsteffen       refactor data access framework</span>
+<span class="c1">#                                                 to use single request.</span>
+<span class="c1">#    Apr 09, 2013    1871          njensen      Add doc strings</span>
+<span class="c1">#    Jun 03, 2013    2023          dgilling     Add getAttributes to IData, add</span>
+<span class="c1">#                                               getLatLonGrids() to IGridData.</span>
+<span class="c1">#    Aug 01, 2016    2416          tgurney      Add INotificationSubscriber</span>
+<span class="c1">#                                                 and INotificationFilter</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s1">&#39;IData&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;IDataRequest&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;IGeometryData&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;IGridData&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;IGeometryData&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;INotificationFilter&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;INotificationSubscriber&#39;</span>
+<span class="p">]</span>
+
+<span class="kn">import</span> <span class="nn">abc</span>
+<span class="kn">from</span> <span class="nn">six</span> <span class="kn">import</span> <span class="n">with_metaclass</span>
+
+
+<div class="viewcode-block" id="IDataRequest"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest">[docs]</a><span class="k">class</span> <span class="nc">IDataRequest</span><span class="p">(</span><span class="n">with_metaclass</span><span class="p">(</span><span class="n">abc</span><span class="o">.</span><span class="n">ABCMeta</span><span class="p">,</span> <span class="nb">object</span><span class="p">)):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    An IDataRequest to be submitted to the DataAccessLayer to retrieve data.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="IDataRequest.setDatatype"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.setDatatype">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">setDatatype</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datatype</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Sets the datatype of the request.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                datatype: A string of the datatype, such as &quot;grid&quot;, &quot;radar&quot;, &quot;gfe&quot;, &quot;obs&quot;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.addIdentifier"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.addIdentifier">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">addIdentifier</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adds an identifier to the request.  Identifiers are specific to the</span>
+<span class="sd">        datatype being requested.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                key: the string key of the identifier</span>
+<span class="sd">                value: the value of the identifier</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.setParameters"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.setParameters">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">setParameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Sets the parameters of data to request.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                params: a list of strings of parameters to request</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.setLevels"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.setLevels">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">setLevels</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">levels</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Sets the levels of data to request.  Not all datatypes support levels.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                levels: a list of strings of level abbreviations to request</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.setEnvelope"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.setEnvelope">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">setEnvelope</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">env</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Sets the envelope of the request.  If supported by the datatype factory,</span>
+<span class="sd">        the data returned for the request will be constrained to only the data</span>
+<span class="sd">        within the envelope.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                env: a shapely geometry</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.setLocationNames"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.setLocationNames">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">setLocationNames</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">locationNames</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Sets the location names of the request.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                locationNames: a list of strings of location names to request</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.getDatatype"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.getDatatype">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getDatatype</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the datatype of the request</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the datatype set on the request</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.getIdentifiers"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.getIdentifiers">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getIdentifiers</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the identifiers on the request</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a dictionary of the identifiers</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.getLevels"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.getLevels">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getLevels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the levels on the request</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a list of strings of the levels</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.getLocationNames"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.getLocationNames">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getLocationNames</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the location names on the request</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a list of strings of the location names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div>
+
+<div class="viewcode-block" id="IDataRequest.getEnvelope"><a class="viewcode-back" href="../../api/IDataRequest.html#awips.dataaccess.IDataRequest.getEnvelope">[docs]</a>    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getEnvelope</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the envelope on the request</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a rectangular shapely geometry</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span></div></div>
+
+
+<span class="k">class</span> <span class="nc">IData</span><span class="p">(</span><span class="n">with_metaclass</span><span class="p">(</span><span class="n">abc</span><span class="o">.</span><span class="n">ABCMeta</span><span class="p">,</span> <span class="nb">object</span><span class="p">)):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    An IData representing data returned from the DataAccessLayer.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getAttribute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets an attribute of the data.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                key: the key of the attribute</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the value of the attribute</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getAttributes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the valid attributes for the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a list of strings of the attribute names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getDataTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the data time of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the data time of the data, or None if no time is associated</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getLevel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the level of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the level of the data, or None if no level is associated</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getLocationName</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the location name of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the location name of the data, or None if no location name is</span>
+<span class="sd">                associated</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+
+<span class="k">class</span> <span class="nc">IGridData</span><span class="p">(</span><span class="n">IData</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    An IData representing grid data that is returned by the DataAccessLayer.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getParameter</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the parameter of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the parameter of the data</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getUnit</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the unit of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the string abbreviation of the unit, or None if no unit is associated</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getRawData</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the grid data as a numpy array.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a numpy array of the data</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getLatLonCoords</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the lat/lon coordinates of the grid data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            a tuple where the first element is a numpy array of lons, and the</span>
+<span class="sd">            second element is a numpy array of lats</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+
+<span class="k">class</span> <span class="nc">IGeometryData</span><span class="p">(</span><span class="n">IData</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    An IData representing geometry data that is returned by the DataAccessLayer.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getGeometry</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the geometry of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a shapely geometry</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getParameters</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Gets the parameters of the data.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a list of strings of the parameter names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getString</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the string value of the specified param.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                param: the string name of the param</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the string value of the param</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getNumber</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the number value of the specified param.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                param: the string name of the param</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the number value of the param</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getUnit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the unit of the specified param.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                param: the string name of the param</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                the string abbreviation of the unit of the param</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getType</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets the type of the param.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                param: the string name of the param</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">                a string of the type of the parameter, such as</span>
+<span class="sd">                &quot;STRING&quot;, &quot;INT&quot;, &quot;LONG&quot;, &quot;FLOAT&quot;, or &quot;DOUBLE&quot;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span>
+
+
+<span class="k">class</span> <span class="nc">INotificationSubscriber</span><span class="p">(</span><span class="n">with_metaclass</span><span class="p">(</span><span class="n">abc</span><span class="o">.</span><span class="n">ABCMeta</span><span class="p">,</span> <span class="nb">object</span><span class="p">)):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    An INotificationSubscriber representing a notification filter returned from</span>
+<span class="sd">    the DataNotificationLayer.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">subscribe</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">callback</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Subscribes to the requested data. Method will not return until close is</span>
+<span class="sd">        called in a separate thread.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">                callback: the method to call with the IGridData/IGeometryData</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">pass</span>
+
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">close</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Closes the notification subscriber&quot;&quot;&quot;</span>
+        <span class="k">pass</span>
+
+
+<span class="k">class</span> <span class="nc">INotificationFilter</span><span class="p">(</span><span class="n">with_metaclass</span><span class="p">(</span><span class="n">abc</span><span class="o">.</span><span class="n">ABCMeta</span><span class="p">,</span> <span class="nb">object</span><span class="p">)):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Represents data required to filter a set of URIs and</span>
+<span class="sd">    return a corresponding list of IDataRequest to retrieve data for.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
+    <span class="k">def</span> <span class="nf">accept</span><span class="p">(</span><span class="n">dataUri</span><span class="p">):</span>
+        <span class="k">pass</span>
+</pre></div>
+
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diff --git a/_modules/awips/dataaccess/CombinedTimeQuery.html b/_modules/awips/dataaccess/CombinedTimeQuery.html
new file mode 100644
index 0000000..c72735a
--- /dev/null
+++ b/_modules/awips/dataaccess/CombinedTimeQuery.html
@@ -0,0 +1,293 @@
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+          <li><a href="../dataaccess.html">awips.dataaccess</a> &raquo;</li>
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+      <li>awips.dataaccess.CombinedTimeQuery</li>
+    
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+      <li class="wy-breadcrumbs-aside">
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+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.CombinedTimeQuery</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Method for performing a DAF time query where all parameter/level/location</span>
+<span class="c1"># combinations must be available at the same time.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    06/22/16         #5591        bsteffen       Initial Creation.</span>
+<span class="c1">#</span>
+
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
+
+
+<div class="viewcode-block" id="getAvailableTimes"><a class="viewcode-back" href="../../../api/CombinedTimeQuery.html#awips.dataaccess.CombinedTimeQuery.getAvailableTimes">[docs]</a><span class="k">def</span> <span class="nf">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">__getAvailableTimesForEachParameter</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span></div>
+
+
+<span class="k">def</span> <span class="nf">__getAvailableTimesForEachParameter</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="n">parameters</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">parameters</span><span class="p">:</span>
+        <span class="n">times</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">for</span> <span class="n">parameter</span> <span class="ow">in</span> <span class="n">parameters</span><span class="p">:</span>
+            <span class="n">specificRequest</span> <span class="o">=</span> <span class="n">__cloneRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+            <span class="n">specificRequest</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="n">parameter</span><span class="p">)</span>
+            <span class="n">specificTimes</span> <span class="o">=</span> <span class="n">__getAvailableTimesForEachLevel</span><span class="p">(</span><span class="n">specificRequest</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">times</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">times</span> <span class="o">=</span> <span class="n">specificTimes</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">times</span><span class="o">.</span><span class="n">intersection_update</span><span class="p">(</span><span class="n">specificTimes</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">times</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="k">return</span> <span class="n">times</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">__getAvailableTimesForEachLevel</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span>
+
+
+<span class="k">def</span> <span class="nf">__getAvailableTimesForEachLevel</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="n">levels</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">getLevels</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">levels</span><span class="p">:</span>
+        <span class="n">times</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">for</span> <span class="n">level</span> <span class="ow">in</span> <span class="n">levels</span><span class="p">:</span>
+            <span class="n">specificRequest</span> <span class="o">=</span> <span class="n">__cloneRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+            <span class="n">specificRequest</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="n">level</span><span class="p">)</span>
+            <span class="n">specificTimes</span> <span class="o">=</span> <span class="n">__getAvailableTimesForEachLocation</span><span class="p">(</span><span class="n">specificRequest</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">times</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">times</span> <span class="o">=</span> <span class="n">specificTimes</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">times</span><span class="o">.</span><span class="n">intersection_update</span><span class="p">(</span><span class="n">specificTimes</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">times</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="k">return</span> <span class="n">times</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">__getAvailableTimesForEachLocation</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span>
+
+
+<span class="k">def</span> <span class="nf">__getAvailableTimesForEachLocation</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="n">locations</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">getLocationNames</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">locations</span><span class="p">:</span>
+        <span class="n">times</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">for</span> <span class="n">location</span> <span class="ow">in</span> <span class="n">locations</span><span class="p">:</span>
+            <span class="n">specificRequest</span> <span class="o">=</span> <span class="n">__cloneRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+            <span class="n">specificRequest</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">location</span><span class="p">)</span>
+            <span class="n">specificTimes</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">specificRequest</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">times</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">times</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">specificTimes</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">times</span><span class="o">.</span><span class="n">intersection_update</span><span class="p">(</span><span class="n">specificTimes</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">times</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="k">return</span> <span class="n">times</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span>
+
+
+<span class="k">def</span> <span class="nf">__cloneRequest</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="n">datatype</span><span class="o">=</span><span class="n">request</span><span class="o">.</span><span class="n">getDatatype</span><span class="p">(),</span>
+                                          <span class="n">parameters</span><span class="o">=</span><span class="n">request</span><span class="o">.</span><span class="n">getParameters</span><span class="p">(),</span>
+                                          <span class="n">levels</span><span class="o">=</span><span class="n">request</span><span class="o">.</span><span class="n">getLevels</span><span class="p">(),</span>
+                                          <span class="n">locationNames</span><span class="o">=</span><span class="n">request</span><span class="o">.</span><span class="n">getLocationNames</span><span class="p">(),</span>
+                                          <span class="n">envelope</span><span class="o">=</span><span class="n">request</span><span class="o">.</span><span class="n">getEnvelope</span><span class="p">(),</span>
+                                          <span class="o">**</span><span class="n">request</span><span class="o">.</span><span class="n">getIdentifiers</span><span class="p">())</span>
+</pre></div>
+
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diff --git a/_modules/awips/dataaccess/DataAccessLayer.html b/_modules/awips/dataaccess/DataAccessLayer.html
new file mode 100644
index 0000000..50fd21a
--- /dev/null
+++ b/_modules/awips/dataaccess/DataAccessLayer.html
@@ -0,0 +1,600 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
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+  
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+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.DataAccessLayer</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Published interface for awips.dataaccess package</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date           Ticket#  Engineer    Description</span>
+<span class="c1">#    ------------   -------  ----------  -------------------------</span>
+<span class="c1">#    12/10/12                njensen     Initial Creation.</span>
+<span class="c1">#    Feb 14, 2013   1614     bsteffen    refactor data access framework to use single request.</span>
+<span class="c1">#    04/10/13       1871     mnash       move getLatLonCoords to JGridData and add default args</span>
+<span class="c1">#    05/29/13       2023     dgilling    Hook up ThriftClientRouter.</span>
+<span class="c1">#    03/03/14       2673     bsteffen    Add ability to query only ref times.</span>
+<span class="c1">#    07/22/14       3185     njensen     Added optional/default args to newDataRequest</span>
+<span class="c1">#    07/30/14       3185     njensen     Renamed valid identifiers to optional</span>
+<span class="c1">#    Apr 26, 2015   4259     njensen     Updated for new JEP API</span>
+<span class="c1">#    Apr 13, 2016   5379     tgurney     Add getIdentifierValues(), getRequiredIdentifiers(),</span>
+<span class="c1">#                                        and getOptionalIdentifiers()</span>
+<span class="c1">#    Oct 07, 2016   ----     mjames@ucar Added getForecastRun</span>
+<span class="c1">#    Oct 18, 2016   5916     bsteffen    Add setLazyLoadGridLatLon</span>
+<span class="c1">#    Oct 11, 2018   ----     mjames@ucar Added getMetarObs() getSynopticObs()</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+
+<span class="n">THRIFT_HOST</span> <span class="o">=</span> <span class="s2">&quot;edex&quot;</span>
+
+<span class="n">USING_NATIVE_THRIFT</span> <span class="o">=</span> <span class="kc">False</span>
+
+<span class="k">if</span> <span class="s1">&#39;jep&#39;</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
+    <span class="c1"># intentionally do not catch if this fails to import, we want it to</span>
+    <span class="c1"># be obvious that something is configured wrong when running from within</span>
+    <span class="c1"># Java instead of allowing false confidence and fallback behavior</span>
+    <span class="kn">import</span> <span class="nn">JepRouter</span>
+    <span class="n">router</span> <span class="o">=</span> <span class="n">JepRouter</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">ThriftClientRouter</span>
+    <span class="n">router</span> <span class="o">=</span> <span class="n">ThriftClientRouter</span><span class="o">.</span><span class="n">ThriftClientRouter</span><span class="p">(</span><span class="n">THRIFT_HOST</span><span class="p">)</span>
+    <span class="n">USING_NATIVE_THRIFT</span> <span class="o">=</span> <span class="kc">True</span>
+
+
+<div class="viewcode-block" id="getRadarProductIDs"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRadarProductIDs">[docs]</a><span class="k">def</span> <span class="nf">getRadarProductIDs</span><span class="p">(</span><span class="n">availableParms</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get only the numeric idetifiers for NEXRAD3 products.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            availableParms: Full list of radar parameters</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            List of filtered parameters</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">productIDs</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">availableParms</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">p</span><span class="p">),</span> <span class="nb">int</span><span class="p">):</span>
+                <span class="n">productIDs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">p</span><span class="p">))</span>
+        <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+            <span class="k">pass</span>
+
+    <span class="k">return</span> <span class="n">productIDs</span></div>
+
+
+<div class="viewcode-block" id="getRadarProductNames"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRadarProductNames">[docs]</a><span class="k">def</span> <span class="nf">getRadarProductNames</span><span class="p">(</span><span class="n">availableParms</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">     Get only the named idetifiers for NEXRAD3 products.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            availableParms: Full list of radar parameters</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            List of filtered parameters</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">productNames</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">availableParms</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">p</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
+            <span class="n">productNames</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">productNames</span></div>
+
+
+<div class="viewcode-block" id="getMetarObs"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getMetarObs">[docs]</a><span class="k">def</span> <span class="nf">getMetarObs</span><span class="p">(</span><span class="n">response</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Processes a DataAccessLayer &quot;obs&quot; response into a dictionary,</span>
+<span class="sd">    with special consideration for multi-value parameters</span>
+<span class="sd">    &quot;presWeather&quot;, &quot;skyCover&quot;, and &quot;skyLayerBase&quot;.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            response: DAL getGeometry() list</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            A dictionary of METAR obs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+    <span class="n">single_val_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;timeObs&quot;</span><span class="p">,</span> <span class="s2">&quot;stationName&quot;</span><span class="p">,</span> <span class="s2">&quot;longitude&quot;</span><span class="p">,</span> <span class="s2">&quot;latitude&quot;</span><span class="p">,</span>
+                         <span class="s2">&quot;temperature&quot;</span><span class="p">,</span> <span class="s2">&quot;dewpoint&quot;</span><span class="p">,</span> <span class="s2">&quot;windDir&quot;</span><span class="p">,</span>
+                         <span class="s2">&quot;windSpeed&quot;</span><span class="p">,</span> <span class="s2">&quot;seaLevelPress&quot;</span><span class="p">]</span>
+    <span class="n">multi_val_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;presWeather&quot;</span><span class="p">,</span> <span class="s2">&quot;skyCover&quot;</span><span class="p">,</span> <span class="s2">&quot;skyLayerBase&quot;</span><span class="p">]</span>
+    <span class="n">params</span> <span class="o">=</span> <span class="n">single_val_params</span> <span class="o">+</span> <span class="n">multi_val_params</span>
+    <span class="n">station_names</span><span class="p">,</span> <span class="n">pres_weather</span><span class="p">,</span> <span class="n">sky_cov</span><span class="p">,</span> <span class="n">sky_layer_base</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+    <span class="n">obs</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">({</span><span class="n">params</span><span class="p">:</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">params</span> <span class="ow">in</span> <span class="n">params</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">avail_params</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()</span>
+        <span class="k">if</span> <span class="s2">&quot;presWeather&quot;</span> <span class="ow">in</span> <span class="n">avail_params</span><span class="p">:</span>
+            <span class="n">pres_weather</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;presWeather&quot;</span><span class="p">))</span>
+        <span class="k">elif</span> <span class="s2">&quot;skyCover&quot;</span> <span class="ow">in</span> <span class="n">avail_params</span> <span class="ow">and</span> <span class="s2">&quot;skyLayerBase&quot;</span> <span class="ow">in</span> <span class="n">avail_params</span><span class="p">:</span>
+            <span class="n">sky_cov</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;skyCover&quot;</span><span class="p">))</span>
+            <span class="n">sky_layer_base</span><span class="o">.</span><span class="n">append</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;skyLayerBase&quot;</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1"># If we already have a record for this stationName, skip</span>
+            <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;stationName&#39;</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">station_names</span><span class="p">:</span>
+                <span class="n">station_names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;stationName&#39;</span><span class="p">))</span>
+                <span class="k">for</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">single_val_params</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">avail_params</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">param</span> <span class="o">==</span> <span class="s1">&#39;timeObs&#39;</span><span class="p">:</span>
+                            <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">fromtimestamp</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="n">param</span><span class="p">)</span> <span class="o">/</span> <span class="mf">1000.0</span><span class="p">))</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="k">try</span><span class="p">:</span>
+                                <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</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="n">param</span><span class="p">))</span>
+                            <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+                                <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="n">param</span><span class="p">))</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
+
+                <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;presWeather&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pres_weather</span><span class="p">)</span>
+                <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;skyCover&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sky_cov</span><span class="p">)</span>
+                <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;skyLayerBase&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sky_layer_base</span><span class="p">)</span>
+                <span class="n">pres_weather</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">sky_cov</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">sky_layer_base</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">return</span> <span class="n">obs</span></div>
+
+
+<div class="viewcode-block" id="getSynopticObs"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getSynopticObs">[docs]</a><span class="k">def</span> <span class="nf">getSynopticObs</span><span class="p">(</span><span class="n">response</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Processes a DataAccessLayer &quot;sfcobs&quot; response into a dictionary</span>
+<span class="sd">    of available parameters.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            response: DAL getGeometry() list</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            A dictionary of synop obs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+    <span class="n">station_names</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">params</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="o">.</span><span class="n">getParameters</span><span class="p">()</span>
+    <span class="n">sfcobs</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">({</span><span class="n">params</span><span class="p">:</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">params</span> <span class="ow">in</span> <span class="n">params</span><span class="p">})</span>
+    <span class="k">for</span> <span class="n">sfcob</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
+        <span class="c1"># If we already have a record for this stationId, skip</span>
+        <span class="k">if</span> <span class="n">sfcob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;stationId&#39;</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">station_names</span><span class="p">:</span>
+            <span class="n">station_names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sfcob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;stationId&#39;</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">param</span> <span class="o">==</span> <span class="s1">&#39;timeObs&#39;</span><span class="p">:</span>
+                    <span class="n">sfcobs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">fromtimestamp</span><span class="p">(</span><span class="n">sfcob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="n">param</span><span class="p">)</span> <span class="o">/</span> <span class="mf">1000.0</span><span class="p">))</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">try</span><span class="p">:</span>
+                        <span class="n">sfcobs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sfcob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="n">param</span><span class="p">))</span>
+                    <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+                        <span class="n">sfcobs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sfcob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="n">param</span><span class="p">))</span>
+
+    <span class="k">return</span> <span class="n">sfcobs</span></div>
+
+
+<div class="viewcode-block" id="getForecastRun"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getForecastRun">[docs]</a><span class="k">def</span> <span class="nf">getForecastRun</span><span class="p">(</span><span class="n">cycle</span><span class="p">,</span> <span class="n">times</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get the latest forecast run (list of objects) from all</span>
+<span class="sd">    all cycles and times returned from DataAccessLayer &quot;grid&quot;</span>
+<span class="sd">    response.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            cycle: Forecast cycle reference time</span>
+<span class="sd">            times: All available times/cycles</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            DataTime array for a single forecast run</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">fcstRun</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">times</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">t</span><span class="p">)[:</span><span class="mi">19</span><span class="p">]</span> <span class="o">==</span> <span class="nb">str</span><span class="p">(</span><span class="n">cycle</span><span class="p">):</span>
+            <span class="n">fcstRun</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">fcstRun</span></div>
+
+
+<div class="viewcode-block" id="getAvailableTimes"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableTimes">[docs]</a><span class="k">def</span> <span class="nf">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get the times of available data to the request.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the IDataRequest to get data for</span>
+<span class="sd">            refTimeOnly: optional, use True if only unique refTimes should be</span>
+<span class="sd">                returned (without a forecastHr)</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of DataTimes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getGridData"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGridData">[docs]</a><span class="k">def</span> <span class="nf">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">times</span><span class="o">=</span><span class="p">[]):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the grid data that matches the request at the specified times.  Each</span>
+<span class="sd">    combination of parameter, level, and dataTime will be returned as a</span>
+<span class="sd">    separate IGridData.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the IDataRequest to get data for</span>
+<span class="sd">            times: a list of DataTimes, a TimeRange, or None if the data is time</span>
+<span class="sd">                agnostic</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of IGridData</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</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="n">times</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getGeometryData"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGeometryData">[docs]</a><span class="k">def</span> <span class="nf">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">times</span><span class="o">=</span><span class="p">[]):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the geometry data that matches the request at the specified times.</span>
+<span class="sd">    Each combination of geometry, level, and dataTime will be returned as a</span>
+<span class="sd">    separate IGeometryData.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the IDataRequest to get data for</span>
+<span class="sd">            times: a list of DataTimes, a TimeRange, or None if the data is time</span>
+<span class="sd">                agnostic</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">       a list of IGeometryData</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</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">times</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getAvailableLocationNames"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableLocationNames">[docs]</a><span class="k">def</span> <span class="nf">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the available location names that match the request without actually</span>
+<span class="sd">    requesting the data.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the request to find matching location names for</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of available location names.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getAvailableParameters"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableParameters">[docs]</a><span class="k">def</span> <span class="nf">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the available parameters names that match the request without actually</span>
+<span class="sd">    requesting the data.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the request to find matching parameter names for</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of available parameter names.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getAvailableLevels"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableLevels">[docs]</a><span class="k">def</span> <span class="nf">getAvailableLevels</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the available levels that match the request without actually</span>
+<span class="sd">    requesting the data.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the request to find matching levels for</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of available levels.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getAvailableLevels</span><span class="p">(</span><span class="n">request</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getRequiredIdentifiers"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRequiredIdentifiers">[docs]</a><span class="k">def</span> <span class="nf">getRequiredIdentifiers</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the required identifiers for this request.  These identifiers</span>
+<span class="sd">    must be set on a request for the request of this datatype to succeed.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the request to find required identifiers for</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of required identifiers</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">request</span><span class="p">)</span> <span class="o">==</span> <span class="n">request</span><span class="p">:</span>
+        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Use getRequiredIdentifiers(IDataRequest) instead&quot;</span><span class="p">,</span>
+                      <span class="ne">DeprecationWarning</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getRequiredIdentifiers</span><span class="p">(</span><span class="n">request</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getOptionalIdentifiers"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getOptionalIdentifiers">[docs]</a><span class="k">def</span> <span class="nf">getOptionalIdentifiers</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the optional identifiers for this request.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the request to find optional identifiers for</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of optional identifiers</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">request</span><span class="p">)</span> <span class="o">==</span> <span class="n">request</span><span class="p">:</span>
+        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Use getOptionalIdentifiers(IDataRequest) instead&quot;</span><span class="p">,</span>
+                      <span class="ne">DeprecationWarning</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getOptionalIdentifiers</span><span class="p">(</span><span class="n">request</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getIdentifierValues"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getIdentifierValues">[docs]</a><span class="k">def</span> <span class="nf">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifierKey</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the allowed values for a particular identifier on this datatype.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            request: the request to find identifier values for</span>
+<span class="sd">            identifierKey: the identifier to find values for</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of allowed values for the specified identifier</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifierKey</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="newDataRequest"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.newDataRequest">[docs]</a><span class="k">def</span> <span class="nf">newDataRequest</span><span class="p">(</span><span class="n">datatype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Creates a new instance of IDataRequest suitable for the runtime environment.</span>
+<span class="sd">    All args are optional and exist solely for convenience.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            datatype: the datatype to create a request for</span>
+<span class="sd">            parameters: a list of parameters to set on the request</span>
+<span class="sd">            levels: a list of levels to set on the request</span>
+<span class="sd">            locationNames: a list of locationNames to set on the request</span>
+<span class="sd">            envelope: an envelope to limit the request</span>
+<span class="sd">            kwargs: any leftover kwargs will be set as identifiers</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a new IDataRequest</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="n">datatype</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="getSupportedDatatypes"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getSupportedDatatypes">[docs]</a><span class="k">def</span> <span class="nf">getSupportedDatatypes</span><span class="p">():</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Gets the datatypes that are supported by the framework</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">            a list of strings of supported datatypes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">router</span><span class="o">.</span><span class="n">getSupportedDatatypes</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="changeEDEXHost"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.changeEDEXHost">[docs]</a><span class="k">def</span> <span class="nf">changeEDEXHost</span><span class="p">(</span><span class="n">newHostName</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Changes the EDEX host the Data Access Framework is communicating with. Only</span>
+<span class="sd">    works if using the native Python client implementation, otherwise, this</span>
+<span class="sd">    method will throw a TypeError.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            newHostName: the EDEX host to connect to</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">USING_NATIVE_THRIFT</span><span class="p">:</span>
+        <span class="k">global</span> <span class="n">THRIFT_HOST</span>
+        <span class="n">THRIFT_HOST</span> <span class="o">=</span> <span class="n">newHostName</span>
+        <span class="k">global</span> <span class="n">router</span>
+        <span class="n">router</span> <span class="o">=</span> <span class="n">ThriftClientRouter</span><span class="o">.</span><span class="n">ThriftClientRouter</span><span class="p">(</span><span class="n">THRIFT_HOST</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Cannot call changeEDEXHost when using JepRouter.&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="setLazyLoadGridLatLon"><a class="viewcode-back" href="../../../api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.setLazyLoadGridLatLon">[docs]</a><span class="k">def</span> <span class="nf">setLazyLoadGridLatLon</span><span class="p">(</span><span class="n">lazyLoadGridLatLon</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Provide a hint to the Data Access Framework indicating whether to load the</span>
+<span class="sd">    lat/lon data for a grid immediately or wait until it is needed. This is</span>
+<span class="sd">    provided as a performance tuning hint and should not affect the way the</span>
+<span class="sd">    Data Access Framework is used. Depending on the internal implementation of</span>
+<span class="sd">    the Data Access Framework this hint might be ignored. Examples of when this</span>
+<span class="sd">    should be set to True are when the lat/lon information is not used or when</span>
+<span class="sd">    it is used only if certain conditions within the data are met. It could be</span>
+<span class="sd">    set to False if it is guaranteed that all lat/lon information is needed and</span>
+<span class="sd">    it would be better to get any performance overhead for generating the</span>
+<span class="sd">    lat/lon data out of the way during the initial request.</span>
+
+
+<span class="sd">    Args:</span>
+<span class="sd">            lazyLoadGridLatLon: Boolean value indicating whether to lazy load.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">try</span><span class="p">:</span>
+        <span class="n">router</span><span class="o">.</span><span class="n">setLazyLoadGridLatLon</span><span class="p">(</span><span class="n">lazyLoadGridLatLon</span><span class="p">)</span>
+    <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
+        <span class="c1"># The router is not required to support this capability.</span>
+        <span class="k">pass</span></div>
+</pre></div>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a>
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diff --git a/_modules/awips/dataaccess/ModelSounding.html b/_modules/awips/dataaccess/ModelSounding.html
new file mode 100644
index 0000000..a922f39
--- /dev/null
+++ b/_modules/awips/dataaccess/ModelSounding.html
@@ -0,0 +1,440 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+<li class="toctree-l1"><a class="reference internal" href="../../../datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../dev.html">Development Guide</a></li>
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+          <li><a href="../../index.html">Module code</a> &raquo;</li>
+        
+          <li><a href="../dataaccess.html">awips.dataaccess</a> &raquo;</li>
+        
+      <li>awips.dataaccess.ModelSounding</li>
+    
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+      <li class="wy-breadcrumbs-aside">
+        
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+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.ModelSounding</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Classes for retrieving soundings based on gridded data from the Data Access</span>
+<span class="c1"># Framework</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    06/24/15         #4480        dgilling       Initial Creation.</span>
+<span class="c1">#</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">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.level</span> <span class="kn">import</span> <span class="n">Level</span>
+<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Point</span>
+
+
+<div class="viewcode-block" id="getSounding"><a class="viewcode-back" href="../../../api/ModelSounding.html#awips.dataaccess.ModelSounding.getSounding">[docs]</a><span class="k">def</span> <span class="nf">getSounding</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">weatherElements</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">samplePoint</span><span class="p">,</span> <span class="n">timeRange</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Performs a series of Data Access Framework requests to retrieve a sounding object</span>
+<span class="sd">    based on the specified request parameters.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        modelName: the grid model datasetid to use as the basis of the sounding.</span>
+<span class="sd">        weatherElements: a list of parameters to return in the sounding.</span>
+<span class="sd">        levels: a list of levels to sample the given weather elements at</span>
+<span class="sd">        samplePoint: a lat/lon pair to perform the sampling of data at.</span>
+<span class="sd">        timeRange: (optional) a list of times, or a TimeRange to specify</span>
+<span class="sd">        which forecast hours to use. If not specified, will default to all forecast hours.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A _SoundingCube instance, which acts a 3-tiered dictionary, keyed</span>
+<span class="sd">        by DataTime, then by level and finally by weather element. If no</span>
+<span class="sd">        data is available for the given request parameters, None is returned.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="p">(</span><span class="n">locationNames</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">envelope</span><span class="p">,</span> <span class="n">timeRange</span><span class="p">)</span> <span class="o">=</span> \
+        <span class="n">__sanitizeInputs</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">weatherElements</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">samplePoint</span><span class="p">,</span> <span class="n">timeRange</span><span class="p">)</span>
+
+    <span class="n">requestArgs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;datatype&#39;</span><span class="p">:</span> <span class="s1">&#39;grid&#39;</span><span class="p">,</span> <span class="s1">&#39;locationNames&#39;</span><span class="p">:</span> <span class="n">locationNames</span><span class="p">,</span>
+                   <span class="s1">&#39;parameters&#39;</span><span class="p">:</span> <span class="n">parameters</span><span class="p">,</span> <span class="s1">&#39;levels&#39;</span><span class="p">:</span> <span class="n">levels</span><span class="p">,</span> <span class="s1">&#39;envelope&#39;</span><span class="p">:</span> <span class="n">envelope</span><span class="p">}</span>
+
+    <span class="n">req</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="o">**</span><span class="n">requestArgs</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">req</span><span class="p">,</span> <span class="n">timeRange</span><span class="p">)</span>
+    <span class="n">soundingObject</span> <span class="o">=</span> <span class="n">_SoundingCube</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">soundingObject</span></div>
+
+
+<div class="viewcode-block" id="changeEDEXHost"><a class="viewcode-back" href="../../../api/ModelSounding.html#awips.dataaccess.ModelSounding.changeEDEXHost">[docs]</a><span class="k">def</span> <span class="nf">changeEDEXHost</span><span class="p">(</span><span class="n">host</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Changes the EDEX host the Data Access Framework is communicating with.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">            host: the EDEX host to connect to</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="n">host</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="nb">str</span><span class="p">(</span><span class="n">host</span><span class="p">))</span></div>
+
+
+<span class="k">def</span> <span class="nf">__sanitizeInputs</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">weatherElements</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">samplePoint</span><span class="p">,</span> <span class="n">timeRange</span><span class="p">):</span>
+    <span class="n">locationNames</span> <span class="o">=</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">modelName</span><span class="p">)]</span>
+    <span class="n">parameters</span> <span class="o">=</span> <span class="n">__buildStringList</span><span class="p">(</span><span class="n">weatherElements</span><span class="p">)</span>
+    <span class="n">levels</span> <span class="o">=</span> <span class="n">__buildStringList</span><span class="p">(</span><span class="n">levels</span><span class="p">)</span>
+    <span class="n">envelope</span> <span class="o">=</span> <span class="n">Point</span><span class="p">(</span><span class="n">samplePoint</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">locationNames</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">envelope</span><span class="p">,</span> <span class="n">timeRange</span>
+
+
+<span class="k">def</span> <span class="nf">__buildStringList</span><span class="p">(</span><span class="n">param</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">__notStringIter</span><span class="p">(</span><span class="n">param</span><span class="p">):</span>
+        <span class="k">return</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">param</span><span class="p">]</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">param</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">__notStringIter</span><span class="p">(</span><span class="n">iterable</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">iterable</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="nb">iter</span><span class="p">(</span><span class="n">iterable</span><span class="p">)</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+
+
+<span class="k">class</span> <span class="nc">_SoundingCube</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The top-level sounding object returned when calling ModelSounding.getSounding.</span>
+
+<span class="sd">    This object acts as a 3-tiered dict which is keyed by time then level</span>
+<span class="sd">    then parameter name. Calling times() will return all valid keys into this</span>
+<span class="sd">    object.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">geometryDataObjects</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sortedTimes</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">geometryDataObjects</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">geometryData</span> <span class="ow">in</span> <span class="n">geometryDataObjects</span><span class="p">:</span>
+                <span class="n">dataTime</span> <span class="o">=</span> <span class="n">geometryData</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span>
+                <span class="n">level</span> <span class="o">=</span> <span class="n">geometryData</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">parameter</span> <span class="ow">in</span> <span class="n">geometryData</span><span class="o">.</span><span class="n">getParameters</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__addItem</span><span class="p">(</span><span class="n">parameter</span><span class="p">,</span> <span class="n">dataTime</span><span class="p">,</span> <span class="n">level</span><span class="p">,</span> <span class="n">geometryData</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="n">parameter</span><span class="p">))</span>
+
+    <span class="k">def</span> <span class="nf">__addItem</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameter</span><span class="p">,</span> <span class="n">dataTime</span><span class="p">,</span> <span class="n">level</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+        <span class="n">timeLayer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">dataTime</span><span class="p">,</span> <span class="n">_SoundingTimeLayer</span><span class="p">(</span><span class="n">dataTime</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">dataTime</span><span class="p">]</span> <span class="o">=</span> <span class="n">timeLayer</span>
+        <span class="n">timeLayer</span><span class="o">.</span><span class="n">_addItem</span><span class="p">(</span><span class="n">parameter</span><span class="p">,</span> <span class="n">level</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">dataTime</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sortedTimes</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_sortedTimes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dataTime</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_sortedTimes</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">times</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the valid times for this sounding.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A list containing the valid DataTimes for this sounding in order.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sortedTimes</span>
+
+
+<span class="k">class</span> <span class="nc">_SoundingTimeLayer</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The second-level sounding object returned when calling ModelSounding.getSounding.</span>
+
+<span class="sd">    This object acts as a 2-tiered dict which is keyed by level then parameter</span>
+<span class="sd">    name. Calling levels() will return all valid keys into this</span>
+<span class="sd">    object. Calling time() will return the DataTime for this particular layer.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataTime</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataTime</span> <span class="o">=</span> <span class="n">dataTime</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_addItem</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameter</span><span class="p">,</span> <span class="n">level</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+        <span class="n">asString</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">level</span><span class="p">)</span>
+        <span class="n">levelLayer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">asString</span><span class="p">,</span> <span class="n">_SoundingTimeAndLevelLayer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataTime</span><span class="p">,</span> <span class="n">asString</span><span class="p">))</span>
+        <span class="n">levelLayer</span><span class="o">.</span><span class="n">_addItem</span><span class="p">(</span><span class="n">parameter</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">asString</span><span class="p">]</span> <span class="o">=</span> <span class="n">levelLayer</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">):</span>
+        <span class="n">asString</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">asString</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">asString</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="s2">&quot;Level &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; is not a valid level for this sounding.&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">time</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the DataTime for this sounding cube layer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The DataTime for this sounding layer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataTime</span>
+
+    <span class="k">def</span> <span class="nf">levels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the valid levels for this sounding.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A list containing the valid levels for this sounding in order of</span>
+<span class="sd">            closest to surface to highest from surface.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">sortedLevels</span> <span class="o">=</span> <span class="p">[</span><span class="n">Level</span><span class="p">(</span><span class="n">level</span><span class="p">)</span> <span class="k">for</span> <span class="n">level</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataDict</span><span class="o">.</span><span class="n">keys</span><span class="p">())]</span>
+        <span class="n">sortedLevels</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">return</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">level</span><span class="p">)</span> <span class="k">for</span> <span class="n">level</span> <span class="ow">in</span> <span class="n">sortedLevels</span><span class="p">]</span>
+
+
+<span class="k">class</span> <span class="nc">_SoundingTimeAndLevelLayer</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The bottom-level sounding object returned when calling ModelSounding.getSounding.</span>
+
+<span class="sd">    This object acts as a dict which is keyed by parameter name. Calling</span>
+<span class="sd">    parameters() will return all valid keys into this object. Calling time()</span>
+<span class="sd">    will return the DataTime for this particular layer. Calling level() will</span>
+<span class="sd">    return the level for this layer.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">time</span><span class="p">,</span> <span class="n">level</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_time</span> <span class="o">=</span> <span class="n">time</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_level</span> <span class="o">=</span> <span class="n">level</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_parameters</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_addItem</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameter</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_parameters</span><span class="p">[</span><span class="n">parameter</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_parameters</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_parameters</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">level</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the level for this sounding cube layer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The level for this sounding layer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_level</span>
+
+    <span class="k">def</span> <span class="nf">parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the valid parameters for this sounding.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A list containing the valid parameter names.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_parameters</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+    <span class="k">def</span> <span class="nf">time</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the DataTime for this sounding cube layer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The DataTime for this sounding layer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_time</span>
+</pre></div>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
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+
+    </p>
+  </div>
+    
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+    
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+    
+    <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a>
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diff --git a/_modules/awips/dataaccess/PyData.html b/_modules/awips/dataaccess/PyData.html
new file mode 100644
index 0000000..c6f8470
--- /dev/null
+++ b/_modules/awips/dataaccess/PyData.html
@@ -0,0 +1,253 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+  
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+<li class="toctree-l1"><a class="reference internal" href="../../../datatypes.html">Available Data Types</a></li>
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+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="../../../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+          <li><a href="../../index.html">Module code</a> &raquo;</li>
+        
+          <li><a href="../dataaccess.html">awips.dataaccess</a> &raquo;</li>
+        
+      <li>awips.dataaccess.PyData</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.PyData</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Implements IData for use by native Python clients to the Data Access</span>
+<span class="c1"># Framework.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    06/03/13                      dgilling      Initial Creation.</span>
+<span class="c1">#    10/05/18                      mjames@ucar   Encode/decode attribute names.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">IData</span>
+<span class="kn">import</span> <span class="nn">six</span>
+
+
+<div class="viewcode-block" id="PyData"><a class="viewcode-back" href="../../../api/PyData.html#awips.dataaccess.PyData.PyData">[docs]</a><span class="k">class</span> <span class="nc">PyData</span><span class="p">(</span><span class="n">IData</span><span class="p">):</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataRecord</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__time</span> <span class="o">=</span> <span class="n">dataRecord</span><span class="o">.</span><span class="n">getTime</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__level</span> <span class="o">=</span> <span class="n">dataRecord</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__locationName</span> <span class="o">=</span> <span class="n">dataRecord</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__attributes</span> <span class="o">=</span> <span class="n">dataRecord</span><span class="o">.</span><span class="n">getAttributes</span><span class="p">()</span>
+
+<div class="viewcode-block" id="PyData.getAttribute"><a class="viewcode-back" href="../../../api/PyData.html#awips.dataaccess.PyData.PyData.getAttribute">[docs]</a>    <span class="k">def</span> <span class="nf">getAttribute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__attributes</span><span class="p">[</span><span class="n">key</span><span class="p">]</span></div>
+
+<div class="viewcode-block" id="PyData.getAttributes"><a class="viewcode-back" href="../../../api/PyData.html#awips.dataaccess.PyData.PyData.getAttributes">[docs]</a>    <span class="k">def</span> <span class="nf">getAttributes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__attributes</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span></div>
+
+<div class="viewcode-block" id="PyData.getDataTime"><a class="viewcode-back" href="../../../api/PyData.html#awips.dataaccess.PyData.PyData.getDataTime">[docs]</a>    <span class="k">def</span> <span class="nf">getDataTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__time</span></div>
+
+<div class="viewcode-block" id="PyData.getLevel"><a class="viewcode-back" href="../../../api/PyData.html#awips.dataaccess.PyData.PyData.getLevel">[docs]</a>    <span class="k">def</span> <span class="nf">getLevel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__level</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__level</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__level</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__level</span></div>
+
+<div class="viewcode-block" id="PyData.getLocationName"><a class="viewcode-back" href="../../../api/PyData.html#awips.dataaccess.PyData.PyData.getLocationName">[docs]</a>    <span class="k">def</span> <span class="nf">getLocationName</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__locationName</span></div></div>
+</pre></div>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a>
+    
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+
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diff --git a/_modules/awips/dataaccess/PyGeometryData.html b/_modules/awips/dataaccess/PyGeometryData.html
new file mode 100644
index 0000000..1e5805a
--- /dev/null
+++ b/_modules/awips/dataaccess/PyGeometryData.html
@@ -0,0 +1,290 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>awips.dataaccess.PyGeometryData &mdash; python-awips  documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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+<li class="toctree-l1"><a class="reference internal" href="../../../examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../dev.html">Development Guide</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../about.html">About Unidata AWIPS</a></li>
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+          <a href="../../../index.html">python-awips</a>
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+      <div class="wy-nav-content">
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+          <li><a href="../../index.html">Module code</a> &raquo;</li>
+        
+          <li><a href="../dataaccess.html">awips.dataaccess</a> &raquo;</li>
+        
+      <li>awips.dataaccess.PyGeometryData</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.PyGeometryData</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Implements IGeometryData for use by native Python clients to the Data Access</span>
+<span class="c1"># Framework.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    06/03/13                      dgilling       Initial Creation.</span>
+<span class="c1">#    01/06/14        2537          bsteffen       Share geometry WKT.</span>
+<span class="c1">#    03/19/14        2882          dgilling       Raise an exception when getNumber()</span>
+<span class="c1">#                                                 is called for data that is not a</span>
+<span class="c1">#                                                 numeric Type.</span>
+<span class="c1">#    06/09/16        5574          mapeters       Handle &#39;SHORT&#39; type in getNumber().</span>
+<span class="c1">#    10/05/18                      mjames@ucar    Encode/decode string, number val, and type</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">IGeometryData</span>
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">PyData</span>
+<span class="kn">import</span> <span class="nn">six</span>
+
+
+<div class="viewcode-block" id="PyGeometryData"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData">[docs]</a><span class="k">class</span> <span class="nc">PyGeometryData</span><span class="p">(</span><span class="n">IGeometryData</span><span class="p">,</span> <span class="n">PyData</span><span class="o">.</span><span class="n">PyData</span><span class="p">):</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">geoDataRecord</span><span class="p">,</span> <span class="n">geometry</span><span class="p">):</span>
+        <span class="n">PyData</span><span class="o">.</span><span class="n">PyData</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">geoDataRecord</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__geometry</span> <span class="o">=</span> <span class="n">geometry</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">tempDataMap</span> <span class="o">=</span> <span class="n">geoDataRecord</span><span class="o">.</span><span class="n">getDataMap</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">tempDataMap</span><span class="o">.</span><span class="n">items</span><span class="p">()):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">value</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">value</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+
+<div class="viewcode-block" id="PyGeometryData.getGeometry"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getGeometry">[docs]</a>    <span class="k">def</span> <span class="nf">getGeometry</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__geometry</span></div>
+
+<div class="viewcode-block" id="PyGeometryData.getParameters"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getParameters">[docs]</a>    <span class="k">def</span> <span class="nf">getParameters</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="o">.</span><span class="n">keys</span><span class="p">())]</span></div>
+
+<div class="viewcode-block" id="PyGeometryData.getString"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getString">[docs]</a>    <span class="k">def</span> <span class="nf">getString</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">bytes</span><span class="p">):</span>
+            <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">value</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
+        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="PyGeometryData.getNumber"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getNumber">[docs]</a>    <span class="k">def</span> <span class="nf">getNumber</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="n">t</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getType</span><span class="p">(</span><span class="n">param</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</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="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;INT&#39;</span> <span class="ow">or</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;SHORT&#39;</span> <span class="ow">or</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;LONG&#39;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;FLOAT&#39;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;DOUBLE&#39;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Data for parameter &quot;</span> <span class="o">+</span> <span class="n">param</span> <span class="o">+</span> <span class="s2">&quot; is not a numeric type.&quot;</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="PyGeometryData.getUnit"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getUnit">[docs]</a>    <span class="k">def</span> <span class="nf">getUnit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+        <span class="n">unit</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)][</span><span class="mi">2</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">unit</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">unit</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">unit</span></div>
+
+<div class="viewcode-block" id="PyGeometryData.getType"><a class="viewcode-back" href="../../../api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getType">[docs]</a>    <span class="k">def</span> <span class="nf">getType</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+        <span class="n">datatype</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataMap</span><span class="p">[</span><span class="n">param</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)][</span><span class="mi">1</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">datatype</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">datatype</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">datatype</span></div></div>
+</pre></div>
+
+           </div>
+           
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diff --git a/_modules/awips/dataaccess/PyGridData.html b/_modules/awips/dataaccess/PyGridData.html
new file mode 100644
index 0000000..63b276a
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+++ b/_modules/awips/dataaccess/PyGridData.html
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+
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+          <li><a href="../../index.html">Module code</a> &raquo;</li>
+        
+          <li><a href="../dataaccess.html">awips.dataaccess</a> &raquo;</li>
+        
+      <li>awips.dataaccess.PyGridData</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+      </li>
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+  </ul>
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+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.PyGridData</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Implements IGridData for use by native Python clients to the Data Access</span>
+<span class="c1"># Framework.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    06/03/13         #2023        dgilling      Initial Creation.</span>
+<span class="c1">#    10/13/16         #5916        bsteffen      Correct grid shape, allow lat/lon</span>
+<span class="c1">#    11/10/16         #5900        bsteffen      Correct grid shape</span>
+<span class="c1">#                                                to be requested by a delegate</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+<span class="kn">import</span> <span class="nn">six</span>
+
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">IGridData</span>
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">PyData</span>
+
+<span class="n">NO_UNIT_CONVERT_WARNING</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">The ability to unit convert grid data is not currently available in this version of the Data Access Framework.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<div class="viewcode-block" id="PyGridData"><a class="viewcode-back" href="../../../api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData">[docs]</a><span class="k">class</span> <span class="nc">PyGridData</span><span class="p">(</span><span class="n">IGridData</span><span class="p">,</span> <span class="n">PyData</span><span class="o">.</span><span class="n">PyData</span><span class="p">):</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">gridDataRecord</span><span class="p">,</span> <span class="n">nx</span><span class="p">,</span> <span class="n">ny</span><span class="p">,</span> <span class="n">latLonGrid</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">latLonDelegate</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="n">PyData</span><span class="o">.</span><span class="n">PyData</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">gridDataRecord</span><span class="p">)</span>
+        <span class="n">nx</span> <span class="o">=</span> <span class="n">nx</span>
+        <span class="n">ny</span> <span class="o">=</span> <span class="n">ny</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__parameter</span> <span class="o">=</span> <span class="n">gridDataRecord</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__unit</span> <span class="o">=</span> <span class="n">gridDataRecord</span><span class="o">.</span><span class="n">getUnit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__gridData</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gridDataRecord</span><span class="o">.</span><span class="n">getGridData</span><span class="p">()),</span> <span class="p">(</span><span class="n">ny</span><span class="p">,</span> <span class="n">nx</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__latLonGrid</span> <span class="o">=</span> <span class="n">latLonGrid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__latLonDelegate</span> <span class="o">=</span> <span class="n">latLonDelegate</span>
+
+<div class="viewcode-block" id="PyGridData.getParameter"><a class="viewcode-back" href="../../../api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getParameter">[docs]</a>    <span class="k">def</span> <span class="nf">getParameter</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__parameter</span></div>
+
+<div class="viewcode-block" id="PyGridData.getUnit"><a class="viewcode-back" href="../../../api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getUnit">[docs]</a>    <span class="k">def</span> <span class="nf">getUnit</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__unit</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__unit</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__unit</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__unit</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__unit</span></div>
+
+<div class="viewcode-block" id="PyGridData.getRawData"><a class="viewcode-back" href="../../../api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getRawData">[docs]</a>    <span class="k">def</span> <span class="nf">getRawData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">unit</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="c1"># TODO: Find a proper python library that deals will with numpy and</span>
+        <span class="c1"># javax.measure style unit strings and hook it in to this method to</span>
+        <span class="c1"># allow end-users to perform unit conversion for grid data.</span>
+        <span class="k">if</span> <span class="n">unit</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="n">NO_UNIT_CONVERT_WARNING</span><span class="p">,</span> <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__gridData</span></div>
+
+<div class="viewcode-block" id="PyGridData.getLatLonCoords"><a class="viewcode-back" href="../../../api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getLatLonCoords">[docs]</a>    <span class="k">def</span> <span class="nf">getLatLonCoords</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__latLonGrid</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__latLonGrid</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">__latLonDelegate</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__latLonDelegate</span><span class="p">()</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__latLonGrid</span></div></div>
+</pre></div>
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diff --git a/_modules/awips/dataaccess/ThriftClientRouter.html b/_modules/awips/dataaccess/ThriftClientRouter.html
new file mode 100644
index 0000000..6ee14bd
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+        
+          <li><a href="../dataaccess.html">awips.dataaccess</a> &raquo;</li>
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+      <li>awips.dataaccess.ThriftClientRouter</li>
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+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.dataaccess.ThriftClientRouter</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Routes requests to the Data Access Framework through Python Thrift.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#    SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    05/21/13        2023          dgilling       Initial Creation.</span>
+<span class="c1">#    01/06/14        2537          bsteffen       Share geometry WKT.</span>
+<span class="c1">#    03/03/14        2673          bsteffen       Add ability to query only ref times.</span>
+<span class="c1">#    07/22/14        3185          njensen        Added optional/default args to newDataRequest</span>
+<span class="c1">#    07/23/14        3185          njensen        Added new methods</span>
+<span class="c1">#    07/30/14        3185          njensen        Renamed valid identifiers to optional</span>
+<span class="c1">#    06/30/15        4569          nabowle        Use hex WKB for geometries.</span>
+<span class="c1">#    04/13/15        5379          tgurney        Add getIdentifierValues()</span>
+<span class="c1">#    06/01/16        5587          tgurney        Add new signatures for</span>
+<span class="c1">#                                                 getRequiredIdentifiers() and</span>
+<span class="c1">#                                                 getOptionalIdentifiers()</span>
+<span class="c1">#    08/01/16        2416          tgurney        Add getNotificationFilter()</span>
+<span class="c1">#    10/13/16        5916          bsteffen       Correct grid shape, allow lazy grid lat/lon</span>
+<span class="c1">#    10/26/16        5919          njensen        Speed up geometry creation in getGeometryData()</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span>
+<span class="kn">import</span> <span class="nn">six</span>
+<span class="kn">import</span> <span class="nn">shapely.wkb</span>
+
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.impl</span> <span class="kn">import</span> <span class="n">DefaultDataRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetAvailableLocationNamesRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetAvailableTimesRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetGeometryDataRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetGridDataRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetGridLatLonRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetAvailableParametersRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetAvailableLevelsRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetRequiredIdentifiersRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetOptionalIdentifiersRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetIdentifierValuesRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetSupportedDatatypesRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataaccess.request</span> <span class="kn">import</span> <span class="n">GetNotificationFilterRequest</span>
+
+<span class="kn">from</span> <span class="nn">awips</span> <span class="kn">import</span> <span class="n">ThriftClient</span>
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">PyGeometryData</span>
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">PyGridData</span>
+
+
+<div class="viewcode-block" id="LazyGridLatLon"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.LazyGridLatLon">[docs]</a><span class="k">class</span> <span class="nc">LazyGridLatLon</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">,</span> <span class="n">nx</span><span class="p">,</span> <span class="n">ny</span><span class="p">,</span> <span class="n">envelope</span><span class="p">,</span> <span class="n">crsWkt</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_latLonGrid</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_client</span> <span class="o">=</span> <span class="n">client</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_request</span> <span class="o">=</span> <span class="n">GetGridLatLonRequest</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_request</span><span class="o">.</span><span class="n">setNx</span><span class="p">(</span><span class="n">nx</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_request</span><span class="o">.</span><span class="n">setNy</span><span class="p">(</span><span class="n">ny</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_request</span><span class="o">.</span><span class="n">setEnvelope</span><span class="p">(</span><span class="n">envelope</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_request</span><span class="o">.</span><span class="n">setCrsWkt</span><span class="p">(</span><span class="n">crsWkt</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="c1"># Its important that the data is cached internally so that if multiple</span>
+        <span class="c1"># GridData are sharing the same delegate then they can also share a</span>
+        <span class="c1"># single request for the LatLon information.</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_latLonGrid</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_request</span><span class="p">)</span>
+            <span class="n">nx</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">getNx</span><span class="p">()</span>
+            <span class="n">ny</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">getNy</span><span class="p">()</span>
+            <span class="n">latData</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">getLats</span><span class="p">()),</span> <span class="p">(</span><span class="n">ny</span><span class="p">,</span> <span class="n">nx</span><span class="p">))</span>
+            <span class="n">lonData</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">getLons</span><span class="p">()),</span> <span class="p">(</span><span class="n">ny</span><span class="p">,</span> <span class="n">nx</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_latLonGrid</span> <span class="o">=</span> <span class="p">(</span><span class="n">lonData</span><span class="p">,</span> <span class="n">latData</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_latLonGrid</span></div>
+
+
+<div class="viewcode-block" id="ThriftClientRouter"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter">[docs]</a><span class="k">class</span> <span class="nc">ThriftClientRouter</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">host</span><span class="o">=</span><span class="s1">&#39;localhost&#39;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_client</span> <span class="o">=</span> <span class="n">ThriftClient</span><span class="o">.</span><span class="n">ThriftClient</span><span class="p">(</span><span class="n">host</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lazyLoadGridLatLon</span> <span class="o">=</span> <span class="kc">False</span>
+
+<div class="viewcode-block" id="ThriftClientRouter.setLazyLoadGridLatLon"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.setLazyLoadGridLatLon">[docs]</a>    <span class="k">def</span> <span class="nf">setLazyLoadGridLatLon</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lazyLoadGridLatLon</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lazyLoadGridLatLon</span> <span class="o">=</span> <span class="n">lazyLoadGridLatLon</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getAvailableTimes"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableTimes">[docs]</a>    <span class="k">def</span> <span class="nf">getAvailableTimes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">refTimeOnly</span><span class="p">):</span>
+        <span class="n">timesRequest</span> <span class="o">=</span> <span class="n">GetAvailableTimesRequest</span><span class="p">()</span>
+        <span class="n">timesRequest</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">timesRequest</span><span class="o">.</span><span class="n">setRefTimeOnly</span><span class="p">(</span><span class="n">refTimeOnly</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">timesRequest</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getGridData"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGridData">[docs]</a>    <span class="k">def</span> <span class="nf">getGridData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">times</span><span class="p">):</span>
+        <span class="n">gridDataRequest</span> <span class="o">=</span> <span class="n">GetGridDataRequest</span><span class="p">()</span>
+        <span class="n">gridDataRequest</span><span class="o">.</span><span class="n">setIncludeLatLonData</span><span class="p">(</span><span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lazyLoadGridLatLon</span><span class="p">)</span>
+        <span class="n">gridDataRequest</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="c1"># if we have an iterable times instance, then the user must have asked</span>
+        <span class="c1"># for grid data with the List of DataTime objects</span>
+        <span class="c1"># else, we assume it was a single TimeRange that was meant for the</span>
+        <span class="c1"># request</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="nb">iter</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+            <span class="n">gridDataRequest</span><span class="o">.</span><span class="n">setRequestedTimes</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+            <span class="n">gridDataRequest</span><span class="o">.</span><span class="n">setRequestedPeriod</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">gridDataRequest</span><span class="p">)</span>
+
+        <span class="n">locSpecificData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">locNames</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">getSiteNxValues</span><span class="p">()</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">for</span> <span class="n">location</span> <span class="ow">in</span> <span class="n">locNames</span><span class="p">:</span>
+            <span class="n">nx</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">getSiteNxValues</span><span class="p">()[</span><span class="n">location</span><span class="p">]</span>
+            <span class="n">ny</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">getSiteNyValues</span><span class="p">()[</span><span class="n">location</span><span class="p">]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lazyLoadGridLatLon</span><span class="p">:</span>
+                <span class="n">envelope</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">getSiteEnvelopes</span><span class="p">()[</span><span class="n">location</span><span class="p">]</span>
+                <span class="n">crsWkt</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">getSiteCrsWkt</span><span class="p">()[</span><span class="n">location</span><span class="p">]</span>
+                <span class="n">delegate</span> <span class="o">=</span> <span class="n">LazyGridLatLon</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="p">,</span> <span class="n">nx</span><span class="p">,</span> <span class="n">ny</span><span class="p">,</span> <span class="n">envelope</span><span class="p">,</span> <span class="n">crsWkt</span><span class="p">)</span>
+                <span class="n">locSpecificData</span><span class="p">[</span><span class="n">location</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">nx</span><span class="p">,</span> <span class="n">ny</span><span class="p">,</span> <span class="n">delegate</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">latData</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">(</span>
+                    <span class="n">response</span><span class="o">.</span><span class="n">getSiteLatGrids</span><span class="p">()[</span><span class="n">location</span><span class="p">]),</span> <span class="p">(</span><span class="n">ny</span><span class="p">,</span> <span class="n">nx</span><span class="p">))</span>
+                <span class="n">lonData</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">(</span>
+                    <span class="n">response</span><span class="o">.</span><span class="n">getSiteLonGrids</span><span class="p">()[</span><span class="n">location</span><span class="p">]),</span> <span class="p">(</span><span class="n">ny</span><span class="p">,</span> <span class="n">nx</span><span class="p">))</span>
+                <span class="n">locSpecificData</span><span class="p">[</span><span class="n">location</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">nx</span><span class="p">,</span> <span class="n">ny</span><span class="p">,</span> <span class="p">(</span><span class="n">lonData</span><span class="p">,</span> <span class="n">latData</span><span class="p">))</span>
+        <span class="n">retVal</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">gridDataRecord</span> <span class="ow">in</span> <span class="n">response</span><span class="o">.</span><span class="n">getGridData</span><span class="p">():</span>
+            <span class="n">locationName</span> <span class="o">=</span> <span class="n">gridDataRecord</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">locationName</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+                    <span class="n">locData</span> <span class="o">=</span> <span class="n">locSpecificData</span><span class="p">[</span><span class="n">locationName</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">locData</span> <span class="o">=</span> <span class="n">locSpecificData</span><span class="p">[</span><span class="n">locationName</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">locData</span> <span class="o">=</span> <span class="n">locSpecificData</span><span class="p">[</span><span class="n">locationName</span><span class="p">]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lazyLoadGridLatLon</span><span class="p">:</span>
+                <span class="n">retVal</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">PyGridData</span><span class="o">.</span><span class="n">PyGridData</span><span class="p">(</span><span class="n">gridDataRecord</span><span class="p">,</span> <span class="n">locData</span><span class="p">[</span>
+                              <span class="mi">0</span><span class="p">],</span> <span class="n">locData</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">latLonDelegate</span><span class="o">=</span><span class="n">locData</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">retVal</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">PyGridData</span><span class="o">.</span><span class="n">PyGridData</span><span class="p">(</span>
+                    <span class="n">gridDataRecord</span><span class="p">,</span> <span class="n">locData</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">locData</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">locData</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
+        <span class="k">return</span> <span class="n">retVal</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getGeometryData"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGeometryData">[docs]</a>    <span class="k">def</span> <span class="nf">getGeometryData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">times</span><span class="p">):</span>
+        <span class="n">geoDataRequest</span> <span class="o">=</span> <span class="n">GetGeometryDataRequest</span><span class="p">()</span>
+        <span class="n">geoDataRequest</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="c1"># if we have an iterable times instance, then the user must have asked</span>
+        <span class="c1"># for geometry data with the List of DataTime objects</span>
+        <span class="c1"># else, we assume it was a single TimeRange that was meant for the</span>
+        <span class="c1"># request</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="nb">iter</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+            <span class="n">geoDataRequest</span><span class="o">.</span><span class="n">setRequestedTimes</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+            <span class="n">geoDataRequest</span><span class="o">.</span><span class="n">setRequestedPeriod</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">geoDataRequest</span><span class="p">)</span>
+        <span class="n">geometries</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">wkb</span> <span class="ow">in</span> <span class="n">response</span><span class="o">.</span><span class="n">getGeometryWKBs</span><span class="p">():</span>
+            <span class="c1"># the wkb is a numpy.ndarray of dtype int8</span>
+            <span class="c1"># convert the bytearray to a byte string and load it</span>
+            <span class="n">geometries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">shapely</span><span class="o">.</span><span class="n">wkb</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">wkb</span><span class="o">.</span><span class="n">tostring</span><span class="p">()))</span>
+
+        <span class="n">retVal</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">geoDataRecord</span> <span class="ow">in</span> <span class="n">response</span><span class="o">.</span><span class="n">getGeoData</span><span class="p">():</span>
+            <span class="n">geom</span> <span class="o">=</span> <span class="n">geometries</span><span class="p">[</span><span class="n">geoDataRecord</span><span class="o">.</span><span class="n">getGeometryWKBindex</span><span class="p">()]</span>
+            <span class="n">retVal</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">PyGeometryData</span><span class="o">.</span><span class="n">PyGeometryData</span><span class="p">(</span><span class="n">geoDataRecord</span><span class="p">,</span> <span class="n">geom</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">retVal</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getAvailableLocationNames"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLocationNames">[docs]</a>    <span class="k">def</span> <span class="nf">getAvailableLocationNames</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="n">locNamesRequest</span> <span class="o">=</span> <span class="n">GetAvailableLocationNamesRequest</span><span class="p">()</span>
+        <span class="n">locNamesRequest</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">locNamesRequest</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">response</span>
+        <span class="k">if</span> <span class="n">response</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">response</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getAvailableParameters"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableParameters">[docs]</a>    <span class="k">def</span> <span class="nf">getAvailableParameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="n">paramReq</span> <span class="o">=</span> <span class="n">GetAvailableParametersRequest</span><span class="p">()</span>
+        <span class="n">paramReq</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">paramReq</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">response</span>
+        <span class="k">if</span> <span class="n">response</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">response</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getAvailableLevels"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLevels">[docs]</a>    <span class="k">def</span> <span class="nf">getAvailableLevels</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="n">levelReq</span> <span class="o">=</span> <span class="n">GetAvailableLevelsRequest</span><span class="p">()</span>
+        <span class="n">levelReq</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">levelReq</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getRequiredIdentifiers"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getRequiredIdentifiers">[docs]</a>    <span class="k">def</span> <span class="nf">getRequiredIdentifiers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">request</span><span class="p">)</span> <span class="o">==</span> <span class="n">request</span><span class="p">:</span>
+            <span class="c1"># Handle old version getRequiredIdentifiers(str)</span>
+            <span class="n">request</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">idReq</span> <span class="o">=</span> <span class="n">GetRequiredIdentifiersRequest</span><span class="p">()</span>
+        <span class="n">idReq</span><span class="o">.</span><span class="n">setRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">idReq</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">response</span>
+        <span class="k">if</span> <span class="n">response</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">response</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getOptionalIdentifiers"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getOptionalIdentifiers">[docs]</a>    <span class="k">def</span> <span class="nf">getOptionalIdentifiers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">request</span><span class="p">)</span> <span class="o">==</span> <span class="n">request</span><span class="p">:</span>
+            <span class="c1"># Handle old version getOptionalIdentifiers(str)</span>
+            <span class="n">request</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">idReq</span> <span class="o">=</span> <span class="n">GetOptionalIdentifiersRequest</span><span class="p">()</span>
+        <span class="n">idReq</span><span class="o">.</span><span class="n">setRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">idReq</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">response</span>
+        <span class="k">if</span> <span class="n">response</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">response</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getIdentifierValues"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getIdentifierValues">[docs]</a>    <span class="k">def</span> <span class="nf">getIdentifierValues</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">identifierKey</span><span class="p">):</span>
+        <span class="n">idValReq</span> <span class="o">=</span> <span class="n">GetIdentifierValuesRequest</span><span class="p">()</span>
+        <span class="n">idValReq</span><span class="o">.</span><span class="n">setIdentifierKey</span><span class="p">(</span><span class="n">identifierKey</span><span class="p">)</span>
+        <span class="n">idValReq</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">idValReq</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">response</span>
+        <span class="k">if</span> <span class="n">response</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">response</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.newDataRequest"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.newDataRequest">[docs]</a>    <span class="k">def</span> <span class="nf">newDataRequest</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datatype</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="p">[],</span> <span class="n">levels</span><span class="o">=</span><span class="p">[],</span> <span class="n">locationNames</span><span class="o">=</span><span class="p">[],</span>
+                       <span class="n">envelope</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">req</span> <span class="o">=</span> <span class="n">DefaultDataRequest</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">datatype</span><span class="p">:</span>
+            <span class="n">req</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="n">datatype</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">parameters</span><span class="p">:</span>
+            <span class="n">req</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="o">*</span><span class="n">parameters</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">levels</span><span class="p">:</span>
+            <span class="n">req</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="o">*</span><span class="n">levels</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">locationNames</span><span class="p">:</span>
+            <span class="n">req</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="o">*</span><span class="n">locationNames</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">envelope</span><span class="p">:</span>
+            <span class="n">req</span><span class="o">.</span><span class="n">setEnvelope</span><span class="p">(</span><span class="n">envelope</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">kwargs</span><span class="p">:</span>
+            <span class="c1"># any args leftover are assumed to be identifiers</span>
+            <span class="n">req</span><span class="o">.</span><span class="n">identifiers</span> <span class="o">=</span> <span class="n">kwargs</span>
+        <span class="k">return</span> <span class="n">req</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getSupportedDatatypes"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getSupportedDatatypes">[docs]</a>    <span class="k">def</span> <span class="nf">getSupportedDatatypes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">GetSupportedDatatypesRequest</span><span class="p">())</span>
+        <span class="k">if</span> <span class="n">six</span><span class="o">.</span><span class="n">PY2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">response</span>
+        <span class="k">if</span> <span class="n">response</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">response</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">response</span></div>
+
+<div class="viewcode-block" id="ThriftClientRouter.getNotificationFilter"><a class="viewcode-back" href="../../../api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getNotificationFilter">[docs]</a>    <span class="k">def</span> <span class="nf">getNotificationFilter</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="n">notifReq</span> <span class="o">=</span> <span class="n">GetNotificationFilterRequest</span><span class="p">()</span>
+        <span class="n">notifReq</span><span class="o">.</span><span class="n">setRequestParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">notifReq</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">response</span></div></div>
+</pre></div>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a>
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diff --git a/_modules/awips/gfe/IFPClient.html b/_modules/awips/gfe/IFPClient.html
new file mode 100644
index 0000000..d3014e1
--- /dev/null
+++ b/_modules/awips/gfe/IFPClient.html
@@ -0,0 +1,359 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>awips.gfe.IFPClient &mdash; python-awips  documentation</title>
+  
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+  
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+  <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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+  <![endif]-->
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+        <div class="wy-side-nav-search" >
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+          
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+          
+            
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+              <div class="version">
+                18.1.7
+              </div>
+            
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+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
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+<li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">API Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../dev.html">Development Guide</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../gridparms.html">Grid Parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../about.html">About Unidata AWIPS</a></li>
+</ul>
+
+            
+          
+        </div>
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+          <a href="../../../index.html">python-awips</a>
+        
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+      <div class="wy-nav-content">
+        
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+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="../../../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+          <li><a href="../../index.html">Module code</a> &raquo;</li>
+        
+      <li>awips.gfe.IFPClient</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <h1>Source code for awips.gfe.IFPClient</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># Provides a Python-based interface for executing GFE requests.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     SOFTWARE HISTORY</span>
+<span class="c1">#</span>
+<span class="c1">#    Date            Ticket#       Engineer       Description</span>
+<span class="c1">#    ------------    ----------    -----------    --------------------------</span>
+<span class="c1">#    07/26/12                      dgilling       Initial Creation.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="kn">from</span> <span class="nn">awips</span> <span class="kn">import</span> <span class="n">ThriftClient</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.db.objects</span> <span class="kn">import</span> <span class="n">DatabaseID</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.db.objects</span> <span class="kn">import</span> <span class="n">ParmID</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.request</span> <span class="kn">import</span> <span class="n">CommitGridsRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.request</span> <span class="kn">import</span> <span class="n">GetGridInventoryRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.request</span> <span class="kn">import</span> <span class="n">GetParmListRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.request</span> <span class="kn">import</span> <span class="n">GetSelectTimeRangeRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.server.request</span> <span class="kn">import</span> <span class="n">CommitGridRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.message</span> <span class="kn">import</span> <span class="n">WsId</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.site.requests</span> <span class="kn">import</span> <span class="n">GetActiveSitesRequest</span>
+<span class="kn">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.gfe.server.message</span> <span class="kn">import</span> <span class="n">ServerResponse</span>
+
+
+<div class="viewcode-block" id="IFPClient"><a class="viewcode-back" href="../../../api/IFPClient.html#awips.gfe.IFPClient.IFPClient">[docs]</a><span class="k">class</span> <span class="nc">IFPClient</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">host</span><span class="p">,</span> <span class="n">port</span><span class="p">,</span> <span class="n">user</span><span class="p">,</span> <span class="n">site</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">progName</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__thrift</span> <span class="o">=</span> <span class="n">ThriftClient</span><span class="o">.</span><span class="n">ThriftClient</span><span class="p">(</span><span class="n">host</span><span class="p">,</span> <span class="n">port</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__wsId</span> <span class="o">=</span> <span class="n">WsId</span><span class="p">(</span><span class="n">userName</span><span class="o">=</span><span class="n">user</span><span class="p">,</span> <span class="n">progName</span><span class="o">=</span><span class="n">progName</span><span class="p">)</span>
+        <span class="c1"># retrieve default site</span>
+        <span class="k">if</span> <span class="n">site</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSiteID</span><span class="p">()</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">())</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">site</span> <span class="o">=</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__siteId</span> <span class="o">=</span> <span class="n">site</span>
+
+<div class="viewcode-block" id="IFPClient.commitGrid"><a class="viewcode-back" href="../../../api/IFPClient.html#awips.gfe.IFPClient.IFPClient.commitGrid">[docs]</a>    <span class="k">def</span> <span class="nf">commitGrid</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">CommitGridRequest</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__commitGrid</span><span class="p">([</span><span class="n">request</span><span class="p">])</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">__isHomogenousIterable</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">CommitGridRequest</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__commitGrid</span><span class="p">([</span><span class="n">cgr</span> <span class="k">for</span> <span class="n">cgr</span> <span class="ow">in</span> <span class="n">request</span><span class="p">])</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Invalid type: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">request</span><span class="p">))</span> <span class="o">+</span>
+                        <span class="s2">&quot; for commitGrid(). Only accepts CommitGridRequest or lists of CommitGridRequest.&quot;</span><span class="p">)</span></div>
+
+    <span class="k">def</span> <span class="nf">__commitGrid</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">requests</span><span class="p">):</span>
+        <span class="n">ssr</span> <span class="o">=</span> <span class="n">ServerResponse</span><span class="p">()</span>
+        <span class="n">request</span> <span class="o">=</span> <span class="n">CommitGridsRequest</span><span class="p">()</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setCommits</span><span class="p">(</span><span class="n">requests</span><span class="p">)</span>
+        <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__makeRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getMessages</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">ssr</span>
+
+<div class="viewcode-block" id="IFPClient.getParmList"><a class="viewcode-back" href="../../../api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getParmList">[docs]</a>    <span class="k">def</span> <span class="nf">getParmList</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pid</span><span class="p">):</span>
+        <span class="n">argType</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">pid</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">argType</span> <span class="ow">is</span> <span class="n">DatabaseID</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__getParmList</span><span class="p">([</span><span class="n">pid</span><span class="p">])</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">__isHomogenousIterable</span><span class="p">(</span><span class="n">pid</span><span class="p">,</span> <span class="n">DatabaseID</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__getParmList</span><span class="p">([</span><span class="n">dbid</span> <span class="k">for</span> <span class="n">dbid</span> <span class="ow">in</span> <span class="n">pid</span><span class="p">])</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Invalid type: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">argType</span><span class="p">)</span> <span class="o">+</span>
+                        <span class="s2">&quot; for getParmList(). Only accepts DatabaseID or lists of DatabaseID.&quot;</span><span class="p">)</span></div>
+
+    <span class="k">def</span> <span class="nf">__getParmList</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ids</span><span class="p">):</span>
+        <span class="n">ssr</span> <span class="o">=</span> <span class="n">ServerResponse</span><span class="p">()</span>
+        <span class="n">request</span> <span class="o">=</span> <span class="n">GetParmListRequest</span><span class="p">()</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setDbIds</span><span class="p">(</span><span class="n">ids</span><span class="p">)</span>
+        <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__makeRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getMessages</span><span class="p">())</span>
+        <span class="n">parmlist</span> <span class="o">=</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()</span> <span class="k">if</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">[]</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">parmlist</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">ssr</span>
+
+    <span class="k">def</span> <span class="nf">__isHomogenousIterable</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iterable</span><span class="p">,</span> <span class="n">classType</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">iterator</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">iterable</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">iterator</span><span class="p">:</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">classType</span><span class="p">):</span>
+                    <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="kc">True</span>
+
+<div class="viewcode-block" id="IFPClient.getGridInventory"><a class="viewcode-back" href="../../../api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getGridInventory">[docs]</a>    <span class="k">def</span> <span class="nf">getGridInventory</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parmID</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">parmID</span><span class="p">,</span> <span class="n">ParmID</span><span class="p">):</span>
+            <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__getGridInventory</span><span class="p">([</span><span class="n">parmID</span><span class="p">])</span>
+            <span class="n">inventoryList</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">inventoryList</span> <span class="o">=</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()[</span><span class="n">parmID</span><span class="p">]</span>
+            <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+                <span class="c1"># no-op, we&#39;ve already default the TimeRange list to empty</span>
+                <span class="k">pass</span>
+            <span class="n">sr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">inventoryList</span><span class="p">)</span>
+            <span class="k">return</span> <span class="n">sr</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">__isHomogenousIterable</span><span class="p">(</span><span class="n">parmID</span><span class="p">,</span> <span class="n">ParmID</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__getGridInventory</span><span class="p">([</span><span class="n">pid</span> <span class="k">for</span> <span class="n">pid</span> <span class="ow">in</span> <span class="n">parmID</span><span class="p">])</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Invalid type: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">parmID</span><span class="p">))</span> <span class="o">+</span>
+                        <span class="s2">&quot; specified to getGridInventory(). Accepts ParmID or lists of ParmID.&quot;</span><span class="p">)</span></div>
+
+    <span class="k">def</span> <span class="nf">__getGridInventory</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parmIDs</span><span class="p">):</span>
+        <span class="n">ssr</span> <span class="o">=</span> <span class="n">ServerResponse</span><span class="p">()</span>
+        <span class="n">request</span> <span class="o">=</span> <span class="n">GetGridInventoryRequest</span><span class="p">()</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setParmIds</span><span class="p">(</span><span class="n">parmIDs</span><span class="p">)</span>
+        <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__makeRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getMessages</span><span class="p">())</span>
+        <span class="n">trs</span> <span class="o">=</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()</span> <span class="k">if</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">{}</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">trs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">ssr</span>
+
+<div class="viewcode-block" id="IFPClient.getSelectTR"><a class="viewcode-back" href="../../../api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getSelectTR">[docs]</a>    <span class="k">def</span> <span class="nf">getSelectTR</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="n">request</span> <span class="o">=</span> <span class="n">GetSelectTimeRangeRequest</span><span class="p">()</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setName</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+        <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__makeRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">ssr</span> <span class="o">=</span> <span class="n">ServerResponse</span><span class="p">()</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getMessages</span><span class="p">())</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">ssr</span></div>
+
+<div class="viewcode-block" id="IFPClient.getSiteID"><a class="viewcode-back" href="../../../api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getSiteID">[docs]</a>    <span class="k">def</span> <span class="nf">getSiteID</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">ssr</span> <span class="o">=</span> <span class="n">ServerResponse</span><span class="p">()</span>
+        <span class="n">request</span> <span class="o">=</span> <span class="n">GetActiveSitesRequest</span><span class="p">()</span>
+        <span class="n">sr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__makeRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">ssr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">(</span><span class="n">sr</span><span class="o">.</span><span class="n">getMessages</span><span class="p">())</span>
+        <span class="n">ids</span> <span class="o">=</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()</span> <span class="k">if</span> <span class="n">sr</span><span class="o">.</span><span class="n">getPayload</span><span class="p">()</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">[]</span>
+        <span class="n">sr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">ids</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">sr</span></div>
+
+    <span class="k">def</span> <span class="nf">__makeRequest</span><span class="p">(</span><span class="bp">self</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">request</span><span class="o">.</span><span class="n">setSiteID</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__siteId</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
+            <span class="k">pass</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">request</span><span class="o">.</span><span class="n">setWorkstationID</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__wsId</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
+            <span class="k">pass</span>
+
+        <span class="n">sr</span> <span class="o">=</span> <span class="n">ServerResponse</span><span class="p">()</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__thrift</span><span class="o">.</span><span class="n">sendRequest</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="k">except</span> <span class="n">ThriftClient</span><span class="o">.</span><span class="n">ThriftRequestException</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+            <span class="n">sr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)])</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">sr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">getPayload</span><span class="p">())</span>
+        <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
+            <span class="n">sr</span><span class="o">.</span><span class="n">setPayload</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">sr</span><span class="o">.</span><span class="n">setMessages</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">getMessages</span><span class="p">())</span>
+        <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
+            <span class="c1"># not a server response, nothing else to do</span>
+            <span class="k">pass</span>
+
+        <span class="k">return</span> <span class="n">sr</span></div>
+</pre></div>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
+  </div>
+    
+    
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+    
+    <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a>
+    
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\ No newline at end of file
diff --git a/_modules/index.html b/_modules/index.html
new file mode 100644
index 0000000..884db7f
--- /dev/null
+++ b/_modules/index.html
@@ -0,0 +1,218 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>Overview: module code &mdash; python-awips  documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+
+  
+  
+  
+  
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+  
+  <!--[if lt IE 9]>
+    <script src="../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
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+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
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+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
+    <link rel="author" title="About these documents" href="../about.html" />
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav">
+
+   
+  <div class="wy-grid-for-nav">
+    
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+          
+
+          
+            <a href="../index.html" class="icon icon-home" alt="Documentation Home"> python-awips
+          
+
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                18.1.7
+              </div>
+            
+          
+
+          
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
+              <ul>
+<li class="toctree-l1"><a class="reference internal" href="../api/index.html">API Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../dev.html">Development Guide</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../gridparms.html">Grid Parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../about.html">About Unidata AWIPS</a></li>
+</ul>
+
+            
+          
+        </div>
+        
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../index.html">python-awips</a>
+        
+      </nav>
+
+
+      <div class="wy-nav-content">
+        
+        <div class="rst-content">
+        
+          
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Overview: module code</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <h1>All modules for which code is available</h1>
+<ul><li><a href="awips/DateTimeConverter.html">awips.DateTimeConverter</a></li>
+<li><a href="awips/RadarCommon.html">awips.RadarCommon</a></li>
+<li><a href="awips/ThriftClient.html">awips.ThriftClient</a></li>
+<li><a href="awips/TimeUtil.html">awips.TimeUtil</a></li>
+<li><a href="awips/dataaccess.html">awips.dataaccess</a></li>
+<ul><li><a href="awips/dataaccess/CombinedTimeQuery.html">awips.dataaccess.CombinedTimeQuery</a></li>
+<li><a href="awips/dataaccess/DataAccessLayer.html">awips.dataaccess.DataAccessLayer</a></li>
+<li><a href="awips/dataaccess/ModelSounding.html">awips.dataaccess.ModelSounding</a></li>
+<li><a href="awips/dataaccess/PyData.html">awips.dataaccess.PyData</a></li>
+<li><a href="awips/dataaccess/PyGeometryData.html">awips.dataaccess.PyGeometryData</a></li>
+<li><a href="awips/dataaccess/PyGridData.html">awips.dataaccess.PyGridData</a></li>
+<li><a href="awips/dataaccess/ThriftClientRouter.html">awips.dataaccess.ThriftClientRouter</a></li>
+</ul><li><a href="awips/gfe/IFPClient.html">awips.gfe.IFPClient</a></li>
+</ul>
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a>
+    
+    provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
+</footer>
+
+        </div>
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+
+    </section>
+
+  </div>
+  
+
+  <script type="text/javascript">
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script>
+
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+</body>
+</html>
\ No newline at end of file
diff --git a/_sources/about.rst.txt b/_sources/about.rst.txt
new file mode 100644
index 0000000..226cd32
--- /dev/null
+++ b/_sources/about.rst.txt
@@ -0,0 +1,181 @@
+===================
+About Unidata AWIPS
+===================
+
+AWIPS is a weather forecasting display and analysis package 
+developed by the National Weather Service and Raytheon. AWIPS is a
+Java application consisting of a data-rendering client (CAVE, which runs
+on Red Hat/CentOS Linux and Mac OS X) and a backend data server (EDEX,
+which runs only on Linux)
+
+AWIPS takes a unified approach to data ingest, and most data types
+follow a standard path through the system. At a high level, data flow
+describes the path taken by a piece of data from its source to its
+display by a client system. This path starts with data requested and
+stored by an `LDM <#ldm>`_ client and includes the decoding of the data
+and storing of decoded data in a form readable and displayable by the
+end user.
+
+The AWIPS ingest and request processes are a highly distributed
+system, and the messaging broken `Qpid <#qpid>`_ is used for
+inter-process communication.
+
+.. figure:: http://www.unidata.ucar.edu/software/awips2/images/awips2_coms.png
+   :align: center
+   :alt: image
+
+   image
+
+License
+-------
+
+The AWIPS software package released by the Unidata Program Center is considered to
+be in the public domain since it is released without proprietary code. As such, export
+controls do not apply.  Any person is free to download, modify, distribute, or share
+Unidata AWIPS in any form. Entities who modify or re-distribute Unidata AWIPS
+software are encouraged to conduct their own FOSS/COTS entitlement/license review
+to ensure that they remain compatible with the associated terms (see
+FOSS_COTS_License.pdf at `https://github.com/Unidata/awips2 <https://github.com/Unidata/awips2>`_).
+
+
+About AWIPS
+-----------
+
+The primary AWIPS application for data ingest, processing, and
+storage is the Environmental Data EXchange (**EDEX**) server; the
+primary AWIPS application for visualization/data manipulation is the
+Common AWIPS Visualization Environment (**CAVE**) client, which is
+typically installed on a workstation separate from other AWIPS
+components.
+
+In addition to programs developed specifically for AWIPS, AWIPS uses
+several commercial off-the-shelf (COTS) and Free or Open Source software
+(FOSS) products to assist in its operation. The following components,
+working together and communicating, compose the entire AWIPS system.
+
+EDEX
+----
+
+The main server for AWIPS. Qpid sends alerts to EDEX when data stored
+by the LDM is ready for processing. These Qpid messages include file
+header information which allows EDEX to determine the appropriate data
+decoder to use. The default ingest server (simply named ingest) handles
+all data ingest other than grib messages, which are processed by a
+separate ingestGrib server. After decoding, EDEX writes metadata to the
+database via Postgres and saves the processed data in HDF5 via PyPIES. A
+third EDEX server, request, feeds requested data to CAVE clients. EDEX
+ingest and request servers are started and stopped with the commands
+``edex start`` and ``edex stop``, which runs the system script
+``/etc/rc.d/init.d/edex_camel``
+
+CAVE
+----
+
+Common AWIPS Visualization Environment. The data rendering and
+visualization tool for AWIPS. CAVE contains of a number of different
+data display configurations called perspectives. Perspectives used in
+operational forecasting environments include **D2D** (Display
+Two-Dimensional), **GFE** (Graphical Forecast Editor), and **NCP**
+(National Centers Perspective). CAVE is started with the command
+``/awips2/cave/cave.sh`` or ``cave.sh``
+
+.. figure:: http://www.unidata.ucar.edu/software/awips2/images/Unidata_AWIPS2_CAVE.png
+   :align: center
+   :alt: CAVE
+
+   CAVE
+
+Alertviz
+--------
+
+**Alertviz** is a modernized version of an AWIPS I application, designed
+to present various notifications, error messages, and alarms to the user
+(forecaster). AlertViz can be executed either independently or from CAVE
+itself. In the Unidata CAVE client, Alertviz is run within CAVE and is
+not required to be run separately. The toolbar is also **hidden from
+view** and is accessed by right-click on the desktop taskbar icon.
+
+LDM
+---
+
+`http://www.unidata.ucar.edu/software/ldm/ <http://www.unidata.ucar.edu/software/ldm/>`_
+
+The **LDM** (Local Data Manager), developed and supported by Unidata, is
+a suite of client and server programs designed for data distribution,
+and is the fundamental component comprising the Unidata Internet Data
+Distribution (IDD) system. In AWIPS, the LDM provides data feeds for
+grids, surface observations, upper-air profiles, satellite and radar
+imagery and various other meteorological datasets. The LDM writes data
+directly to file and alerts EDEX via Qpid when a file is available for
+processing. The LDM is started and stopped with the commands
+``edex start`` and ``edex stop``, which runs the commands
+``service edex_ldm start`` and ``service edex_ldm stop``
+
+edexBridge
+----------
+
+edexBridge, invoked in the LDM configuration file
+``/awips2/ldm/etc/ldmd.conf``, is used by the LDM to post "data
+available" messaged to Qpid, which alerts the EDEX Ingest server that a
+file is ready for processing.
+
+Qpid
+----
+
+`http://qpid.apache.org <http://qpid.apache.org>`_
+
+**Apache Qpid**, the Queue Processor Interface Daemon, is the messaging
+system used by AWIPS to facilitate communication between services.
+When the LDM receives a data file to be processed, it employs
+**edexBridge** to send EDEX ingest servers a message via Qpid. When EDEX
+has finished decoding the file, it sends CAVE a message via Qpid that
+data are available for display or further processing. Qpid is started
+and stopped by ``edex start`` and ``edex stop``, and is controlled by
+the system script ``/etc/rc.d/init.d/qpidd``
+
+PostgreSQL
+----------
+
+`http://www.postgresql.org <http://www.postgresql.org>`_
+
+**PostgreSQL**, known simply as Postgres, is a relational database
+management system (DBMS) which handles the storage and retrieval of
+metadata, database tables and some decoded data. The storage and reading
+of EDEX metadata is handled by the Postgres DBMS. Users may query the
+metadata tables by using the termainal-based front-end for Postgres
+called **psql**. Postgres is started and stopped by ``edex start`` and
+``edex stop``, and is controlled by the system script
+``/etc/rc.d/init.d/edex_postgres``
+
+HDF5
+----
+
+`http://www.hdfgroup.org/HDF5/ <http://www.hdfgroup.org/HDF5/>`_
+
+**Hierarchical Data Format (v.5)** is
+the primary data storage format used by AWIPS for processed grids,
+satellite and radar imagery and other products. Similar to netCDF,
+developed and supported by Unidata, HDF5 supports multiple types of data
+within a single file. For example, a single HDF5 file of radar data may
+contain multiple volume scans of base reflectivity and base velocity as
+well as derived products such as composite reflectivity. The file may
+also contain data from multiple radars. HDF5 is stored in
+``/awips2/edex/data/hdf5/``
+
+PyPIES (httpd-pypies)
+---------------------
+
+**PyPIES**, Python Process Isolated Enhanced Storage, was created for
+AWIPS to isolate the management of HDF5 Processed Data Storage from
+the EDEX processes. PyPIES manages access, i.e., reads and writes, of
+data in the HDF5 files. In a sense, PyPIES provides functionality
+similar to a DBMS (i.e PostgreSQL for metadata); all data being written
+to an HDF5 file is sent to PyPIES, and requests for data stored in HDF5
+are processed by PyPIES.
+
+PyPIES is implemented in two parts: 1. The PyPIES manager is a Python
+application that runs as part of an Apache HTTP server, and handles
+requests to store and retrieve data. 2. The PyPIES logger is a Python
+process that coordinates logging. PyPIES is started and stopped by
+``edex start`` and ``edex stop``, and is controlled by the system script
+``/etc/rc.d/init.d/https-pypies``
diff --git a/_sources/api/CombinedTimeQuery.rst.txt b/_sources/api/CombinedTimeQuery.rst.txt
new file mode 100644
index 0000000..8a33c80
--- /dev/null
+++ b/_sources/api/CombinedTimeQuery.rst.txt
@@ -0,0 +1,7 @@
+=================
+CombinedTimeQuery
+=================
+
+.. automodule:: awips.dataaccess.CombinedTimeQuery
+   :members:
+   :undoc-members:
diff --git a/_sources/api/DataAccessLayer.rst.txt b/_sources/api/DataAccessLayer.rst.txt
new file mode 100644
index 0000000..e000038
--- /dev/null
+++ b/_sources/api/DataAccessLayer.rst.txt
@@ -0,0 +1,7 @@
+===============
+DataAccessLayer
+===============
+
+.. automodule:: awips.dataaccess.DataAccessLayer
+   :members:
+   :undoc-members:
diff --git a/_sources/api/DateTimeConverter.rst.txt b/_sources/api/DateTimeConverter.rst.txt
new file mode 100644
index 0000000..75949fc
--- /dev/null
+++ b/_sources/api/DateTimeConverter.rst.txt
@@ -0,0 +1,7 @@
+=================
+DateTimeConverter
+=================
+
+.. automodule:: awips.DateTimeConverter
+   :members:
+   :undoc-members:
diff --git a/_sources/api/IDataRequest.rst.txt b/_sources/api/IDataRequest.rst.txt
new file mode 100644
index 0000000..d818819
--- /dev/null
+++ b/_sources/api/IDataRequest.rst.txt
@@ -0,0 +1,7 @@
+===============================
+IDataRequest (newDataRequest())
+===============================
+
+.. autoclass:: awips.dataaccess.IDataRequest
+   :members:
+   :special-members:
diff --git a/_sources/api/IFPClient.rst.txt b/_sources/api/IFPClient.rst.txt
new file mode 100644
index 0000000..14c94f5
--- /dev/null
+++ b/_sources/api/IFPClient.rst.txt
@@ -0,0 +1,7 @@
+=========
+IFPClient
+=========
+
+.. automodule:: awips.gfe.IFPClient
+   :members:
+   :undoc-members:
diff --git a/_sources/api/ModelSounding.rst.txt b/_sources/api/ModelSounding.rst.txt
new file mode 100644
index 0000000..cc99f64
--- /dev/null
+++ b/_sources/api/ModelSounding.rst.txt
@@ -0,0 +1,7 @@
+=============
+ModelSounding
+=============
+
+.. automodule:: awips.dataaccess.ModelSounding
+   :members:
+   :undoc-members:
diff --git a/_sources/api/PyData.rst.txt b/_sources/api/PyData.rst.txt
new file mode 100644
index 0000000..4097955
--- /dev/null
+++ b/_sources/api/PyData.rst.txt
@@ -0,0 +1,7 @@
+======================
+PyData
+======================
+
+.. automodule:: awips.dataaccess.PyData
+   :members:
+   :undoc-members:
diff --git a/_sources/api/PyGeometryData.rst.txt b/_sources/api/PyGeometryData.rst.txt
new file mode 100644
index 0000000..24ac092
--- /dev/null
+++ b/_sources/api/PyGeometryData.rst.txt
@@ -0,0 +1,7 @@
+======================
+PyGeometryData
+======================
+
+.. automodule:: awips.dataaccess.PyGeometryData
+   :members:
+   :undoc-members:
diff --git a/_sources/api/PyGridData.rst.txt b/_sources/api/PyGridData.rst.txt
new file mode 100644
index 0000000..860e7b9
--- /dev/null
+++ b/_sources/api/PyGridData.rst.txt
@@ -0,0 +1,7 @@
+======================
+PyGridData
+======================
+
+.. automodule:: awips.dataaccess.PyGridData
+   :members:
+   :undoc-members:
diff --git a/_sources/api/RadarCommon.rst.txt b/_sources/api/RadarCommon.rst.txt
new file mode 100644
index 0000000..4d0509e
--- /dev/null
+++ b/_sources/api/RadarCommon.rst.txt
@@ -0,0 +1,7 @@
+======================
+RadarCommon
+======================
+
+.. automodule:: awips.RadarCommon
+   :members:
+   :undoc-members:
diff --git a/_sources/api/ThriftClient.rst.txt b/_sources/api/ThriftClient.rst.txt
new file mode 100644
index 0000000..72cfb1d
--- /dev/null
+++ b/_sources/api/ThriftClient.rst.txt
@@ -0,0 +1,7 @@
+======================
+ThriftClient
+======================
+
+.. automodule:: awips.ThriftClient
+   :members:
+   :undoc-members:
diff --git a/_sources/api/ThriftClientRouter.rst.txt b/_sources/api/ThriftClientRouter.rst.txt
new file mode 100644
index 0000000..d65f137
--- /dev/null
+++ b/_sources/api/ThriftClientRouter.rst.txt
@@ -0,0 +1,7 @@
+======================
+ThriftClientRouter
+======================
+
+.. automodule:: awips.dataaccess.ThriftClientRouter
+   :members:
+   :undoc-members:
diff --git a/_sources/api/TimeUtil.rst.txt b/_sources/api/TimeUtil.rst.txt
new file mode 100644
index 0000000..d583e2a
--- /dev/null
+++ b/_sources/api/TimeUtil.rst.txt
@@ -0,0 +1,7 @@
+======================
+TimeUtil
+======================
+
+.. automodule:: awips.TimeUtil
+   :members:
+   :undoc-members:
diff --git a/_sources/api/index.rst.txt b/_sources/api/index.rst.txt
new file mode 100644
index 0000000..abca2d1
--- /dev/null
+++ b/_sources/api/index.rst.txt
@@ -0,0 +1,22 @@
+#################
+API Documentation
+#################
+
+.. toctree::
+   :maxdepth: 2
+
+   DataAccessLayer
+   IDataRequest
+   PyData
+   PyGridData
+   PyGeometryData
+   ModelSounding
+   ThriftClientRouter
+   ThriftClient
+   TimeUtil
+   RadarCommon
+   IFPClient
+   DateTimeConverter
+   CombinedTimeQuery
+
+* :ref:`genindex`
diff --git a/_sources/datatypes.rst.txt b/_sources/datatypes.rst.txt
new file mode 100644
index 0000000..6ffd8b7
--- /dev/null
+++ b/_sources/datatypes.rst.txt
@@ -0,0 +1,129 @@
+====================
+Available Data Types
+====================
+
+.. _awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[]): api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGeometryData
+
+.. _awips.dataaccess.DataAccessLayer.getGridData(request, times=[]): api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGridData
+
+.. _RadarCommon.get_hdf5_data(idra): api/RadarCommon.html
+
+
+
+satellite
+---------
+
+- 2-D NumPy Array
+- returned by: `awips.dataaccess.DataAccessLayer.getGridData(request, times=[])`_
+- example::
+
+    # Contrust a full satellite product tree
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu)
+    request = DataAccessLayer.newDataRequest("satellite")
+    creatingEntities = DataAccessLayer.getIdentifierValues(request, "creatingEntity")
+    for entity in creatingEntities:
+        print(entity)
+        request = DataAccessLayer.newDataRequest("satellite")
+        request.addIdentifier("creatingEntity", entity)
+        availableSectors = DataAccessLayer.getAvailableLocationNames(request)
+        availableSectors.sort()
+        for sector in availableSectors:
+            print(" - " + sector)
+            request.setLocationNames(sector)
+            availableProducts = DataAccessLayer.getAvailableParameters(request)
+            availableProducts.sort()
+            for product in availableProducts:
+                print("    - " + product)
+
+---
+
+binlightning
+------------
+
+- Shapely Point::
+
+    POINT (-65.65293884277344 -16.94915580749512)
+
+- returned by: `awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])`_
+- example (GLM)::
+
+    request = DataAccessLayer.newDataRequest("binlightning")
+    request.addIdentifier("source", "GLMgr")
+    request.setParameters("intensity")
+    times = DataAccessLayer.getAvailableTimes(request)
+    response = DataAccessLayer.getGeometryData(request, times[-10:-1])
+    for ob in response:
+        geom = ob.getGeometry()
+
+---
+
+
+grid
+----
+
+- 2-D NumPy Array
+- returned by: `awips.dataaccess.DataAccessLayer.getGridData(request, times=[])`_
+- example::
+
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("grid")
+    request.setLocationNames("RAP13")
+    request.setParameters("T")
+    request.setLevels("2.0FHAG")
+    cycles = DataAccessLayer.getAvailableTimes(request, True)
+    times = DataAccessLayer.getAvailableTimes(request)
+    fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)
+    response = DataAccessLayer.getGridData(request, [fcstRun[-1]])
+    for grid in response:
+        data = grid.getRawData()
+        lons, lats = grid.getLatLonCoords()
+
+
+---
+
+warning
+-------
+
+- Shapely MultiPolygon, Polygon::
+
+    MULTIPOLYGON ((-92.092348410 46.782322971, ..., -92.092348410 46.782322971),
+                  (-90.948581075 46.992865960, ..., -90.948581075 46.992865960),
+                   ...
+                  (-92.274543999 46.652773000, ..., -92.280511999 46.656933000),
+                  (-92.285491999 46.660741000, ..., -92.285491999 46.660741000))
+
+- returned by: `awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])`_
+- example::
+
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("warning")
+    request.setParameters('phensig')
+    times = DataAccessLayer.getAvailableTimes(request)
+    response = DataAccessLayer.getGeometryData(request, times[-50:-1])
+    for ob in response:
+        poly = ob.getGeometry()
+        site = ob.getLocationName()
+        pd   = ob.getDataTime().getValidPeriod()
+        ref  = ob.getDataTime().getRefTime()
+
+
+---
+
+radar
+-----
+
+- 2-D NumPy Array
+- returned by: `awips.dataaccess.DataAccessLayer.getGridData(request, times=[])`_
+- also returned by: `RadarCommon.get_hdf5_data(idra)`_
+- example::
+
+    request = DataAccessLayer.newDataRequest("radar")
+    request.setLocationNames("kmhx")
+    request.setParameters("Digital Hybrid Scan Refl")
+    availableLevels = DataAccessLayer.getAvailableLevels(request)
+    times = DataAccessLayer.getAvailableTimes(request)
+    response = DataAccessLayer.getGridData(request, [times[-1]])
+    for image in response:
+        data = image.getRawData()
+        lons, lats = image.getLatLonCoords()
+
diff --git a/_sources/dev.rst.txt b/_sources/dev.rst.txt
new file mode 100644
index 0000000..e01cd5a
--- /dev/null
+++ b/_sources/dev.rst.txt
@@ -0,0 +1,654 @@
+
+Development Guide
+=================
+
+The Data Access Framework allows developers to retrieve different types
+of data without having dependencies on those types of data. It provides
+a single, unified data type that can be customized by individual
+implementing plug-ins to provide full functionality pertinent to each
+data type.
+
+Writing a New Factory
+---------------------
+
+Factories will most often be written in a dataplugin, but should always
+be written in a common plug-in. This will allow for clean dependencies
+from both CAVE and EDEX.
+
+A new plug-in’s data access class must implement IDataFactory. For ease
+of use, abstract classes have been created to combine similar methods.
+Data factories do not have to implement both types of data (grid and
+geometry). They can if they choose, but if they choose not to, they
+should do the following:
+
+::
+
+    throw new UnsupportedOutputTypeException(request.getDatatype(), "grid");
+
+This lets the code know that grid type is not supported for this data
+factory. Depending on where the data is coming from, helpers have been
+written to make writing a new data type factory easier. For example,
+PluginDataObjects can use AbstractDataPluginFactory as a start and not
+have to create everything from scratch.
+
+Each data type is allowed to implement retrieval in any manner that is
+felt necessary. The power of the framework means that the code
+retrieving data does not have to know anything of the underlying
+retrieval methods, only that it is getting data in a certain manner. To
+see some examples of ways to retrieve data, reference
+**SatelliteGridFactory** and **RadarGridFactory**.
+
+Methods required for implementation:
+
+**public DataTime[] getAvailableTimes(IDataRequest request)**
+
+-  This method returns an array of DataTime objects corresponding to
+   what times are available for the data being retrieved, based on the
+   parameters and identifiers being passed in.
+
+**public DataTime[] getAvailableTimes(IDataRequest request, BinOffset
+binOffset)**
+
+-  This method returns available times as above, only with a bin offset
+   applied.
+
+Note: Both of the preceding methods can throw TimeAgnosticDataException
+exceptions if times do not apply to the data type.
+
+**public IGridData[] getGridData(IDataRequest request,
+DataTime...times)**
+
+-  This method returns IGridData objects (an array) based on the request
+   and times to request for. There can be multiple times or a single
+   time.
+
+**public IGridData[] getGridData(IDataRequest request, TimeRange
+range)**
+
+-  Similar to the preceding method, this returns IGridData objects based
+   on a range of times.
+
+**public IGeometryData[] getGeometryData(IDataRequest request, DataTime
+times)**
+
+-  This method returns IGeometryData objects based on a request and
+   times.
+
+**public IGeometryData[] getGeometryData(IDataRequest request, TimeRange
+range)**
+
+-  Like the preceding method, this method returns IGeometryData objects
+   based on a range of times.
+
+**public String[] getAvailableLocationNames(IDataRequest request)**
+
+-  This method returns location names that match the request. If this
+   does not apply to the data type, an IncompatibleRequestException
+   should be thrown.
+
+Registering the Factory with the Framework
+------------------------------------------
+
+The following needs to be added in a spring file in the plug-in that
+contains the new factory:
+
+::
+
+    <bean id="radarGridFactory"
+        class="com.raytheon.uf.common.dataplugin.radar.dataaccess.RadarGridFactory" /> 
+    <bean factory-bean="dataAccessRegistry" factorymethod="register">
+        <constructor-arg value="radar"/>
+        <constructor-arg ref="radarGridFactory"/>
+    </bean>
+
+This takes the RadarGridFactory and registers it with the registry and
+allows it to be used any time the code makes a request for the data type
+“radar.”
+
+Retrieving Data Using the Factory
+---------------------------------
+
+For ease of use and more diverse use, there are multiple interfaces into
+the Data Access Layer. Currently, there is a Python implementation and a
+Java implementation, which have very similar method calls and work in a
+similar manner. Plug-ins that want to use the data access framework to
+retrieve data should include **com.raytheon.uf.common.dataaccess** as a
+Required Bundle in their MANIFEST.MF.
+
+To retrieve data using the Python interface :
+
+::
+
+    from awips.dataaccess import DataAccessLayer
+    req = DataAccessLayer.newDataRequest()
+    req.setDatatype("grid")
+    req.setParameters("T")
+    req.setLevels("2FHAG")
+    req.addIdentifier("info.datasetId", "GFS40")
+    times = DataAccessLayer.getAvailableTimes(req)
+    data = DataAccessLayer.getGridData(req, times)
+
+To retrieve data using the Java interface :
+
+::
+
+    IDataRequest req = DataAccessLayer.newDataRequest();
+    req.setDatatype("grid");
+    req.setParameters("T");
+    req.setLevels("2FHAG");
+    req.addIdentifier("info.datasetId", "GFS40");
+    DataTime[] times = DataAccessLayer.getAvailableTimes(req)
+    IData data = DataAccessLayer.getGridData(req, times);
+
+**newDataRequest()**
+
+-  This creates a new data request. Most often this is a
+   DefaultDataRequest, but saves for future implentations as well.
+
+**setDatatype(String)**
+
+-  This is the data type being retrieved. This can be found as the value
+   that is registered when creating the new factory (See section above
+   **Registering the Factory with the Framework** [radar in that case]).
+
+**setParameters(String...)**
+
+-  This can differ depending on data type. It is most often used as a
+   main difference between products.
+
+**setLevels(String...)**
+
+-  This is often used to identify the same products on different
+   mathematical angles, heights, levels, etc.
+
+**addIdentifier(String, String)**
+
+-  This differs based on data type, but is often used for more
+   fine-tuned querying.
+
+Both methods return a similar set of data and can be manipulated by
+their respective languages. See DataAccessLayer.py and
+DataAccessLayer.java for more methods that can be called to retrieve
+data and different parts of the data. Because each data type has
+different parameters, levels, and identifiers, it is best to see the
+actual data type for the available options. If it is undocumented, then
+the best way to identify what parameters are to be used is to reference
+the code.
+
+Development Background
+----------------------
+
+In support of Hazard Services Raytheon Technical Services is building a
+generic data access framework that can be called via JAVA or Python. The
+data access framework code can be found within the AWIPS Baseline in
+
+::
+
+    com.raytheon.uf.common.dataaccess
+
+As of 2016, plugins have been written for grid, radar, satellite, Hydro
+(SHEF), point data (METAR, SYNOP, Profiler, ACARS, AIREP, PIREP), maps
+data, and other data types. The Factories for each can be found in the
+following packages (you may need to look at the development baseline to
+see these):
+
+::
+
+    com.raytheon.uf.common.dataplugin.grid.dataaccess
+    com.raytheon.uf.common.dataplugin.radar.dataaccess
+    com.raytheon.uf.common.dataplugin.satellite.dataaccess
+    com.raytheon.uf.common.dataplugin.binlightning.dataaccess
+    com.raytheon.uf.common.dataplugin.sfc.dataaccess
+    com.raytheon.uf.common.dataplugin.sfcobs.dataaccess
+    com.raytheon.uf.common.dataplugin.acars.dataaccess
+    com.raytheon.uf.common.dataplugin.ffmp.dataaccess
+    com.raytheon.uf.common.dataplugin.bufrua.dataaccess
+    com.raytheon.uf.common.dataplugin.profiler.dataaccess
+    com.raytheon.uf.common.dataplugin.moddelsounding.dataaccess
+    com.raytheon.uf.common.dataplugin.ldadmesonet.dataaccess
+    com.raytheon.uf.common.dataplugin.binlightning.dataaccess
+    com.raytheon.uf.common.dataplugin.gfe.dataaccess
+    com.raytheon.uf.common.hydro.dataaccess
+    com.raytheon.uf.common.pointdata.dataaccess
+    com.raytheon.uf.common.dataplugin.maps.dataaccess
+
+Additional data types may be added in the future. To determine what
+datatypes are supported display the "type hierarchy" associated with the
+classes
+
+**AbstractGridDataPluginFactory**,
+
+**AbstractGeometryDatabaseFactory**, and
+
+**AbstractGeometryTimeAgnosticDatabaseFactory**.
+
+The following content was taken from the design review document which is
+attached and modified slightly.
+
+Design/Implementation
+---------------------
+
+The Data Access Framework is designed to provide a consistent interface
+for requesting and using geospatial data within CAVE or EDEX. Examples
+of geospatial data are grids, satellite, radar, metars, maps, river gage
+heights, FFMP basin data, airmets, etc. To allow for convenient use of
+geospatial data, the framework will support two types of requests: grids
+and geometries (points, polygons, etc). The framework will also hide
+implementation details of specific data types from users, making it
+easier to use data without worrying about how the data objects are
+structured or retrieved.
+
+A suggested mapping of some current data types to one of the two
+supported data requests is listed below. This list is not definitive and
+can be expanded. If a developer can dream up an interpretation of the
+data in the other supported request type, that support can be added.
+
+Grids
+
+-  Grib
+-  Satellite
+-  Radar
+-  GFE
+
+Geometries
+
+-  Map (states, counties, zones, etc)
+-  Hydro DB (IHFS)
+-  Obs (metar)
+-  FFMP
+-  Hazard
+-  Warning
+-  CCFP
+-  Airmet
+
+The framework is designed around the concept of each data type plugin
+contributing the necessary code for the framework to support its data.
+For example, the satellite plugin provides a factory class for
+interacting with the framework and registers itself as being compatible
+with the Data Access Framework. This concept is similar to how EDEX in
+AWIPS expects a plugin developer to provide a decoder class and
+record class and register them, but then automatically manages the rest
+of the ingest process including routing, storing, and alerting on new
+data. This style of plugin architecture effectively enables the
+framework to expand its capabilities to more data types without having
+to alter the framework code itself. This will enable software developers
+to incrementally add support for more data types as time allows, and
+allow the framework to expand to new data types as they become
+available.
+
+The Data Access Framework will not break any existing functionality or
+APIs, and there are no plans to retrofit existing cosde to use the new
+API at this time. Ideally code will be retrofitted in the future to
+improve ease of maintainability. The plugin pecific code that hooks into
+the framework will make use of existing APIs such as **IDataStore** and
+**IServerRequest** to complete the requests.
+
+The Data Access Framework can be understood as three parts:
+
+-  How users of the framework retrieve and use the data
+-  How plugin developers contribute support for new data types
+-  How the framework works when it receives a request
+
+How users of the framework retrieve and use the data
+----------------------------------------------------
+
+When a user of the framework wishes to request data, they must
+instantiate a request object and set some of the values on that request.
+Two request interfaces will be supported, for detailed methods see
+section "Detailed Code" below.
+
+**IDataRequest**
+
+**IGridRequest** extends **IDataRequest**
+
+**IGeometryRequest** extends **IDataRequest**
+
+For the request interfaces, default implementations of
+**DefaultGridRequest** and **DefaultGeometryRequest** will be provided
+to handle most cases. However, the use of interfaces allows for custom
+special cases in the future. If necessary, the developer of a plugin can
+write their own custom request implementation to handle a special case.
+
+After the request object has been prepared, the user will pass it to the
+Data Access Layer to receive a data object in return. See the "Detailed
+Code" section below for detailed methods of the Data Access Layer. The
+Data Access Layer will return one of two data interfaces.
+
+**IData**
+
+**IGridData** extends **IData**
+
+**IGeometryData** extends **IData**
+
+For the data interfaces, the use of interfaces effectively hides the
+implementation details of specific data types from the user of the
+framework. For example, the user receives an **IGridData** and knows the
+data time, grid geometry, parameter, and level, but does not know that
+the data is actually a **GFEGridData** vs **D2DGridData** vs
+**SatelliteGridData**. This enables users of the framework to write
+generic code that can support multiple data types.
+
+For python users of the framework, the interfaces will be very similar
+with a few key distinctions. Geometries will be represented by python
+geometries from the open source Shapely project. For grids, the python
+**IGridData** will have a method for requesting the raw data as a numpy
+array, and the Data Access Layer will have methods for requesting the
+latitude coordinates and the longitude coordinates of grids as numpy
+arrays. The python requests and data objects will be pure python and not
+JEP PyJObjects that wrap Java objects. A future goal of the Data Access
+Framework is to provide support to python local apps and therefore
+enable requests of data outside of CAVE and EDEX to go through the same
+familiar interfaces. This goal is out of scope for this project but by
+making the request and returned data objects pure python it will not be
+a huge undertaking to add this support in the future.
+
+How plugin developers contribute support for new datatypes
+----------------------------------------------------------
+
+When a developer wishes to add support for another data type to the
+framework, they must implement one or both of the factory interfaces
+within a common plugin. Two factory interfaces will be supported, for
+detailed methods see below.
+
+**IDataFactory**
+
+**IGridFactory** extends **IDataFactory**
+
+**IGeometryFactory** extends **IDataFactory**
+
+For some data types, it may be desired to add support for both types of
+requests. For example, the developer of grid data may want to provide
+support for both grid requests and geometry requests. In this case the
+developer would write two separate classes where one implements
+**IGridFactory** and the other implements **IGeometryFactory**.
+Furthermore, factories could be stacked on top of one another by having
+factory implementations call into the Data Access Layer.
+
+For example, a custom factory keyed to "derived" could be written for
+derived parameters, and the implementation of that factory may then call
+into the Data Access Layer to retrieve “grid” data. In this example the
+raw data would be retrieved through the **GridDataFactory** while the
+derived factory then applies the calculations before returning the data.
+
+Implementations do not need to support all methods on the interfaces or
+all values on the request objects. For example, a developer writing the
+**MapGeometryFactory** does not need to support **getAvailableTimes()**
+because map data such as US counties is time agnostic. In this case the
+method should throw **UnsupportedOperationException** and the javadoc
+will indicate this.
+
+Another example would be the developer writing **ObsGeometryFactory**
+can ignore the Level field of the **IDataRequest** as there are not
+different levels of metar data, it is all at the surface. It is up to
+the factory writer to determine which methods and fields to support and
+which to ignore, but the factory writer should always code the factory
+with the user requesting data in mind. If a user of the framework could
+reasonably expect certain behavior from the framework based on the
+request, the factory writer should implement support for that behavior.
+
+Abstract factories will be provided and can be extended to reduce the
+amount of code a factory developer has to write to complete some common
+actions that will be used by multiple factories. The factory should be
+capable of working within either CAVE or EDEX, therefore all of its
+server specific actions (e.g. database queries) should go through the
+Request/Handler API by using **IServerRequests**. CAVE can then send the
+**IServerRequests** to EDEX with **ThriftClient** while EDEX can use the
+**ServerRequestRouter** to process the **IServerRequests**, making the
+code compatible regardless of which JVM it is running inside.
+
+Once the factory code is written, it must be registered with the
+framework as an available factory. This will be done through spring xml
+in a common plugin, with the xml file inside the res/spring folder of
+the plugin. Registering the factory will identify the datatype name that
+must match what users would use as the datatype on the **IDataRequest**,
+e.g. the word "satellite". Registering the factory also indicates to the
+framework what request types are supported, i.e. grid vs geometry or
+both.
+
+An example of the spring xml for a satellite factory is provided below:
+
+::
+
+    <bean id="satelliteFactory" 
+      class="com.raytheon.uf.common.dataplugin.satellite.SatelliteFactory" />
+
+    <bean id="satelliteFactoryRegistered" factory-bean="dataFactoryRegistry" factory-method="register">
+        <constructor-arg value="satellite" />
+        <constructor-arg value="com.raytheon.uf.common.dataaccess.grid.IGridRequest" />
+        <constructor-arg value="satelliteFactory" />
+    </bean>
+
+How the framework works when it receives a request
+--------------------------------------------------
+
+**IDataRequest** requires a datatype to be set on every request. The
+framework will have a registry of existing factories for each data type
+(grid and geometry). When the Data Access Layer methods are called, it
+will first lookup in the registry for the factory that corresponds to
+the datatype on the **IDataRequest**. If no corresponding factory is
+found, it will throw an exception with a useful error message that
+indicates there is no current support for that datatype request. If a
+factory is found, it will delegate the processing of the request to the
+factory. The factory will receive the request and process it, returning
+the result back to the Data Access Layer which then returns it to the
+caller.
+
+By going through the Data Access Layer, the user is able to retrieve the
+data and use it without understanding which factory was used, how the
+factory retrieved the data, or what implementation of data was returned.
+This effectively frees the framework and users of the framework from any
+dependencies on any particular data types. Since these dependencies are
+avoided, the specific **IDataFactory** and **IData** implementations can
+be altered in the future if necessary and the code making use of the
+framework will not need to be changed as long as the interfaces continue
+to be met.
+
+Essentially, the Data Access Framework is a service that provides data
+in a consistent way, with the service capabilities being expanded by
+plugin developers who write support for more data types. Note that the
+framework itself is useless without plugins contributing and registering
+**IDataFactories**. Once the framework is coded, developers will need to
+be tasked to add the factories necessary to support the needed data
+types.
+
+Request interfaces
+------------------
+
+Requests and returned data interfaces will exist in both Java and
+Python. The Java interfaces are listed below and the Python interfaces
+will match the Java interfaces except where noted. Factories will only
+be written in Java.
+
+**IDataRequest**
+
+-  **void setDatatype(String datatype)** - the datatype name and
+   also the key to which factory will be used. Frequently pluginName
+   such as radar, satellite, gfe, ffmp, etc
+
+-  **void addIdentifier(String key, Object value)** - an identifier the
+   factory can use to determine which data to return, e.g. for grib data
+   key "modelName" and value “GFS40”
+
+-  **void setParameters(String... params)**
+
+-  **void setLevels(Level... levels)**
+
+-  **String getDatatype()**
+
+-  **Map getIdentifiers()**
+
+-  **String[] getParameters()**
+
+-  **Level[] getLevels()**
+
+-  Python Differences
+
+-  **Levels** will be represented as **Strings**
+
+**IGridRequest extends IDataRequest**
+
+-  **void setStorageRequest(Request request)** - a datastorage request
+   that allows for slab, line, and point requests for faster performance
+   and less data retrieval
+
+-  **Request getStorageRequest()**
+
+-  Python Differences
+
+-  No support for storage requests
+
+**IGeometryRequest extends IDataRequest**
+
+-  **void setEnvelope(Envelope env)** - a bounding box envelope to limit
+   the data that is searched through and returned. Not all factories may
+   support this.
+
+-  **setLocationNames(String... locationNames)** - a convenience of
+   requesting data by names such as ICAOs, airports, stationIDs, etc
+
+-  **Envelope getEnvelope()**
+
+-  **String[] getLocationNames()**
+
+-  Python Differences
+
+-  Envelope methods will use a **shapely.geometry.Polygon** instead of
+   **Envelopes** (shapely has no concept of envelopes and considers them
+   as rectangular polygons)
+
+Data Interfaces
+~~~~~~~~~~~~~~~
+
+**IData**
+
+-  **Object getAttribute(String key)** - **getAttribute** provides a way
+   to get at attributes of the data that the interface does not provide,
+   allowing the user to get more info about the data without adding
+   dependencies on the specific data type plugin
+
+-  **DataTime getDataTime()** - some data may return null (e.g. maps)
+
+-  **Level getLevel()** - some data may return null
+
+-  Python Differences
+
+-  **Levels** will be represented by **Strings**
+
+**IGridData extends IData**
+
+-  **String getParameter()**
+
+-  **GridGeometry2D getGridGeometry()**
+
+-  **Unit getUnit()** - some data may return null
+
+-  **DataDestination populateData(DataDestination destination)** - How
+   the user gets the raw data by passing in a **DataDestination** such
+   as **FloatArrayWrapper** or **ByteBufferWrapper**. This allows the
+   user to specify the way the raw data of the grid should be structured
+   in memory.
+
+-  **DataDestination populateData(DataDestination destination, Unit
+   unit)** - Same as the above method but also attempts to convert the
+   raw data to the specified unit when populating the
+   **DataDestination**.
+
+-  Python Differences
+
+-  **Units** will be represented by **Strings**
+
+-  **populateData()** methods will not exist, instead there will be
+   a **getRawData()** method that returns a numpy array in the native
+   type of the data
+
+**IGeometryData extends IData**
+
+-  **Geometry getGeometry()**
+
+-  **Set getParameters()** - Gets the list of parameters included in
+   this data
+
+-  **String getString(String param)** - Gets the value of the parameter
+   as a String
+
+-  **Number getNumber(String param)** - Gets the value of the parameter
+   as a Number
+
+-  **Unit getUnit(String param)** - Gets the unit of the parameter,
+   may be null
+
+-  **Type getType(String param)** - Returns an enum of the raw type of
+   the parameter, such as Float, Int, or String
+
+-  **String getLocationName()** - Returns the location name of the piece
+   of data, typically to correlate if the request was made with
+   locationNames. May be null.
+
+-  Python Differences
+
+-  **Geometry** will be **shapely.geometry.Geometry**
+
+-  **getNumber()** will return the python native number of the data
+
+-  **Units** will be represented by **Strings**
+
+-  **getType()** will return the python type object
+
+**DataAccessLayer** (in implementation, these methods delegate
+processing to factories)
+
+-  **DataTime[] getAvailableTimes(IDataRequest request)**
+
+-  **DataTime[] getAvailableTimes(IDataRequest request, BinOffset
+   binOffset)**
+
+-  **IData[] getData(IDataRequest request, DataTime... times)**
+
+-  **IData[] getData(IDataRequest request, TimeRange timeRange)**
+
+-  **GridGeometry2D getGridGeometry(IGridRequest request)**
+
+-  **String[] getAvailableLocationNames(IGeometryRequest request)**
+
+-  Python Differences
+
+-  No support for **BinOffset**
+
+-  **getGridGeometry(IGridRequest)** will be replaced by
+   **getLatCoords(IGridRequest)** and **getLonCoords(IGridRequest)**
+   that will return numpy arrays of the lat or lon of every grid
+   cell
+
+Factory Interfaces (Java only)
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+-  **IDataFactory**
+
+-  **DataTime[] getAvailableTimes(R request)** - queries the
+   database and returns the times that match the request. Some factories
+   may not support this (e.g. maps).
+
+-  **DataTime[] getAvailableTimes(R request, BinOffset binOffset)** -
+   queries the database with a bin offset and returns the times that
+   match the request. Some factories may not support this.
+
+-  **D[] getData(R request, DataTime... times)** - Gets the data that
+   matches the request at the specified times.
+
+-  **D[] getData(R request, TimeRange timeRange)** - Gets the data that
+   matches the request and is within the time range.
+
+**IGridDataFactory extends IDataFactory**
+
+-  **GridGeometry2D** **getGeometry(IGridRequest request)** - Returns
+   the grid geometry of the data that matches the request BEFORE making
+   the request. Useful for then making slab or line requests for subsets
+   of the data. Does not support moving grids, but moving grids don’t
+   make subset requests either.
+
+**IGeometryDataFactory extends IDataFactory**
+
+-  **getAvailableLocationNames(IGeometryRequest request)** - Convenience
+   method to retrieve available location names that match a request. Not
+   all factories may support this.
+
diff --git a/_sources/examples/generated/AWIPS_Grids_and_Cartopy.rst.txt b/_sources/examples/generated/AWIPS_Grids_and_Cartopy.rst.txt
new file mode 100644
index 0000000..76c1ebe
--- /dev/null
+++ b/_sources/examples/generated/AWIPS_Grids_and_Cartopy.rst.txt
@@ -0,0 +1,76 @@
+=======================
+AWIPS Grids and Cartopy
+=======================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/AWIPS_Grids_and_Cartopy.ipynb>`_
+A simple example of requesting and plotting AWIPS grids with Matplotlib
+and Cartopy.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    import cartopy.crs as ccrs
+    import matplotlib.pyplot as plt
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    %matplotlib inline
+    
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("grid")
+    request.setLocationNames("RAP13")
+    request.setParameters("T")
+    request.setLevels("2.0FHAG")
+    cycles = DataAccessLayer.getAvailableTimes(request, True)
+    times = DataAccessLayer.getAvailableTimes(request)
+    fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)
+    response = DataAccessLayer.getGridData(request, [fcstRun[0]])
+    grid = response[0]
+    data = grid.getRawData()
+    lons, lats = grid.getLatLonCoords()
+    bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
+    
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(16, 9),
+                subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        gl = ax.gridlines(draw_labels=True)
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+
+with pcolormesh
+~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+    cmap = plt.get_cmap('rainbow')
+    fig, ax = make_map(bbox=bbox)
+    cs = ax.pcolormesh(lons, lats, data, cmap=cmap)
+    cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')
+    cbar.set_label(grid.getLocationName() +" "+ grid.getLevel() + " " \
+                   + grid.getParameter() + " (" + grid.getUnit() + ") " \
+                   + "valid " + str(grid.getDataTime().getRefTime()))
+
+
+
+.. image:: AWIPS_Grids_and_Cartopy_files/AWIPS_Grids_and_Cartopy_3_0.png
+
+
+with contourf
+~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+    fig2, ax2 = make_map(bbox=bbox)
+    cs2 = ax2.contourf(lons, lats, data, 80, cmap=cmap,
+                      vmin=data.min(), vmax=data.max())
+    cbar2 = fig2.colorbar(cs2, shrink=0.7, orientation='horizontal')
+    cbar2.set_label(grid.getLocationName() +" "+ grid.getLevel() + " " \
+                   + grid.getParameter() + " (" + grid.getUnit()+ ") " \
+                   + "valid " + str(grid.getDataTime().getRefTime()))
+
+
+
+.. image:: AWIPS_Grids_and_Cartopy_files/AWIPS_Grids_and_Cartopy_5_0.png
+
diff --git a/_sources/examples/generated/Colored_Surface_Temperature_Plot.rst.txt b/_sources/examples/generated/Colored_Surface_Temperature_Plot.rst.txt
new file mode 100644
index 0000000..9049a01
--- /dev/null
+++ b/_sources/examples/generated/Colored_Surface_Temperature_Plot.rst.txt
@@ -0,0 +1,104 @@
+================================
+Colored Surface Temperature Plot
+================================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Colored_Surface_Temperature_Plot.ipynb>`_
+This exercise creates a colored temperature plot for North America using
+AWIPS METAR observations (datatype *obs*), similar to existing products
+in GEMPAK and CAVE.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange
+    from datetime import datetime, timedelta
+    import numpy as np
+    import cartopy.crs as ccrs
+    import warnings
+    import matplotlib.pyplot as plt
+    from cartopy.feature import ShapelyFeature
+    from shapely.geometry import Polygon
+    from metpy.plots import StationPlot
+    %matplotlib inline
+    
+    # CONUS bounding box and envelope geometry
+    bbox=[-120, -70, 15, 55]
+    envelope = Polygon([(bbox[0],bbox[2]),(bbox[0],bbox[3]),
+                        (bbox[1], bbox[3]),(bbox[1],bbox[2]),
+                        (bbox[0],bbox[2])])
+    
+    # New obs request
+    edexServer = "edex-cloud.unidata.ucar.edu"
+    DataAccessLayer.changeEDEXHost(edexServer)
+    request = DataAccessLayer.newDataRequest("obs", envelope=envelope)
+    single_value_params = ["timeObs", "stationName", "longitude", "latitude", 
+                           "temperature", "dewpoint", "windDir",
+                           "windSpeed", "seaLevelPress"]
+    multi_value_params = ["presWeather", "skyCover", "skyLayerBase"]
+    params = single_value_params + multi_value_params
+    request.setParameters(*(params))
+    
+    # Get records from the last 15 minutes
+    lastHourDateTime = datetime.utcnow() - timedelta(minutes = 15)
+    start = lastHourDateTime.strftime('%Y-%m-%d %H:%M:%S')
+    end = datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S')
+    
+    beginRange = datetime.strptime( start , "%Y-%m-%d %H:%M:%S")
+    endRange = datetime.strptime( end , "%Y-%m-%d %H:%M:%S")
+    timerange = TimeRange(beginRange, endRange)
+    # Get response
+    response = DataAccessLayer.getGeometryData(request,timerange)
+    obs = DataAccessLayer.getMetarObs(response)
+    
+    print("Found " + str(len(response)) + " total records")
+    print("Using " + str(len(obs['temperature'])) + " temperature records")
+    
+    # Create a station plot pointing to an Axes to draw on as well as the location of points
+    
+    lats = obs['latitude']
+    lons = obs['longitude']
+    
+    thresholds = {
+        '15': 'purple',
+        '25': 'c',
+        '35': 'royalblue',
+        '45': 'darkgreen', 
+        '55': 'green',
+        '65': 'y', 
+        '75': 'orange',
+        '85': 'red'
+    }
+    
+    fig, ax = plt.subplots(figsize=(16,12),subplot_kw=dict(projection=ccrs.LambertConformal()))
+    ax.set_extent(bbox)
+    ax.coastlines(resolution='50m')
+    ax.set_title(str(response[-1].getDataTime()) + " | Surface Temps (degF) | " + edexServer)
+    
+    # Suppress nan masking warnings
+    warnings.filterwarnings("ignore",category =RuntimeWarning)
+    
+    for x, value in thresholds.items():
+        tair = np.array(obs['temperature'], dtype=float)
+        tair[tair == -9999.0] = 'nan'
+        tair = (tair*1.8)+32
+        if x==max(thresholds):
+            tair[(tair < int(x))] = 'nan'
+        elif x==min(thresholds):
+            tair[(tair >= int(x)+10)] = 'nan'
+        else:
+            tair[(tair < int(x))] = 'nan'
+            tair[(tair >= int(x)+10)] = 'nan'
+    
+        stationplot = StationPlot(ax, lons, lats, transform=ccrs.PlateCarree(),
+                              fontsize=14)
+        stationplot.plot_parameter('C', tair, color=thresholds[str(x)])
+
+
+.. parsed-literal::
+
+    Found 10692 total records
+    Using 872 temperature records
+
+
+
+.. image:: Colored_Surface_Temperature_Plot_files/Colored_Surface_Temperature_Plot_1_1.png
+
diff --git a/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt b/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt
new file mode 100644
index 0000000..333bfbc
--- /dev/null
+++ b/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt
@@ -0,0 +1,326 @@
+================================
+Forecast Model Vertical Sounding
+================================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Forecast_Model_Vertical_Sounding.ipynb>`_
+The ModelSounding class allows us to create a vertical sounding through
+any available AWIPS model with isobaric levels.
+
+-  A Shapely Point geometry is used to select longitude and latitude:
+   from shapely.geometry import Point point = Point(-104.67,39.87)
+-  Parameters ``['T','DpT','uW','vW']`` are requested for all isobaric
+   levels available for the selected model.
+
+-  There is a single-record query performed for ``level = "0.0FHAG"`` to
+   determine the surface pressure level.
+-  Pay attention to units when switching models. This notebook was
+   written for the NAM 40km AWIPS model where temperature and dewpoint
+   are returned as Kelvin and wind components as m/s.
+
+.. code:: ipython3
+
+    %matplotlib inline
+    from awips.dataaccess import DataAccessLayer, ModelSounding
+    from awips import ThriftClient
+    import matplotlib.pyplot as plt
+    import numpy as np
+    from metpy.plots import SkewT, Hodograph
+    from metpy.units import units
+    from mpl_toolkits.axes_grid1.inset_locator import inset_axes
+    from math import sqrt
+    from datetime import datetime, timedelta
+    from shapely.geometry import Point, Polygon
+    import shapely.wkb
+    import timeit
+    model="NAM40"
+    parms = ['T','DpT','uW','vW']
+    server = 'edex-cloud.unidata.ucar.edu'
+    DataAccessLayer.changeEDEXHost(server)
+    
+    # note the order is LON,lat and not lat,LON
+    point = Point(-104.67,39.87)
+    
+    inc = 0.005
+    bbox=[point.y-inc, point.y+inc, point.x-inc, point.x+inc]
+    polygon = Polygon([(bbox[0],bbox[2]),(bbox[0],bbox[3]), 
+                       (bbox[1],bbox[3]),(bbox[1],bbox[2]),
+                       (bbox[0],bbox[2])])
+    
+    # Get latest forecast cycle run
+    timeReq = DataAccessLayer.newDataRequest("grid")
+    timeReq.setLocationNames(model)
+    cycles = DataAccessLayer.getAvailableTimes(timeReq, True)
+    times = DataAccessLayer.getAvailableTimes(timeReq)
+    fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)
+    
+    print("Using " + model + " forecast time " + str(fcstRun[0]))
+
+
+.. parsed-literal::
+
+    Using NAM40 forecast time 2018-10-15 12:00:00
+
+
+.. code:: ipython3
+
+    p,t,d,u,v = [],[],[],[],[]
+    use_parms = ['T','DpT','uW','vW','P']
+    use_level = "0.0FHAG"
+    sndObject = ModelSounding.getSounding(model, use_parms, 
+                                          ["0.0FHAG"], point, timeRange=[fcstRun[0]])
+    if len(sndObject) > 0:
+        for time in sndObject._dataDict:
+            p.append(float(sndObject._dataDict[time][use_level]['P']))
+            t.append(float(sndObject._dataDict[time][use_level]['T']))
+            d.append(float(sndObject._dataDict[time][use_level]['DpT']))
+            u.append(float(sndObject._dataDict[time][use_level]['uW']))
+            v.append(float(sndObject._dataDict[time][use_level]['vW']))
+        print("Found surface record at " + "%.1f" % p[0] + "MB")
+    else:
+        raise ValueError("sndObject returned empty for query [" 
+                        + ', '.join(str(x) for x in (model, use_parms, point, use_level)) +"]")
+        
+
+
+
+.. parsed-literal::
+
+    Found surface record at 836.4MB
+
+
+.. code:: ipython3
+
+    
+    # Get isobaric levels with our requested parameters
+    levelReq = DataAccessLayer.newDataRequest("grid", envelope=point)
+    levelReq.setLocationNames(model)
+    levelReq.setParameters('T','DpT','uW','vW')
+    availableLevels = DataAccessLayer.getAvailableLevels(levelReq)
+    
+    # Clean levels list of unit string (MB, FHAG, etc.)
+    levels = []
+    for lvl in availableLevels:
+        name=str(lvl)
+        if 'MB' in name and '_' not in name:
+            # If this level is above (less than in mb) our 0.0FHAG record
+            if float(name.replace('MB','')) < p[0]:
+                levels.append(lvl)
+    
+    # Get Sounding
+    sndObject = ModelSounding.getSounding(model, parms, levels, point, 
+                            timeRange=[fcstRun[0]])
+    
+    if not len(sndObject) > 0:
+        raise ValueError("sndObject returned empty for query [" 
+                        + ', '.join(str(x) for x in (model, parms, point, levels)) +"]")
+        
+    for time in sndObject._dataDict:
+        for lvl in sndObject._dataDict[time].levels():
+            for parm in sndObject._dataDict[time][lvl].parameters():
+                if parm == "T":
+                    t.append(float(sndObject._dataDict[time][lvl][parm]))
+                elif parm == "DpT":
+                    d.append(float(sndObject._dataDict[time][lvl][parm]))
+                elif parm == 'uW':
+                    u.append(float(sndObject._dataDict[time][lvl][parm]))
+                elif parm == 'vW':
+                    v.append(float(sndObject._dataDict[time][lvl][parm]))
+                else:
+                    print("WHAT IS THIS")
+                    print(sndObject._dataDict[time][lvl][parm])
+            # Pressure is our requested level rather than a returned parameter
+            p.append(float(lvl.replace('MB','')))
+    
+    # convert to numpy.array()
+    p = np.array(p, dtype=float)
+    t = (np.array(t, dtype=float) - 273.15) * units.degC
+    d = (np.array(d, dtype=float) - 273.15) * units.degC
+    u = (np.array(u, dtype=float) * units('m/s')).to('knots')
+    v = (np.array(v, dtype=float) * units('m/s')).to('knots')
+    w = np.sqrt(u**2 + v**2)
+    
+    print("Using " + str(len(levels)) + " levels between " + 
+          str("%.1f" % max(p)) + " and " + str("%.1f" % min(p)) + "MB")
+
+
+.. parsed-literal::
+
+    Using 32 levels between 836.4 and 50.0MB
+
+
+--------------
+
+Skew-T/Log-P
+------------
+
+.. code:: ipython3
+
+    plt.rcParams['figure.figsize'] = (12, 14)
+    
+    # Skew-T
+    skew = SkewT(rotation=45)
+    skew.plot(p, t, 'r', linewidth=2)
+    skew.plot(p, d, 'g', linewidth=2)
+    skew.plot_barbs(p, u, v)
+    skew.plot_dry_adiabats()
+    skew.plot_moist_adiabats()
+    skew.plot_mixing_lines(linestyle=':')
+    
+    skew.ax.set_ylim(1000, np.min(p))
+    skew.ax.set_xlim(-50, 40)
+    
+    # Title
+    plt.title( model + " (" + str(point) + ") " + str(time.getRefTime()))
+    
+    # Hodograph
+    ax_hod = inset_axes(skew.ax, '40%', '40%', loc=2)
+    h = Hodograph(ax_hod, component_range=max(w.magnitude))
+    h.add_grid(increment=20)
+    h.plot_colormapped(u, v, w)
+    
+    # Dotted line at 0C isotherm
+    l = skew.ax.axvline(0, color='c', linestyle='-', linewidth=1)
+    
+    plt.show()
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_5_0.png
+
+
+Model Sounding Comparison
+-------------------------
+
+.. code:: ipython3
+
+    models = ["CMC", "GFS20", "NAM40"]
+    parms = ['T','DpT','uW','vW']
+    
+    for modelName in models:
+        timeReq = DataAccessLayer.newDataRequest("grid")
+        timeReq.setLocationNames(modelName)
+        cycles = DataAccessLayer.getAvailableTimes(timeReq, True)
+        times = DataAccessLayer.getAvailableTimes(timeReq)
+        fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)
+        print("Using " + modelName + " forecast time " + str(fcstRun[0]))
+        
+        p,t,d,u,v = [],[],[],[],[]
+        use_parms = ['T','DpT','uW','vW','P']
+        use_level = "0.0FHAG"
+        
+        sndObject = ModelSounding.getSounding(modelName, use_parms, 
+                                              [use_level], point, timeRange=[fcstRun[0]])
+        if len(sndObject) > 0:
+            for time in sndObject._dataDict:
+                p.append(float(sndObject._dataDict[time][use_level]['P']))
+                t.append(float(sndObject._dataDict[time][use_level]['T']))
+                d.append(float(sndObject._dataDict[time][use_level]['DpT']))
+                u.append(float(sndObject._dataDict[time][use_level]['uW']))
+                v.append(float(sndObject._dataDict[time][use_level]['vW']))
+            print("Found surface record at " + "%.1f" % p[0] + "MB")
+        else:
+            raise ValueError("sndObject returned empty for query [" 
+                            + ', '.join(str(x) for x in (modelName, use_parms, point, use_level)) +"]")
+            
+        # Get isobaric levels with our requested parameters
+        levelReq = DataAccessLayer.newDataRequest("grid", envelope=point)
+        levelReq.setLocationNames(modelName)
+        levelReq.setParameters('T','DpT','uW','vW')
+        availableLevels = DataAccessLayer.getAvailableLevels(levelReq)
+        # Clean levels list of unit string (MB, FHAG, etc.)
+        levels = []
+        for lvl in availableLevels:
+            name=str(lvl)
+            if 'MB' in name and '_' not in name:
+                # If this level is above (less than in mb) our 0.0FHAG record
+                if float(name.replace('MB','')) < p[0]:
+                    levels.append(lvl)
+                    
+        # Get Sounding
+        sndObject = ModelSounding.getSounding(modelName, parms, levels, point, 
+                                timeRange=[fcstRun[0]])
+        if not len(sndObject) > 0:
+            raise ValueError("sndObject returned empty for query [" 
+                            + ', '.join(str(x) for x in (modelName, parms, point, levels)) +"]")
+        for time in sndObject._dataDict:
+            for lvl in sndObject._dataDict[time].levels():
+                for parm in sndObject._dataDict[time][lvl].parameters():
+                    if parm == "T":
+                        t.append(float(sndObject._dataDict[time][lvl][parm]))
+                    elif parm == "DpT":
+                        d.append(float(sndObject._dataDict[time][lvl][parm]))
+                    elif parm == 'uW':
+                        u.append(float(sndObject._dataDict[time][lvl][parm]))
+                    elif parm == 'vW':
+                        v.append(float(sndObject._dataDict[time][lvl][parm]))
+                    else:
+                        print("WHAT IS THIS")
+                        print(sndObject._dataDict[time][lvl][parm])
+                # Pressure is our requested level rather than a returned parameter
+                p.append(float(lvl.replace('MB','')))
+    
+        # convert to numpy.array()
+        p = np.array(p, dtype=float)
+        t = (np.array(t, dtype=float) - 273.15) * units.degC
+        d = (np.array(d, dtype=float) - 273.15) * units.degC
+        u = (np.array(u, dtype=float) * units('m/s')).to('knots')
+        v = (np.array(v, dtype=float) * units('m/s')).to('knots')
+        w = np.sqrt(u**2 + v**2)
+    
+        print("Using " + str(len(levels)) + " levels between " + 
+              str("%.1f" % max(p)) + " and " + str("%.1f" % min(p)) + "MB")
+    
+        # Skew-T
+        plt.rcParams['figure.figsize'] = (12, 14)
+        skew = SkewT(rotation=45)
+        skew.plot(p, t, 'r', linewidth=2)
+        skew.plot(p, d, 'g', linewidth=2)
+        skew.plot_barbs(p, u, v)
+        skew.plot_dry_adiabats()
+        skew.plot_moist_adiabats()
+        skew.plot_mixing_lines(linestyle=':')
+        skew.ax.set_ylim(1000, 100)
+        skew.ax.set_xlim(-50, 40)
+        # Title
+        plt.title( modelName + " (" + str(point) + ") " + str(time.getRefTime()))
+        # Hodograph
+        ax_hod = inset_axes(skew.ax, '40%', '40%', loc=2)
+        h = Hodograph(ax_hod, component_range=max(w.magnitude))
+        h.add_grid(increment=20)
+        h.plot_colormapped(u, v, w)
+        # Dotted line at 0C isotherm
+        l = skew.ax.axvline(0, color='c', linestyle='-', linewidth=1)
+        plt.show()
+
+
+.. parsed-literal::
+
+    Using CMC forecast time 2018-10-15 12:00:00
+    Found surface record at 848.6MB
+    Using 19 levels between 848.6 and 50.0MB
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_7_1.png
+
+
+.. parsed-literal::
+
+    Using GFS20 forecast time 2018-10-15 18:00:00
+    Found surface record at 848.1MB
+    Using 22 levels between 848.1 and 100.0MB
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_7_3.png
+
+
+.. parsed-literal::
+
+    Using NAM40 forecast time 2018-10-15 18:00:00
+    Found surface record at 837.7MB
+    Using 32 levels between 837.7 and 50.0MB
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_7_5.png
+
diff --git a/_sources/examples/generated/GOES_Geostationary_Lightning_Mapper.rst.txt b/_sources/examples/generated/GOES_Geostationary_Lightning_Mapper.rst.txt
new file mode 100644
index 0000000..3673826
--- /dev/null
+++ b/_sources/examples/generated/GOES_Geostationary_Lightning_Mapper.rst.txt
@@ -0,0 +1,106 @@
+===================================
+GOES Geostationary Lightning Mapper
+===================================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/GOES_Geostationary_Lightning_Mapper.ipynb>`_
+The Geostationary Lightning Mapper, or GLM, on board GOES-R Series
+spacecraft, is the first operational lightning mapper flown in
+geostationary orbit. GLM detects the light emitted by lightning at the
+tops of clouds day and night and collects information such as the
+frequency, location and extent of lightning discharges. The instrument
+measures total lightning, both in-cloud and cloud-to-ground, to aid in
+forecasting developing severe storms and a wide range of high-impact
+environmental phenomena including hailstorms, microburst winds,
+tornadoes, hurricanes, flash floods, snowstorms and fires.
+
+AWIPS GLM point data are available in three formats
+
+-  ``GLMev`` Events
+-  ``GLMfl`` Flashes
+-  ``GLMgr`` Groups
+
+and with seven attributes:
+
+-  height
+-  intensity
+-  msgType
+-  pulseCount
+-  pulseIndex
+-  sensorCount
+-  strikeType
+
+GLM Sources and Parameters
+--------------------------
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    import cartopy.crs as ccrs
+    import cartopy.feature as cfeat
+    import matplotlib.pyplot as plt
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    import numpy as np
+    import datetime
+    
+    %matplotlib inline
+    
+    # Create an EDEX data request
+    edexServer = "edex-cloud.unidata.ucar.edu"
+    datatype = "binlightning"
+    DataAccessLayer.changeEDEXHost(edexServer)
+    request = DataAccessLayer.newDataRequest(datatype)
+    
+    # Show available sources
+    sources = DataAccessLayer.getIdentifierValues(request, "source")
+    print("available sources:")
+    print(list(sources))
+    print("")
+    availableParms = DataAccessLayer.getAvailableParameters(request)
+    availableParms.sort()
+    print("available parameters:")
+    print(list(availableParms))
+
+
+.. parsed-literal::
+
+    available sources:
+    ['GLMgr', 'GLMfl', 'GLMev']
+    
+    available parameters:
+    ['height', 'intensity', 'msgType', 'pulseCount', 'pulseIndex', 'sensorCount', 'strikeType']
+
+
+.. code:: ipython3
+
+    request.addIdentifier("source", "GLMgr")
+    request.setParameters("intensity")
+    times = DataAccessLayer.getAvailableTimes(request)
+    response = DataAccessLayer.getGeometryData(request, [times[-1]])
+    glm_points = []
+    for data in response:
+           glm_points.append(data.getGeometry())
+    ob = response[0]
+
+.. code:: ipython3
+
+    # Plot markers
+    fig, ax = plt.subplots(figsize=(16,16),subplot_kw=dict(projection=ccrs.Orthographic(central_longitude=-90.0)))
+    ax.coastlines(resolution='50m')
+    ax.gridlines()
+    ax.scatter([point.x for point in glm_points],
+           [point.y for point in glm_points],
+           transform=ccrs.PlateCarree(),marker="+",facecolor='red')
+    ax.set_title(str(response[-1].getDataTime().getRefTime()) + " | " + ob.getAttribute('source') + " | " + edexServer)
+
+
+
+
+
+.. parsed-literal::
+
+    Text(0.5,1,'Oct 15 18 22:15:07 GMT | GLMgr | edex-cloud.unidata.ucar.edu')
+
+
+
+
+.. image:: GOES_Geostationary_Lightning_Mapper_files/GOES_Geostationary_Lightning_Mapper_3_1.png
+
diff --git a/_sources/examples/generated/Grid_Levels_and_Parameters.rst.txt b/_sources/examples/generated/Grid_Levels_and_Parameters.rst.txt
new file mode 100644
index 0000000..4eb76e7
--- /dev/null
+++ b/_sources/examples/generated/Grid_Levels_and_Parameters.rst.txt
@@ -0,0 +1,859 @@
+==========================
+Grid Levels and Parameters
+==========================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Grid_Levels_and_Parameters.ipynb>`_
+This example covers the callable methods of the Python AWIPS DAF when
+working with gridded data. We start with a connection to an EDEX server,
+then query data types, then grid names, parameters, levels, and other
+information. Finally the gridded data is plotted for its domain using
+Matplotlib and Cartopy.
+
+DataAccessLayer.getSupportedDatatypes()
+---------------------------------------
+
+getSupportedDatatypes() returns a list of available data types offered
+by the EDEX server defined above.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    import unittest
+    
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    dataTypes = DataAccessLayer.getSupportedDatatypes()
+    dataTypes.sort()
+    list(dataTypes)
+
+
+
+
+.. parsed-literal::
+
+    ['acars',
+     'airep',
+     'binlightning',
+     'bufrmosAVN',
+     'bufrmosETA',
+     'bufrmosGFS',
+     'bufrmosHPC',
+     'bufrmosLAMP',
+     'bufrmosMRF',
+     'bufrua',
+     'climate',
+     'common_obs_spatial',
+     'gfe',
+     'gfeEditArea',
+     'grid',
+     'maps',
+     'modelsounding',
+     'obs',
+     'pirep',
+     'practicewarning',
+     'profiler',
+     'radar',
+     'radar_spatial',
+     'satellite',
+     'sfcobs',
+     'topo',
+     'warning']
+
+
+
+DataAccessLayer.getAvailableLocationNames()
+-------------------------------------------
+
+Now create a new data request, and set the data type to **grid** to
+request all available grids with **getAvailableLocationNames()**
+
+.. code:: ipython3
+
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("grid")
+    available_grids = DataAccessLayer.getAvailableLocationNames(request)
+    available_grids.sort()
+    list(available_grids)
+
+
+
+
+.. parsed-literal::
+
+    ['AUTOSPE',
+     'CMC',
+     'ESTOFS',
+     'ETSS',
+     'FFG-ALR',
+     'FFG-FWR',
+     'FFG-KRF',
+     'FFG-MSR',
+     'FFG-ORN',
+     'FFG-PTR',
+     'FFG-RHA',
+     'FFG-RSA',
+     'FFG-STR',
+     'FFG-TAR',
+     'FFG-TIR',
+     'FFG-TUA',
+     'GEFS',
+     'GFS',
+     'GFS20',
+     'HFR-EAST_6KM',
+     'HFR-EAST_PR_6KM',
+     'HFR-US_EAST_DELAWARE_1KM',
+     'HFR-US_EAST_FLORIDA_2KM',
+     'HFR-US_EAST_NORTH_2KM',
+     'HFR-US_EAST_SOUTH_2KM',
+     'HFR-US_EAST_VIRGINIA_1KM',
+     'HFR-US_HAWAII_1KM',
+     'HFR-US_HAWAII_2KM',
+     'HFR-US_HAWAII_6KM',
+     'HFR-US_WEST_500M',
+     'HFR-US_WEST_CENCAL_2KM',
+     'HFR-US_WEST_LOSANGELES_1KM',
+     'HFR-US_WEST_LOSOSOS_1KM',
+     'HFR-US_WEST_NORTH_2KM',
+     'HFR-US_WEST_SANFRAN_1KM',
+     'HFR-US_WEST_SOCAL_2KM',
+     'HFR-US_WEST_WASHINGTON_1KM',
+     'HFR-WEST_6KM',
+     'HPCGuide',
+     'HPCqpfNDFD',
+     'HRRR',
+     'LAMP2p5',
+     'MRMS_0500',
+     'MRMS_1000',
+     'NAM12',
+     'NAM40',
+     'NOHRSC-SNOW',
+     'NationalBlend',
+     'RAP13',
+     'RTMA',
+     'RTOFS-Now-WestAtl',
+     'RTOFS-Now-WestConus',
+     'RTOFS-WestAtl',
+     'RTOFS-WestConus',
+     'SPCGuide',
+     'SeaIce',
+     'TPCWindProb',
+     'URMA25',
+     'WaveWatch']
+
+
+
+DataAccessLayer.getAvailableParameters()
+----------------------------------------
+
+After datatype and model name (locationName) are set, you can query all
+available parameters with **getAvailableParameters()**
+
+.. code:: ipython3
+
+    request.setLocationNames("RAP13")
+    availableParms = DataAccessLayer.getAvailableParameters(request)
+    availableParms.sort()
+    list(availableParms)
+
+
+
+
+.. parsed-literal::
+
+    ['36SHRMi',
+     '50dbzZ',
+     'AV',
+     'Along',
+     'AppT',
+     'BLI',
+     'BRN',
+     'BRNEHIi',
+     'BRNSHR',
+     'BRNmag',
+     'BRNvec',
+     'BdEPT06',
+     'BlkMag',
+     'BlkShr',
+     'CAPE',
+     'CFRZR',
+     'CICEP',
+     'CIn',
+     'CP',
+     'CP1hr',
+     'CPr',
+     'CPrD',
+     'CRAIN',
+     'CSNOW',
+     'CURU',
+     'CXR',
+     'CapeStk',
+     'Corf',
+     'CorfF',
+     'CorfFM',
+     'CorfM',
+     'CritT1',
+     'CumNrm',
+     'CumShr',
+     'DivF',
+     'DivFn',
+     'DivFs',
+     'DpD',
+     'DpT',
+     'EHI',
+     'EHI01',
+     'EHIi',
+     'EPT',
+     'EPTA',
+     'EPTC',
+     'EPTGrd',
+     'EPTGrdM',
+     'EPTs',
+     'EPVg',
+     'EPVs',
+     'EPVt1',
+     'EPVt2',
+     'ESP',
+     'ESP2',
+     'FVecs',
+     'FeatMot',
+     'FnVecs',
+     'FsVecs',
+     'Fzra1',
+     'Fzra2',
+     'GH',
+     'GHxSM',
+     'GHxSM2',
+     'Gust',
+     'HI',
+     'HI1',
+     'HI3',
+     'HI4',
+     'HIdx',
+     'HPBL',
+     'Heli',
+     'HeliC',
+     'INV',
+     'IPLayer',
+     'Into',
+     'KI',
+     'L-I',
+     'LIsfc2x',
+     'LM5',
+     'LM6',
+     'MAdv',
+     'MCon',
+     'MCon2',
+     'MLLCL',
+     'MMP',
+     'MMSP',
+     'MSFDi',
+     'MSFi',
+     'MSFmi',
+     'MSG',
+     'MTV',
+     'Mix1',
+     'Mix2',
+     'Mmag',
+     'MpV',
+     'NBE',
+     'NST',
+     'NST1',
+     'NST2',
+     'OmDiff',
+     'P',
+     'PAdv',
+     'PBE',
+     'PEC',
+     'PFrnt',
+     'PGrd',
+     'PGrd1',
+     'PGrdM',
+     'PIVA',
+     'PR',
+     'PTvA',
+     'PTyp',
+     'PVV',
+     'PW',
+     'PW2',
+     'PoT',
+     'PoTA',
+     'QPV1',
+     'QPV2',
+     'QPV3',
+     'QPV4',
+     'REFC',
+     'RH',
+     'RH_001_bin',
+     'RH_002_bin',
+     'RM5',
+     'RM6',
+     'RMprop',
+     'RMprop2',
+     'RRtype',
+     'RV',
+     'Rain1',
+     'Rain2',
+     'Rain3',
+     'Ro',
+     'SH',
+     'SHx',
+     'SLI',
+     'SNSQ',
+     'SNW',
+     'SNWA',
+     'SRMl',
+     'SRMlM',
+     'SRMm',
+     'SRMmM',
+     'SRMr',
+     'SRMrM',
+     'SSP',
+     'SSi',
+     'STP',
+     'STP1',
+     'Shear',
+     'ShrMag',
+     'SnD',
+     'Snow1',
+     'Snow2',
+     'Snow3',
+     'SnowT',
+     'St-Pr',
+     'StrTP',
+     'StrmMot',
+     'SuCP',
+     'T',
+     'TAdv',
+     'TGrd',
+     'TGrdM',
+     'TORi',
+     'TORi2',
+     'TP',
+     'TP1hr',
+     'TQIND',
+     'TShrMi',
+     'TV',
+     'TW',
+     'T_001_bin',
+     'Tdef',
+     'Tdend',
+     'ThGrd',
+     'Thom5',
+     'Thom5a',
+     'Thom6',
+     'TmDpD',
+     'Tmax',
+     'Tmin',
+     'Topo',
+     'TotQi',
+     'Tstk',
+     'TwMax',
+     'TwMin',
+     'Twstk',
+     'TxSM',
+     'USTM',
+     'VAdv',
+     'VAdvAdvection',
+     'VGP',
+     'VSTM',
+     'Vis',
+     'WCD',
+     'WD',
+     'WEASD',
+     'WEASD1hr',
+     'WGS',
+     'Wind',
+     'WndChl',
+     'ageoVC',
+     'ageoW',
+     'ageoWM',
+     'cCape',
+     'cCin',
+     'cTOT',
+     'capeToLvl',
+     'dCape',
+     'dP',
+     'dT',
+     'dVAdv',
+     'dZ',
+     'defV',
+     'del2gH',
+     'df',
+     'fGen',
+     'fnD',
+     'fsD',
+     'gamma',
+     'gammaE',
+     'geoVort',
+     'geoW',
+     'geoWM',
+     'loCape',
+     'maxEPT',
+     'minEPT',
+     'mixRat',
+     'msl-P',
+     'muCape',
+     'pV',
+     'pVeq',
+     'qDiv',
+     'qVec',
+     'qnVec',
+     'qsVec',
+     'shWlt',
+     'snoRat',
+     'snoRatCrocus',
+     'snoRatEMCSREF',
+     'snoRatOv2',
+     'snoRatSPC',
+     'snoRatSPCdeep',
+     'snoRatSPCsurface',
+     'staticCoriolis',
+     'staticSpacing',
+     'staticTopo',
+     'swtIdx',
+     'tTOT',
+     'tWind',
+     'tWindU',
+     'tWindV',
+     'uFX',
+     'uW',
+     'uWStk',
+     'ulSnoRat',
+     'vSmthW',
+     'vTOT',
+     'vW',
+     'vWStk',
+     'vertCirc',
+     'wDiv',
+     'wSp',
+     'wSp_001_bin',
+     'wSp_002_bin',
+     'wSp_003_bin',
+     'wSp_004_bin',
+     'zAGL']
+
+
+
+DataAccessLayer.getAvailableLevels()
+------------------------------------
+
+Selecting **"T"** for temperature.
+
+.. code:: ipython3
+
+    request.setParameters("T")
+    availableLevels = DataAccessLayer.getAvailableLevels(request)
+    for lvl in availableLevels:
+        print(lvl)
+
+
+.. parsed-literal::
+
+    0.0SFC
+    350.0MB
+    475.0MB
+    610.0_40000.0FHAG
+    225.0MB
+    120.0_150.0BL
+    900.0MB
+    125.0MB
+    0.0_610.0FHAG
+    450.0MB
+    575.0MB
+    325.0MB
+    100.0MB
+    1000.0MB
+    60.0_90.0BL
+    275.0MB
+    1.0PV
+    950.0MB
+    150.0MB
+    1.5PV
+    700.0MB
+    825.0MB
+    150.0_180.0BL
+    250.0MB
+    375.0MB
+    1000.0_500.0MB
+    800.0MB
+    4000.0FHAG
+    925.0MB
+    2.0PV
+    0.5PV
+    0.0TROP
+    750.0MB
+    500.0MB
+    625.0MB
+    400.0MB
+    0.0FHAG
+    2.0FHAG
+    875.0MB
+    175.0MB
+    0.0_1000.0FHAG
+    850.0MB
+    600.0MB
+    725.0MB
+    0.0_6000.0FHAG
+    975.0MB
+    550.0MB
+    0.0_3000.0FHAG
+    675.0MB
+    425.0MB
+    200.0MB
+    0.0_30.0BL
+    30.0_60.0BL
+    650.0MB
+    525.0MB
+    300.0MB
+    90.0_120.0BL
+    1000.0FHAG
+    775.0MB
+    340.0_350.0K
+    290.0_300.0K
+    700.0_600.0MB
+    700.0_300.0MB
+    320.0Ke
+    800.0_750.0MB
+    60.0TILT
+    5.3TILT
+    1000.0_900.0MB
+    340.0K
+    5500.0_6000.0FHAG
+    255.0K
+    255.0_265.0K
+    3000.0_6000.0FHAG
+    25.0TILT
+    2000.0FHAG
+    0.0_500.0FHAG
+    1000.0_850.0MB
+    850.0_250.0MB
+    280.0_290.0Ke
+    1524.0FHAG
+    320.0_330.0K
+    0.0TILT
+    310.0_320.0Ke
+    310.0Ke
+    330.0K
+    900.0_800.0MB
+    550.0_500.0MB
+    2.4TILT
+    50.0TILT
+    3500.0FHAG
+    35.0TILT
+    12.0TILT
+    300.0_310.0K
+    3000.0_12000.0FHAG
+    0.9TILT
+    320.0K
+    400.0_350.0MB
+    500.0FHAG
+    750.0_700.0MB
+    1000.0_400.0MB
+    345.0K
+    250.0_260.0K
+    300.0Ke
+    290.0Ke
+    950.0_900.0MB
+    4572.0FHAG
+    275.0_285.0Ke
+    335.0Ke
+    295.0_305.0Ke
+    275.0_285.0K
+    600.0_550.0MB
+    310.0K
+    9000.0FHAG
+    335.0K
+    1000.0_7000.0FHAG
+    700.0_500.0MB
+    9144.0FHAG
+    325.0_335.0K
+    2000.0_8000.0FHAG
+    0.0_609.6FHAG
+    300.0K
+    0.0MAXOMEGA
+    315.0_325.0K
+    325.0K
+    340.0Ke
+    0.0_4000.0FHAG
+    5000.0_5500.0FHAG
+    300.0_250.0MB
+    1.5TILT
+    335.0_345.0K
+    315.0K
+    3.4TILT
+    2500.0FHAG
+    10000.0FHAG
+    0.0_2000.0FHAG
+    7000.0FHAG
+    5000.0FHAG
+    330.0Ke
+    500.0_400.0MB
+    1000.0_1500.0FHAG
+    305.0K
+    285.0_295.0Ke
+    14.0TILT
+    3000.0_3500.0FHAG
+    325.0_335.0Ke
+    2000.0_5000.0FHAG
+    7620.0FHAG
+    850.0_800.0MB
+    6096.0FHAG
+    6000.0_7000.0FHAG
+    2000.0_7000.0FHAG
+    9000.0_10000.0FHAG
+    295.0Ke
+    305.0Ke
+    265.0_275.0K
+    7000.0_8000.0FHAG
+    3000.0_8000.0FHAG
+    700.0_650.0MB
+    1000.0_6000.0FHAG
+    0.5TILT
+    450.0_400.0MB
+    1.8TILT
+    330.0_340.0K
+    800.0_700.0MB
+    850.0_300.0MB
+    6.0TILT
+    900.0_850.0MB
+    3657.6FHAG
+    0.0_5000.0FHAG
+    320.0_330.0Ke
+    8.7TILT
+    650.0_600.0MB
+    600.0_400.0MB
+    55.0TILT
+    270.0_280.0Ke
+    30.0TILT
+    310.0_320.0K
+    1500.0FHAG
+    1000.0_950.0MB
+    5500.0FHAG
+    250.0_200.0MB
+    500.0_1000.0FHAG
+    400.0_300.0MB
+    500.0_100.0MB
+    1000.0_3000.0FHAG
+    8000.0FHAG
+    285.0Ke
+    290.0K
+    305.0_315.0K
+    285.0_295.0K
+    0.0_2500.0FHAG
+    925.0_850.0MB
+    275.0Ke
+    1500.0_2000.0FHAG
+    300.0_200.0MB
+    260.0_270.0K
+    2743.2FHAG
+    3000.0FHAG
+    315.0_325.0Ke
+    600.0_500.0MB
+    16.7TILT
+    280.0K
+    500.0_250.0MB
+    40.0TILT
+    3048.0FHAG
+    400.0_200.0MB
+    300.0_310.0Ke
+    270.0_280.0K
+    1000.0_700.0MB
+    45.0TILT
+    850.0_500.0MB
+    2500.0_3000.0FHAG
+    609.6FHAG
+    0.0_8000.0FHAG
+    295.0K
+    4.3TILT
+    295.0_305.0K
+    330.0_340.0Ke
+    270.0K
+    4000.0_4500.0FHAG
+    280.0_290.0K
+    925.0_700.0MB
+    0.0_1500.0FHAG
+    260.0K
+    10.0TILT
+    3500.0_4000.0FHAG
+    325.0Ke
+    285.0K
+    290.0_300.0Ke
+    7.5TILT
+    1828.8FHAG
+    280.0Ke
+    500.0_450.0MB
+    305.0_315.0Ke
+    250.0K
+    4500.0FHAG
+    1250.0FHAG
+    0.0_10000.0FHAG
+    4500.0_5000.0FHAG
+    250.0_350.0K
+    270.0Ke
+    275.0K
+    315.0Ke
+    500.0_300.0MB
+    350.0_300.0MB
+    750.0FHAG
+    19.5TILT
+    2000.0_2500.0FHAG
+    850.0_700.0MB
+    350.0K
+    265.0K
+    6000.0FHAG
+    8000.0_9000.0FHAG
+    700.0_300.0LYRMB
+    850.0_700.0LYRMB
+
+
+-  **0.0SFC** is the Surface level
+-  **FHAG** stands for Fixed Height Above Ground (in meters)
+-  **NTAT** stands for Nominal Top of the ATmosphere
+-  **BL** stands for Boundary Layer, where **0.0\_30.0BL** reads as
+   *0-30 mb above ground level*
+-  **TROP** is the Tropopause level
+
+**request.setLevels()**
+
+For this example we will use Surface Temperature
+
+.. code:: ipython3
+
+    request.setLevels("2.0FHAG")
+
+DataAccessLayer.getAvailableTimes()
+-----------------------------------
+
+-  **getAvailableTimes(request, True)** will return an object of *run
+   times* - formatted as ``YYYY-MM-DD HH:MM:SS``
+-  **getAvailableTimes(request)** will return an object of all times -
+   formatted as ``YYYY-MM-DD HH:MM:SS (F:ff)``
+-  **getForecastRun(cycle, times)** will return a DataTime array for a
+   single forecast cycle.
+
+.. code:: ipython3
+
+    cycles = DataAccessLayer.getAvailableTimes(request, True)
+    times = DataAccessLayer.getAvailableTimes(request)
+    fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)
+    list(fcstRun)
+
+
+
+
+.. parsed-literal::
+
+    [<DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >,
+     <DataTime instance: 2020-09-04 18:00:00 >]
+
+
+
+DataAccessLayer.getGridData()
+-----------------------------
+
+Now that we have our ``request`` and DataTime ``fcstRun`` arrays ready,
+it's time to request the data array from EDEX.
+
+.. code:: ipython3
+
+    response = DataAccessLayer.getGridData(request, [fcstRun[-1]])
+    for grid in response:
+        data = grid.getRawData()
+        lons, lats = grid.getLatLonCoords()
+        print('Time :', str(grid.getDataTime()))
+    
+    print('Model:', str(grid.getLocationName()))
+    print('Parm :', str(grid.getParameter()))
+    print('Unit :', str(grid.getUnit()))
+    print(data.shape)
+
+
+.. parsed-literal::
+
+    Time : 2020-09-04 18:00:00
+    Model: RAP13
+    Parm : T
+    Unit : K
+    (337, 451)
+
+
+Plotting with Matplotlib and Cartopy
+------------------------------------
+
+**1. pcolormesh**
+
+.. code:: ipython3
+
+    %matplotlib inline
+    import matplotlib.pyplot as plt
+    import matplotlib
+    import cartopy.crs as ccrs
+    import cartopy.feature as cfeature
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    import numpy as np
+    import numpy.ma as ma
+    from scipy.io import loadmat
+    from scipy.constants import convert_temperature
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(16, 9),
+                               subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        gl = ax.gridlines(draw_labels=True)
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+    
+    #convert temp from K to F
+    dataf = convert_temperature(data, 'K', 'F')
+    
+    cmap = plt.get_cmap('rainbow')
+    bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
+    fig, ax = make_map(bbox=bbox)
+    cs = ax.pcolormesh(lons, lats, dataf, cmap=cmap)
+    cbar = fig.colorbar(cs, extend='both', shrink=0.5, orientation='horizontal')
+    cbar.set_label(grid.getLocationName() +" " + grid.getLevel() + " " \
+                   + grid.getParameter() + " (F) " \
+                   + "valid " + str(grid.getDataTime().getRefTime()))
+
+
+
+.. image:: Grid_Levels_and_Parameters_files/Grid_Levels_and_Parameters_16_0.png
+
+
+**2. contourf**
+
+.. code:: ipython3
+
+    fig2, ax2 = make_map(bbox=bbox)
+    cs2 = ax2.contourf(lons, lats, dataf, 80, cmap=cmap,
+                      vmin=dataf.min(), vmax=dataf.max(), extend='both')
+    cbar2 = fig2.colorbar(cs2, shrink=0.5, orientation='horizontal')
+    cbar2.set_label(grid.getLocationName() +" " + grid.getLevel() + " " \
+                   + grid.getParameter() + " (F) " \
+                   + "valid " + str(grid.getDataTime().getRefTime()))
+
+
+
+.. image:: Grid_Levels_and_Parameters_files/Grid_Levels_and_Parameters_18_0.png
+
+
diff --git a/_sources/examples/generated/METAR_Station_Plot_with_MetPy.rst.txt b/_sources/examples/generated/METAR_Station_Plot_with_MetPy.rst.txt
new file mode 100644
index 0000000..7154117
--- /dev/null
+++ b/_sources/examples/generated/METAR_Station_Plot_with_MetPy.rst.txt
@@ -0,0 +1,195 @@
+=============================
+METAR Station Plot with MetPy
+=============================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/METAR_Station_Plot_with_MetPy.ipynb>`_
+This exercise creates a METAR plot for North America using AWIPS METAR
+observations (datatype *obs*) and MetPy.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange
+    from datetime import datetime, timedelta
+    import numpy as np
+    import cartopy.crs as ccrs
+    import cartopy.feature as cfeature
+    import matplotlib.pyplot as plt
+    from metpy.calc import wind_components
+    from metpy.plots import StationPlot, StationPlotLayout
+    from metpy.units import units
+    import warnings
+    %matplotlib inline
+    warnings.filterwarnings("ignore",category =RuntimeWarning)
+    
+    def get_cloud_cover(code):
+        if 'OVC' in code:
+            return 1.0
+        elif 'BKN' in code:
+            return 6.0/8.0
+        elif 'SCT' in code:
+            return 4.0/8.0
+        elif 'FEW' in code:
+            return 2.0/8.0
+        else:
+            return 0
+    
+    # Pull out these specific stations (prepend K for AWIPS identifiers)
+    selected = ['PDX', 'OKC', 'ICT', 'GLD', 'MEM', 'BOS', 'MIA', 'MOB', 'ABQ', 'PHX', 'TTF',
+                'ORD', 'BIL', 'BIS', 'CPR', 'LAX', 'ATL', 'MSP', 'SLC', 'DFW', 'NYC', 'PHL',
+                'PIT', 'IND', 'OLY', 'SYR', 'LEX', 'CHS', 'TLH', 'HOU', 'GJT', 'LBB', 'LSV',
+                'GRB', 'CLT', 'LNK', 'DSM', 'BOI', 'FSD', 'RAP', 'RIC', 'JAN', 'HSV', 'CRW',
+                'SAT', 'BUY', '0CO', 'ZPC', 'VIH', 'BDG', 'MLF', 'ELY', 'WMC', 'OTH', 'CAR',
+                'LMT', 'RDM', 'PDT', 'SEA', 'UIL', 'EPH', 'PUW', 'COE', 'MLP', 'PIH', 'IDA', 
+                'MSO', 'ACV', 'HLN', 'BIL', 'OLF', 'RUT', 'PSM', 'JAX', 'TPA', 'SHV', 'MSY',
+                'ELP', 'RNO', 'FAT', 'SFO', 'NYL', 'BRO', 'MRF', 'DRT', 'FAR', 'BDE', 'DLH',
+                'HOT', 'LBF', 'FLG', 'CLE', 'UNV']
+    selected = ['K{0}'.format(id) for id in selected]
+    data_arr = []
+
+.. code:: ipython3
+
+    # EDEX Request
+    edexServer = "edex-cloud.unidata.ucar.edu"
+    DataAccessLayer.changeEDEXHost(edexServer)
+    request = DataAccessLayer.newDataRequest("obs")
+    availableProducts = DataAccessLayer.getAvailableParameters(request)
+    
+    single_value_params = ["timeObs", "stationName", "longitude", "latitude", 
+                           "temperature", "dewpoint", "windDir",
+                           "windSpeed", "seaLevelPress"]
+    multi_value_params = ["presWeather", "skyCover", "skyLayerBase"]
+    pres_weather, sky_cov, sky_layer_base = [],[],[]
+    params = single_value_params + multi_value_params
+    obs = dict({params: [] for params in params})
+    
+    request.setParameters(*(params))
+    request.setLocationNames(*(selected))
+
+Here we use the Python-AWIPS class **TimeRange** to prepare a beginning
+and end time span for requesting observations (the last hour):
+
+.. code:: ipython3
+
+    # Time range
+    lastHourDateTime = datetime.utcnow() - timedelta(hours = 1)
+    start = lastHourDateTime.strftime('%Y-%m-%d %H')
+    beginRange = datetime.strptime( start + ":00:00", "%Y-%m-%d %H:%M:%S")
+    endRange = datetime.strptime( start + ":59:59", "%Y-%m-%d %H:%M:%S")
+    timerange = TimeRange(beginRange, endRange)
+    
+    response = DataAccessLayer.getGeometryData(request,timerange)
+
+.. code:: ipython3
+
+    station_names = []
+    for ob in response:
+        avail_params = ob.getParameters()
+        if "presWeather" in avail_params:
+            pres_weather.append(ob.getString("presWeather"))
+        elif "skyCover" in avail_params and "skyLayerBase" in avail_params:
+            sky_cov.append(ob.getString("skyCover"))
+            sky_layer_base.append(ob.getNumber("skyLayerBase"))
+        else:
+            # If we already have a record for this stationName, skip
+            if ob.getString('stationName') not in station_names:
+                station_names.append(ob.getString('stationName'))
+                for param in single_value_params:            
+                    if param in avail_params:
+                        if param == 'timeObs':
+                            obs[param].append(datetime.fromtimestamp(ob.getNumber(param)/1000.0))
+                        else:
+                            try:
+                                obs[param].append(ob.getNumber(param))
+                            except TypeError:
+                                obs[param].append(ob.getString(param))
+                    else:
+                        obs[param].append(None)
+            
+                obs['presWeather'].append(pres_weather);
+                obs['skyCover'].append(sky_cov);
+                obs['skyLayerBase'].append(sky_layer_base);
+                pres_weather = []
+                sky_cov = []
+                sky_layer_base = []
+
+Next grab the simple variables out of the data we have (attaching
+correct units), and put them into a dictionary that we will hand the
+plotting function later:
+
+-  Get wind components from speed and direction
+-  Convert cloud fraction values to integer codes [0 - 8]
+-  Map METAR weather codes to WMO codes for weather symbols
+
+.. code:: ipython3
+
+    data = dict()
+    data['stid'] = np.array(obs['stationName'])
+    data['latitude']  = np.array(obs['latitude'])
+    data['longitude'] = np.array(obs['longitude'])
+    data['air_temperature'] = np.array(obs['temperature'], dtype=float)* units.degC
+    data['dew_point_temperature'] = np.array(obs['dewpoint'], dtype=float)* units.degC
+    data['air_pressure_at_sea_level'] = np.array(obs['seaLevelPress'])* units('mbar')
+    
+    direction = np.array(obs['windDir'])
+    direction[direction == -9999.0] = 'nan'
+    
+    u, v = wind_components(np.array(obs['windSpeed']) * units('knots'),
+                               direction * units.degree)
+    data['eastward_wind'], data['northward_wind'] = u, v
+    data['cloud_coverage'] = [int(get_cloud_cover(x)*8) for x in obs['skyCover']]
+    data['present_weather'] = obs['presWeather']
+
+.. code:: ipython3
+
+    print(obs['stationName'])
+
+
+.. parsed-literal::
+
+    ['K0CO', 'KHOT', 'KSHV', 'KIND', 'KBDE', 'KPSM', 'KORD', 'KDFW', 'KPHL', 'KTTF', 'KBDG', 'KOLY', 'KNYC', 'KABQ', 'KLEX', 'KDRT', 'KELP', 'KRUT', 'KRIC', 'KPIT', 'KMSP', 'KHSV', 'KUNV', 'KSAT', 'KCLE', 'KPHX', 'KMIA', 'KBOI', 'KBRO', 'KLAX', 'KLBB', 'KMSO', 'KPDX', 'KTLH', 'KUIL', 'KTPA', 'KVIH', 'KBIL', 'KMLF', 'KCPR', 'KATL', 'KBIS', 'KCLT', 'KOKC', 'KRAP', 'KACV', 'KEPH', 'KELY', 'KFAR', 'KFAT', 'KMSY', 'KOLF', 'KPDT', 'KLMT', 'KHLN', 'KHOU', 'KICT', 'KIDA', 'KPIH', 'KPUW', 'KGJT', 'KGLD', 'KGRB', 'KLBF', 'KMLP', 'KBOS', 'KSYR', 'KDLH', 'KCOE', 'KOTH', 'KCRW', 'KSEA', 'KCAR', 'KDSM', 'KJAN', 'KSLC', 'KBUY', 'KLNK', 'KMEM', 'KNYL', 'KRDM', 'KCHS', 'KFSD', 'KJAX', 'KMOB', 'KRNO', 'KSFO', 'KWMC', 'KFLG', 'KLSV']
+
+
+MetPy Surface Obs Plot
+----------------------
+
+.. code:: ipython3
+
+    proj = ccrs.LambertConformal(central_longitude=-95, central_latitude=35,
+                                 standard_parallels=[35])
+    
+    # Change the DPI of the figure
+    plt.rcParams['savefig.dpi'] = 255
+    
+    # Winds, temps, dewpoint, station id
+    custom_layout = StationPlotLayout()
+    custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')
+    custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')
+    custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')
+    custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')
+    
+    # Create the figure
+    fig = plt.figure(figsize=(20, 10))
+    ax = fig.add_subplot(1, 1, 1, projection=proj)
+    
+    # Add various map elements
+    ax.add_feature(cfeature.LAND)
+    ax.add_feature(cfeature.OCEAN)
+    ax.add_feature(cfeature.LAKES)
+    ax.add_feature(cfeature.COASTLINE)
+    ax.add_feature(cfeature.STATES)
+    ax.add_feature(cfeature.BORDERS, linewidth=2)
+    
+    # Set plot bounds
+    ax.set_extent((-118, -73, 23, 50))
+    ax.set_title(str(ob.getDataTime()) + " | METAR | " + edexServer)
+    
+    stationplot = StationPlot(ax, data['longitude'], data['latitude'], clip_on=True,
+                              transform=ccrs.PlateCarree(), fontsize=10)
+    stationplot.plot_text((2, 0), data['stid'])
+    custom_layout.plot(stationplot, data)
+    plt.show()
+
+
+
+.. image:: METAR_Station_Plot_with_MetPy_files/METAR_Station_Plot_with_MetPy_10_0.png
+
diff --git a/_sources/examples/generated/Map_Resources_and_Topography.rst.txt b/_sources/examples/generated/Map_Resources_and_Topography.rst.txt
new file mode 100644
index 0000000..83acc9a
--- /dev/null
+++ b/_sources/examples/generated/Map_Resources_and_Topography.rst.txt
@@ -0,0 +1,398 @@
+============================
+Map Resources and Topography
+============================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Map_Resources_and_Topography.ipynb>`_
+The python-awips package provides access to the entire AWIPS Maps
+Database for use in Python GIS applications. Map objects are returned as
+Shapely geometries (*Polygon*, *Point*, *MultiLineString*, etc.) and can
+be easily plotted by Matplotlib, Cartopy, MetPy, and other packages.
+
+Each map database table has a geometry field called ``the_geom``, which
+can be used to spatially select map resources for any column of type
+geometry,
+
+Notes
+-----
+
+-  This notebook requires: **python-awips, numpy, matplotplib, cartopy,
+   shapely**
+-  Use datatype **maps** and **addIdentifier('table', <postgres maps
+   schema>)** to define the map table:
+   DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu") request
+   = DataAccessLayer.newDataRequest('maps')
+   request.addIdentifier('table', 'mapdata.county')
+-  Use **request.setLocationNames()** and **request.addIdentifier()** to
+   spatially filter a map resource. In the example below, WFO ID **BOU**
+   (Boulder, Colorado) is used to query counties within the BOU county
+   watch area (CWA)
+
+   ::
+
+       request.addIdentifier('geomField', 'the_geom')
+       request.addIdentifier('inLocation', 'true')
+       request.addIdentifier('locationField', 'cwa')
+       request.setLocationNames('BOU')
+       request.addIdentifier('cwa', 'BOU')
+
+See the Maps Database Reference Page for available database tables,
+column names, and types.
+
+    Note the geometry definition of ``the_geom`` for each data type,
+    which can be **Point**, **MultiPolygon**, or **MultiLineString**.
+
+Setup
+-----
+
+.. code:: ipython3
+
+    from __future__ import print_function
+    from awips.dataaccess import DataAccessLayer
+    import matplotlib.pyplot as plt
+    import cartopy.crs as ccrs
+    import numpy as np
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    from cartopy.feature import ShapelyFeature,NaturalEarthFeature
+    from shapely.geometry import Polygon
+    from shapely.ops import cascaded_union
+    
+    # Standard map plot
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(12,12),
+                subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        gl = ax.gridlines(draw_labels=True)
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+    
+    # Server, Data Request Type, and Database Table
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest('maps')
+    request.addIdentifier('table', 'mapdata.county')
+
+Request County Boundaries for a WFO
+-----------------------------------
+
+-  Use **request.setParameters()** to define fields to be returned by
+   the request.
+
+.. code:: ipython3
+
+    # Define a WFO ID for location
+    # tie this ID to the mapdata.county column "cwa" for filtering
+    request.setLocationNames('BOU')
+    request.addIdentifier('cwa', 'BOU')
+    
+    # enable location filtering (inLocation)
+    # locationField is tied to the above cwa definition (BOU)
+    request.addIdentifier('geomField', 'the_geom')
+    request.addIdentifier('inLocation', 'true')
+    request.addIdentifier('locationField', 'cwa')
+    
+    # This is essentially the same as "'"select count(*) from mapdata.cwa where cwa='BOU';" (=1)
+    
+    # Get response and create dict of county geometries
+    response = DataAccessLayer.getGeometryData(request, [])
+    counties = np.array([])
+    for ob in response:
+        counties = np.append(counties,ob.getGeometry())
+    print("Using " + str(len(counties)) + " county MultiPolygons")
+    
+    
+    %matplotlib inline
+    # All WFO counties merged to a single Polygon
+    merged_counties = cascaded_union(counties)
+    envelope = merged_counties.buffer(2)
+    boundaries=[merged_counties]
+    
+    # Get bounds of this merged Polygon to use as buffered map extent
+    bounds = merged_counties.bounds
+    bbox=[bounds[0]-1,bounds[2]+1,bounds[1]-1.5,bounds[3]+1.5]
+    
+    
+    fig, ax = make_map(bbox=bbox)
+    # Plot political/state boundaries handled by Cartopy
+    political_boundaries = NaturalEarthFeature(category='cultural',
+                                   name='admin_0_boundary_lines_land',
+                                   scale='50m', facecolor='none')
+    states = NaturalEarthFeature(category='cultural',
+                                   name='admin_1_states_provinces_lines',
+                                   scale='50m', facecolor='none')
+    ax.add_feature(political_boundaries, linestyle='-', edgecolor='black')
+    ax.add_feature(states, linestyle='-', edgecolor='black',linewidth=2)
+    
+    # Plot CWA counties
+    for i, geom in enumerate(counties):
+        cbounds = Polygon(geom)
+        intersection = cbounds.intersection
+        geoms = (intersection(geom)
+             for geom in counties
+             if cbounds.intersects(geom))
+        shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
+                            facecolor='none', linestyle="-",edgecolor='#86989B')
+        ax.add_feature(shape_feature)
+
+
+.. parsed-literal::
+
+    Using 23 county MultiPolygons
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_4_1.png
+
+
+Create a merged CWA with cascaded\_union
+----------------------------------------
+
+.. code:: ipython3
+
+    # Plot CWA envelope
+    for i, geom in enumerate(boundaries):
+        gbounds = Polygon(geom)
+        intersection = gbounds.intersection
+        geoms = (intersection(geom)
+             for geom in boundaries
+             if gbounds.intersects(geom))
+        shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
+                            facecolor='none', linestyle="-",linewidth=3.,edgecolor='#cc5000')
+        ax.add_feature(shape_feature)
+    
+    fig
+
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_6_0.png
+
+
+
+WFO boundary spatial filter for interstates
+-------------------------------------------
+
+Using the previously-defined **envelope=merged\_counties.buffer(2)** in
+**newDataRequest()** to request geometries which fall inside the
+buffered boundary.
+
+.. code:: ipython3
+
+    request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
+    request.addIdentifier('table', 'mapdata.interstate')
+    request.addIdentifier('geomField', 'the_geom')
+    request.setParameters('name')
+    interstates = DataAccessLayer.getGeometryData(request, [])
+    print("Using " + str(len(interstates)) + " interstate MultiLineStrings")
+    
+    # Plot interstates
+    for ob in interstates:
+        shape_feature = ShapelyFeature(ob.getGeometry(),ccrs.PlateCarree(), 
+                            facecolor='none', linestyle="-",edgecolor='orange')
+        ax.add_feature(shape_feature)
+    fig
+
+
+.. parsed-literal::
+
+    Using 225 interstate MultiLineStrings
+
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_8_1.png
+
+
+
+Nearby cities
+-------------
+
+Request the city table and filter by population and progressive
+disclosure level:
+
+**Warning**: the ``prog_disc`` field is not entirely understood and
+values appear to change significantly depending on WFO site.
+
+.. code:: ipython3
+
+    request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
+    request.addIdentifier('table', 'mapdata.city')
+    request.addIdentifier('geomField', 'the_geom')
+    request.setParameters('name','population','prog_disc')
+    cities = DataAccessLayer.getGeometryData(request, [])
+    print("Queried " + str(len(cities)) + " total cities")
+    
+    citylist = []
+    cityname = []
+    # For BOU, progressive disclosure values above 50 and pop above 5000 looks good
+    for ob in cities:
+        if ob.getString("population"):
+            if ob.getNumber("prog_disc") > 50:
+                if int(ob.getString("population")) > 5000:
+                    citylist.append(ob.getGeometry())
+                    cityname.append(ob.getString("name"))
+    print("Plotting " + str(len(cityname)) + " cities")
+    
+    # Plot city markers
+    ax.scatter([point.x for point in citylist],
+           [point.y for point in citylist],
+           transform=ccrs.PlateCarree(),marker="+",facecolor='black')
+    # Plot city names
+    for i, txt in enumerate(cityname):
+        ax.annotate(txt, (citylist[i].x,citylist[i].y),
+                    xytext=(3,3), textcoords="offset points")
+    
+    fig
+
+
+.. parsed-literal::
+
+    Queried 1203 total cities
+    Plotting 57 cities
+
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_10_1.png
+
+
+
+Lakes
+-----
+
+.. code:: ipython3
+
+    request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
+    request.addIdentifier('table', 'mapdata.lake')
+    request.addIdentifier('geomField', 'the_geom')
+    request.setParameters('name')
+    
+    # Get lake geometries
+    response = DataAccessLayer.getGeometryData(request, [])
+    lakes = np.array([])
+    for ob in response:
+        lakes = np.append(lakes,ob.getGeometry())
+    print("Using " + str(len(lakes)) + " lake MultiPolygons")
+    
+    # Plot lakes
+    for i, geom in enumerate(lakes):
+        cbounds = Polygon(geom)
+        intersection = cbounds.intersection
+        geoms = (intersection(geom)
+             for geom in lakes
+             if cbounds.intersects(geom))
+        shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
+                            facecolor='blue', linestyle="-",edgecolor='#20B2AA')
+        ax.add_feature(shape_feature)
+    fig
+
+
+
+.. parsed-literal::
+
+    Using 208 lake MultiPolygons
+
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_12_1.png
+
+
+
+Major Rivers
+------------
+
+.. code:: ipython3
+
+    request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
+    request.addIdentifier('table', 'mapdata.majorrivers')
+    request.addIdentifier('geomField', 'the_geom')
+    request.setParameters('pname')
+    rivers = DataAccessLayer.getGeometryData(request, [])
+    print("Using " + str(len(rivers)) + " river MultiLineStrings")
+    
+    # Plot rivers
+    for ob in rivers:
+        shape_feature = ShapelyFeature(ob.getGeometry(),ccrs.PlateCarree(), 
+                            facecolor='none', linestyle=":",edgecolor='#20B2AA')
+        ax.add_feature(shape_feature)
+    fig
+
+
+.. parsed-literal::
+
+    Using 1400 river MultiLineStrings
+
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_14_1.png
+
+
+
+Topography
+----------
+
+Spatial envelopes are required for topo requests, which can become slow
+to download and render for large (CONUS) maps.
+
+.. code:: ipython3
+
+    import numpy.ma as ma
+    request = DataAccessLayer.newDataRequest("topo")
+    request.addIdentifier("group", "/")
+    request.addIdentifier("dataset", "full")
+    request.setEnvelope(envelope)
+    gridData = DataAccessLayer.getGridData(request)
+    print(gridData)
+    print("Number of grid records: " + str(len(gridData)))
+    print("Sample grid data shape:\n" + str(gridData[0].getRawData().shape) + "\n")
+    print("Sample grid data:\n" + str(gridData[0].getRawData()) + "\n")
+
+
+.. parsed-literal::
+
+    [<awips.dataaccess.PyGridData.PyGridData object at 0x7ffd0f33c040>]
+    Number of grid records: 1
+    Sample grid data shape:
+    (778, 1058)
+    
+    Sample grid data:
+    [[1694. 1693. 1688. ...  757.  761.  762.]
+     [1701. 1701. 1701. ...  758.  760.  762.]
+     [1703. 1703. 1703. ...  760.  761.  762.]
+     ...
+     [1767. 1741. 1706. ...  769.  762.  768.]
+     [1767. 1746. 1716. ...  775.  765.  761.]
+     [1781. 1753. 1730. ...  766.  762.  759.]]
+    
+
+
+.. code:: ipython3
+
+    grid=gridData[0]
+    topo=ma.masked_invalid(grid.getRawData()) 
+    lons, lats = grid.getLatLonCoords()
+    print(topo.min()) # minimum elevation in our domain (meters)
+    print(topo.max()) # maximum elevation in our domain (meters)
+    
+    # Plot topography
+    cs = ax.contourf(lons, lats, topo, 80, cmap=plt.get_cmap('terrain'),alpha=0.1, extend='both')
+    cbar = fig.colorbar(cs, shrink=0.5, orientation='horizontal')
+    cbar.set_label("topography height in meters")
+    
+    fig
+
+
+.. parsed-literal::
+
+    623.0
+    4328.0
+
+
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_17_1.png
+
+
+
diff --git a/_sources/examples/generated/Model_Sounding_Data.rst.txt b/_sources/examples/generated/Model_Sounding_Data.rst.txt
new file mode 100644
index 0000000..a27c908
--- /dev/null
+++ b/_sources/examples/generated/Model_Sounding_Data.rst.txt
@@ -0,0 +1,1194 @@
+===================
+Model Sounding Data
+===================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Model_Sounding_Data.ipynb>`_
+The EDEX modelsounding plugin creates 64-level vertical profiles from
+GFS and ETA (NAM) BUFR products distirubted over NOAAport. Paramters
+which are requestable are **pressure**, **temperature**, **specHum**,
+**uComp**, **vComp**, **omega**, **cldCvr**.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    import matplotlib.tri as mtri
+    import matplotlib.pyplot as plt
+    from mpl_toolkits.axes_grid1.inset_locator import inset_axes
+    from math import exp, log
+    import numpy as np
+    from metpy.calc import wind_components, lcl, dry_lapse, parcel_profile, dewpoint
+    from metpy.calc import wind_speed, wind_direction, thermo, vapor_pressure
+    from metpy.plots import SkewT, Hodograph
+    from metpy.units import units, concatenate
+    import warnings
+    warnings.filterwarnings("ignore",category =RuntimeWarning)
+    
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest("modelsounding")
+    forecastModel = "GFS"
+    request.addIdentifier("reportType", forecastModel)
+    request.setParameters("pressure","temperature","specHum","uComp","vComp","omega","cldCvr")
+
+Available Locations
+-------------------
+
+.. code:: ipython3
+
+    locations = DataAccessLayer.getAvailableLocationNames(request)
+    locations.sort()
+    list(locations)
+
+
+
+
+.. parsed-literal::
+
+    ['',
+     '1V4',
+     '3J2',
+     '4BL',
+     '4BQ',
+     '4HV',
+     '4OM',
+     '5AF',
+     '5AG',
+     '5SZ',
+     '6RO',
+     '8V7',
+     '9B6',
+     'A#2',
+     'A#3',
+     'A#4',
+     'A#5',
+     'A#6',
+     'A#7',
+     'A#8',
+     'A#9',
+     'A#A',
+     'A#B',
+     'ABL',
+     'ADM',
+     'AFA',
+     'AGR',
+     'AHN',
+     'AIA',
+     'AIH',
+     'AJO',
+     'ANJ',
+     'APX',
+     'AQQ',
+     'ATH',
+     'ATL1',
+     'ATL2',
+     'ATL3',
+     'ATL4',
+     'ATLH',
+     'AWH',
+     'AWR',
+     'B#1',
+     'B#2',
+     'B#3',
+     'B#4',
+     'B#5',
+     'B#6',
+     'B#7',
+     'B#8',
+     'B#9',
+     'B#A',
+     'B#B',
+     'B#C',
+     'B#D',
+     'B#E',
+     'B#F',
+     'B#G',
+     'B#H',
+     'B#J',
+     'B#K',
+     'B#L',
+     'B#M',
+     'B#N',
+     'B#O',
+     'B#P',
+     'B#Q',
+     'B#S',
+     'BAB',
+     'BDG',
+     'BDP',
+     'BFL',
+     'BGTL',
+     'BH1',
+     'BH2',
+     'BH3',
+     'BH4',
+     'BH5',
+     'BHK',
+     'BID',
+     'BIR',
+     'BLS',
+     'BLU',
+     'BMX',
+     'BNA',
+     'BOD',
+     'BRA',
+     'BTL',
+     'BVR',
+     'C01',
+     'C02',
+     'C03',
+     'C04',
+     'C06',
+     'C07',
+     'C08',
+     'C09',
+     'C10',
+     'C11',
+     'C12',
+     'C13',
+     'C14',
+     'C17',
+     'C18',
+     'C19',
+     'C20',
+     'C21',
+     'C22',
+     'C23',
+     'C24',
+     'C25',
+     'C27',
+     'C28',
+     'C30',
+     'C31',
+     'C32',
+     'C33',
+     'C34',
+     'C35',
+     'C36',
+     'C7H',
+     'CAI',
+     'CAN',
+     'CBE',
+     'CBN',
+     'CHE',
+     'CKN',
+     'CLD',
+     'CLE',
+     'CLN',
+     'COL1',
+     'COL2',
+     'COL3',
+     'COL4',
+     'COT',
+     'CQV',
+     'CRL',
+     'CRR',
+     'CTY',
+     'CVM',
+     'CVS',
+     'CWEU',
+     'CWFN',
+     'CWKX',
+     'CWLB',
+     'CWLO',
+     'CWLT',
+     'CWLW',
+     'CWMW',
+     'CWOS',
+     'CWPH',
+     'CWQG',
+     'CWSA',
+     'CWSE',
+     'CWZB',
+     'CWZC',
+     'CWZV',
+     'CYAH',
+     'CYAW',
+     'CYBK',
+     'CYBU',
+     'CYCB',
+     'CYCG',
+     'CYCX',
+     'CYDA',
+     'CYEG',
+     'CYEV',
+     'CYFB',
+     'CYFO',
+     'CYFS',
+     'CYGQ',
+     'CYHM',
+     'CYHZ',
+     'CYJT',
+     'CYLH',
+     'CYLJ',
+     'CYMD',
+     'CYMO',
+     'CYMT',
+     'CYMX',
+     'CYOC',
+     'CYOW',
+     'CYPA',
+     'CYPE',
+     'CYPL',
+     'CYPQ',
+     'CYQA',
+     'CYQD',
+     'CYQG',
+     'CYQH',
+     'CYQI',
+     'CYQK',
+     'CYQQ',
+     'CYQR',
+     'CYQT',
+     'CYQX',
+     'CYQY',
+     'CYRB',
+     'CYSM',
+     'CYSY',
+     'CYTH',
+     'CYTL',
+     'CYTS',
+     'CYUL',
+     'CYUX',
+     'CYVO',
+     'CYVP',
+     'CYVQ',
+     'CYVR',
+     'CYVV',
+     'CYWA',
+     'CYWG',
+     'CYWO',
+     'CYXC',
+     'CYXE',
+     'CYXH',
+     'CYXS',
+     'CYXU',
+     'CYXX',
+     'CYXY',
+     'CYXZ',
+     'CYYB',
+     'CYYC',
+     'CYYE',
+     'CYYJ',
+     'CYYQ',
+     'CYYR',
+     'CYYT',
+     'CYYZ',
+     'CYZF',
+     'CYZS',
+     'CYZT',
+     'CYZV',
+     'DEN',
+     'DOV',
+     'DPG',
+     'DSC',
+     'DSD',
+     'DTX',
+     'DVN',
+     'DYS',
+     'E28',
+     'E74',
+     'EAT',
+     'EAX',
+     'EDW',
+     'EFL',
+     'EMP',
+     'END',
+     'ENL',
+     'ESTC',
+     'FCS',
+     'FDR',
+     'FFC',
+     'FHU',
+     'FLG',
+     'FLP',
+     'FPK',
+     'FRI',
+     'FSI',
+     'FTR',
+     'FWD',
+     'G#1',
+     'G#2',
+     'G#3',
+     'G#4',
+     'G#5',
+     'G#6',
+     'G#7',
+     'G#8',
+     'G#9',
+     'G#A',
+     'G#B',
+     'G#C',
+     'G#D',
+     'G#E',
+     'G#F',
+     'G#G',
+     'G001',
+     'G003',
+     'G004',
+     'G005',
+     'G007',
+     'G009',
+     'GDP',
+     'GDV',
+     'GLRY',
+     'GMX1',
+     'GNB',
+     'GNC',
+     'GRF',
+     'GTB',
+     'GTP',
+     'GVL',
+     'GVS',
+     'GYX',
+     'H02',
+     'HAY',
+     'HGR',
+     'HMN',
+     'HOM',
+     'HOO',
+     'HSI',
+     'HYR',
+     'HYS',
+     'ICC',
+     'IGM',
+     'ILN',
+     'ILS',
+     'ILX',
+     'IMT',
+     'INK',
+     'IPX',
+     'JACK',
+     'JDN',
+     'K40B',
+     'K9V9',
+     'KABE',
+     'KABI',
+     'KABQ',
+     'KABR',
+     'KABY',
+     'KACK',
+     'KACT',
+     'KACV',
+     'KACY',
+     'KAGC',
+     'KAGS',
+     'KAHN',
+     'KAK',
+     'KALB',
+     'KALI',
+     'KALO',
+     'KALS',
+     'KALW',
+     'KAMA',
+     'KAN',
+     'KANB',
+     'KAND',
+     'KAOO',
+     'KAPA',
+     'KAPN',
+     'KART',
+     'KASE',
+     'KAST',
+     'KATL',
+     'KATY',
+     'KAUG',
+     'KAUS',
+     'KAUW',
+     'KAVL',
+     'KAVP',
+     'KAXN',
+     'KAYS',
+     'KAZO',
+     'KBAF',
+     'KBCE',
+     'KBDE',
+     'KBDL',
+     'KBDR',
+     'KBED',
+     'KBFD',
+     'KBFF',
+     'KBFI',
+     'KBFL',
+     'KBGM',
+     'KBGR',
+     'KBHB',
+     'KBHM',
+     'KBIH',
+     'KBIL',
+     'KBIS',
+     'KBJC',
+     'KBJI',
+     'KBKE',
+     'KBKW',
+     'KBLF',
+     'KBLH',
+     'KBLI',
+     'KBML',
+     'KBNA',
+     'KBNO',
+     'KBNV',
+     'KBOI',
+     'KBOS',
+     'KBPT',
+     'KBQK',
+     'KBRD',
+     'KBRL',
+     'KBRO',
+     'KBTL',
+     'KBTM',
+     'KBTR',
+     'KBTV',
+     'KBUF',
+     'KBUR',
+     'KBVI',
+     'KBVX',
+     'KBVY',
+     'KBWG',
+     'KBWI',
+     'KBYI',
+     'KBZN',
+     'KCAE',
+     'KCAK',
+     'KCAR',
+     'KCDC',
+     'KCDR',
+     'KCDS',
+     'KCEC',
+     'KCEF',
+     'KCGI',
+     'KCGX',
+     'KCHA',
+     'KCHH',
+     'KCHO',
+     'KCHS',
+     'KCID',
+     'KCIU',
+     'KCKB',
+     'KCKL',
+     'KCLE',
+     'KCLL',
+     'KCLM',
+     'KCLT',
+     'KCMH',
+     'KCMI',
+     'KCMX',
+     'KCNM',
+     'KCNU',
+     'KCOD',
+     'KCOE',
+     'KCON',
+     'KCOS',
+     'KCOU',
+     'KCPR',
+     'KCRE',
+     'KCRP',
+     'KCRQ',
+     'KCRW',
+     'KCSG',
+     'KCSV',
+     'KCTB',
+     'KCVG',
+     'KCWA',
+     'KCYS',
+     'KDAB',
+     'KDAG',
+     'KDAL',
+     'KDAN',
+     'KDAY',
+     'KDBQ',
+     'KDCA',
+     'KDDC',
+     'KDEC',
+     'KDEN',
+     'KDET',
+     'KDFW',
+     'KDHN',
+     'KDHT',
+     'KDIK',
+     'KDLH',
+     'KDLS',
+     'KDMN',
+     'KDPA',
+     'KDRA',
+     'KDRO',
+     'KDRT',
+     'KDSM',
+     'KDTW',
+     'KDUG',
+     'KDUJ',
+     'KEAT',
+     'KEAU',
+     'KECG',
+     'KEED',
+     'KEGE',
+     'KEKN',
+     'KEKO',
+     'KEL',
+     'KELD',
+     'KELM',
+     'KELO',
+     'KELP',
+     'KELY',
+     'KENV',
+     'KEPH',
+     'KEPO',
+     'KEPZ',
+     'KERI',
+     'KESF',
+     'KEUG',
+     'KEVV',
+     'KEWB',
+     'KEWN',
+     'KEWR',
+     'KEYW',
+     'KFAM',
+     'KFAR',
+     'KFAT',
+     'KFAY',
+     'KFCA',
+     'KFDY',
+     'KFKL',
+     'KFLG',
+     'KFLL',
+     'KFLO',
+     'KFMN',
+     'KFMY',
+     'KFNT',
+     'KFOE',
+     'KFPR',
+     'KFRM',
+     'KFSD',
+     'KFSM',
+     'KFTW',
+     'KFTY',
+     'KFVE',
+     'KFVX',
+     'KFWA',
+     'KFXE',
+     'KFYV',
+     'KGAG',
+     'KGCC',
+     'KGCK',
+     'KGCN',
+     'KGEG',
+     'KGFK',
+     'KGFL',
+     'KGGG',
+     'KGGW',
+     'KGJT',
+     'KGLD',
+     'KGLH',
+     'KGLS',
+     'KGMU',
+     'KGNR',
+     'KGNV',
+     'KGON',
+     'KGPT',
+     'KGRB',
+     'KGRI',
+     'KGRR',
+     'KGSO',
+     'KGSP',
+     'KGTF',
+     'KGUC',
+     'KGUP',
+     'KGWO',
+     'KGYY',
+     'KGZH',
+     'KHAT',
+     'KHBR',
+     'KHDN',
+     'KHIB',
+     'KHIO',
+     'KHKY',
+     'KHLG',
+     'KHLN',
+     'KHOB',
+     'KHON',
+     'KHOT',
+     'KHOU',
+     'KHPN',
+     'KHQM',
+     'KHRL',
+     'KHRO',
+     'KHSV',
+     'KHTH',
+     'KHTS',
+     'KHUF',
+     'KHUL',
+     'KHUT',
+     'KHVN',
+     'KHVR',
+     'KHYA',
+     'KIAD',
+     'KIAG',
+     'KIAH',
+     'KICT',
+     'KIDA',
+     'KIL',
+     'KILG',
+     'KILM',
+     'KIND',
+     'KINK',
+     'KINL',
+     'KINT',
+     'KINW',
+     'KIPL',
+     'KIPT',
+     'KISN',
+     'KISP',
+     'KITH',
+     'KIWD',
+     'KJAC',
+     'KJAN',
+     'KJAX',
+     'KJBR',
+     'KJFK',
+     'KJHW',
+     'KJKL',
+     'KJLN',
+     'KJMS',
+     'KJST',
+     'KJXN',
+     'KKL',
+     'KLAF',
+     'KLAN',
+     'KLAR',
+     'KLAS',
+     'KLAX',
+     'KLBB',
+     'KLBE',
+     'KLBF',
+     'KLCB',
+     'KLCH',
+     'KLEB',
+     'KLEX',
+     'KLFK',
+     'KLFT',
+     'KLGA',
+     'KLGB',
+     'KLGU',
+     'KLIT',
+     'KLMT',
+     'KLND',
+     'KLNK',
+     'KLOL',
+     'KLOZ',
+     'KLRD',
+     'KLSE',
+     'KLUK',
+     'KLVS',
+     'KLWB',
+     'KLWM',
+     'KLWS',
+     'KLWT',
+     'KLYH',
+     'KLZK',
+     'KMAF',
+     'KMBS',
+     'KMCB',
+     'KMCE',
+     'KMCI',
+     'KMCN',
+     'KMCO',
+     'KMCW',
+     'KMDN',
+     'KMDT',
+     'KMDW',
+     'KMEI',
+     'KMEM',
+     'KMFD',
+     'KMFE',
+     'KMFR',
+     'KMGM',
+     'KMGW',
+     'KMHE',
+     'KMHK',
+     'KMHT',
+     'KMHX',
+     'KMIA',
+     'KMIV',
+     'KMKC',
+     'KMKE',
+     'KMKG',
+     'KMKL',
+     'KMLB',
+     'KMLC',
+     'KMLI',
+     'KMLS',
+     'KMLT',
+     'KMLU',
+     'KMMU',
+     'KMOB',
+     'KMOT',
+     'KMPV',
+     'KMQT',
+     'KMRB',
+     'KMRY',
+     'KMSL',
+     'KMSN',
+     'KMSO',
+     'KMSP',
+     'KMSS',
+     'KMSY',
+     'KMTJ',
+     'KMTN',
+     'KMWH',
+     'KMYR',
+     'KNA',
+     'KNEW',
+     'KNL',
+     'KNSI',
+     'KOAK',
+     'KOFK',
+     'KOGD',
+     'KOKC',
+     'KOLM',
+     'KOMA',
+     'KONT',
+     'KOPF',
+     'KOQU',
+     'KORD',
+     'KORF',
+     'KORH',
+     'KOSH',
+     'KOTH',
+     'KOTM',
+     'KP11',
+     'KP38',
+     'KPAE',
+     'KPAH',
+     'KPBF',
+     'KPBI',
+     'KPDK',
+     'KPDT',
+     'KPDX',
+     'KPFN',
+     'KPGA',
+     'KPHF',
+     'KPHL',
+     'KPHN',
+     'KPHX',
+     'KPIA',
+     'KPIB',
+     'KPIE',
+     'KPIH',
+     'KPIR',
+     'KPIT',
+     'KPKB',
+     'KPLN',
+     'KPMD',
+     'KPNC',
+     'KPNE',
+     'KPNS',
+     'KPOU',
+     'KPQI',
+     'KPRB',
+     'KPRC',
+     'KPSC',
+     'KPSM',
+     'KPSP',
+     'KPTK',
+     'KPUB',
+     'KPVD',
+     'KPVU',
+     'KPWM',
+     'KRAD',
+     'KRAP',
+     'KRBL',
+     'KRDD',
+     'KRDG',
+     'KRDM',
+     'KRDU',
+     'KRFD',
+     'KRIC',
+     'KRIW',
+     'KRKD',
+     'KRKS',
+     'KRNO',
+     'KRNT',
+     'KROA',
+     'KROC',
+     'KROW',
+     'KRSL',
+     'KRST',
+     'KRSW',
+     'KRUM',
+     'KRWF',
+     'KRWI',
+     'KRWL',
+     'KSAC',
+     'KSAF',
+     'KSAN',
+     'KSAT',
+     'KSAV',
+     'KSBA',
+     'KSBN',
+     'KSBP',
+     'KSBY',
+     'KSCH',
+     'KSCK',
+     'KSDF',
+     'KSDM',
+     'KSDY',
+     'KSEA',
+     'KSEP',
+     'KSFF',
+     'KSFO',
+     'KSGF',
+     'KSGU',
+     'KSHR',
+     'KSHV',
+     'KSJC',
+     'KSJT',
+     'KSLC',
+     'KSLE',
+     'KSLK',
+     'KSLN',
+     'KSMF',
+     'KSMX',
+     'KSNA',
+     'KSNS',
+     'KSPI',
+     'KSPS',
+     'KSRQ',
+     'KSSI',
+     'KSTJ',
+     'KSTL',
+     'KSTP',
+     'KSTS',
+     'KSUN',
+     'KSUS',
+     'KSUX',
+     'KSVE',
+     'KSWF',
+     'KSYR',
+     'KTCC',
+     'KTCL',
+     'KTCS',
+     'KTEB',
+     'KTIW',
+     'KTLH',
+     'KTMB',
+     'KTOL',
+     'KTOP',
+     'KTPA',
+     'KTPH',
+     'KTRI',
+     'KTRK',
+     'KTRM',
+     'KTTD',
+     'KTTN',
+     'KTUL',
+     'KTUP',
+     'KTUS',
+     'KTVC',
+     'KTVL',
+     'KTWF',
+     'KTXK',
+     'KTYR',
+     'KTYS',
+     'KUCA',
+     'KUIN',
+     'KUKI',
+     'KUNV',
+     'KVCT',
+     'KVEL',
+     'KVLD',
+     'KVNY',
+     'KVRB',
+     'KWJF',
+     'KWMC',
+     'KWRL',
+     'KWYS',
+     'KY22',
+     'KY26',
+     'KYKM',
+     'KYKN',
+     'KYNG',
+     'KYUM',
+     'KZZV',
+     'LAA',
+     'LAP',
+     'LBY',
+     'LDL',
+     'LHX',
+     'LIC',
+     'LOR',
+     'LRR',
+     'LSF',
+     'LUS',
+     'LVM',
+     'LW1',
+     'MAC',
+     'MAX',
+     'MAZ',
+     'MDPC',
+     'MDPP',
+     'MDSD',
+     'MDST',
+     'MGFL',
+     'MGGT',
+     'MGHT',
+     'MGPB',
+     'MGSJ',
+     'MHAM',
+     'MHCA',
+     'MHCH',
+     'MHLC',
+     'MHLE',
+     'MHLM',
+     'MHNJ',
+     'MHPL',
+     'MHRO',
+     'MHSR',
+     'MHTE',
+     'MHTG',
+     'MHYR',
+     'MIB',
+     'MIE',
+     'MKJP',
+     'MKJS',
+     'MLD',
+     'MMAA',
+     'MMAS',
+     'MMBT',
+     'MMCE',
+     'MMCL',
+     'MMCN',
+     'MMCS',
+     'MMCU',
+     'MMCV',
+     'MMCZ',
+     'MMDO',
+     'MMGL',
+     'MMGM',
+     'MMHO',
+     'MMLP',
+     'MMMA',
+     'MMMD',
+     'MMML',
+     'MMMM',
+     'MMMT',
+     'MMMX',
+     'MMMY',
+     'MMMZ',
+     'MMNL',
+     'MMPR',
+     'MMRX',
+     'MMSD',
+     'MMSP',
+     'MMTC',
+     'MMTJ',
+     'MMTM',
+     'MMTO',
+     'MMTP',
+     'MMUN',
+     'MMVR',
+     'MMZC',
+     'MMZH',
+     'MMZO',
+     'MNMG',
+     'MNPC',
+     'MOR',
+     'MPBO',
+     'MPCH',
+     'MPDA',
+     'MPMG',
+     'MPSA',
+     'MPTO',
+     'MPX',
+     'MRCH',
+     'MRF',
+     'MRLB',
+     'MRLM',
+     'MROC',
+     'MRPV',
+     'MRS',
+     'MSAC',
+     'MSLP',
+     'MSSS',
+     'MTCH',
+     'MTL',
+     'MTPP',
+     'MTV',
+     'MTY',
+     'MUBA',
+     'MUBY',
+     'MUCA',
+     'MUCL',
+     'MUCM',
+     'MUCU',
+     'MUGM',
+     'MUGT',
+     'MUHA',
+     'MUMO',
+     'MUMZ',
+     'MUNG',
+     'MUVR',
+     'MUVT',
+     'MWCR',
+     'MYBS',
+     'MYEG',
+     'MYGF',
+     'MYGW',
+     'MYL',
+     'MYNN',
+     'MZBZ',
+     'MZT',
+     'NCK',
+     'NGX',
+     'NHK',
+     'NID',
+     'NKX',
+     'NOA',
+     'NRU',
+     'NTD',
+     ...]
+
+
+
+.. code:: ipython3
+
+    request.setLocationNames("KFRM")
+    cycles = DataAccessLayer.getAvailableTimes(request, True)
+    times = DataAccessLayer.getAvailableTimes(request)
+    
+    try:
+        fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)
+        list(fcstRun)
+        response = DataAccessLayer.getGeometryData(request,[fcstRun[0]])
+    except:
+        print('No times available')
+        exit
+
+Model Sounding Parameters
+-------------------------
+
+Construct arrays for each parameter to plot (temperature, pressure,
+moisutre (spec. humidity), wind components, and cloud cover)
+
+.. code:: ipython3
+
+    tmp,prs,sh = np.array([]),np.array([]),np.array([])
+    uc,vc,om,cld = np.array([]),np.array([]),np.array([]),np.array([])
+    
+    for ob in response:
+        tmp = np.append(tmp,ob.getNumber("temperature"))
+        prs = np.append(prs,ob.getNumber("pressure"))
+        sh = np.append(sh,ob.getNumber("specHum"))
+        uc = np.append(uc,ob.getNumber("uComp"))
+        vc = np.append(vc,ob.getNumber("vComp"))
+        om = np.append(om,ob.getNumber("omega"))
+        cld = np.append(cld,ob.getNumber("cldCvr"))
+    
+    print("parms    = " + str(ob.getParameters()))
+    print("site     = " + str(ob.getLocationName()))
+    print("geom     = " + str(ob.getGeometry()))
+    print("datetime = " + str(ob.getDataTime()))
+    print("reftime  = " + str(ob.getDataTime().getRefTime()))
+    print("fcstHour = " + str(ob.getDataTime().getFcstTime()))
+    print("period   = " + str(ob.getDataTime().getValidPeriod()))
+
+
+.. parsed-literal::
+
+    parms    = ['temperature', 'pressure', 'vComp', 'uComp', 'cldCvr', 'specHum', 'omega']
+    site     = KFRM
+    geom     = POINT (-94.41999816894531 43.65000152587891)
+    datetime = 2020-09-04 12:00:00
+    reftime  = Sep 04 20 12:00:00 GMT
+    fcstHour = 0
+    period   = (Sep 04 20 12:00:00 , Sep 04 20 12:00:00 )
+
+
+Calculating Dewpoint from Specific Humidity
+-------------------------------------------
+
+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.
+
+**1) MetPy calculated mixing ratio and vapor pressure**
+
+.. code:: ipython3
+
+    t = (tmp-273.15) * units.degC
+    p = prs/100 * units.mbar
+    
+    u,v = uc*1.94384,vc*1.94384 # m/s to knots
+    spd = wind_speed(u*units.knots, v*units.knots)
+    dir = wind_direction(u*units.knots, v*units.knots) * units.deg
+
+.. code:: ipython3
+
+    rmix = (sh/(1-sh)) *1000 * units('g/kg')
+    e = vapor_pressure(p, rmix)
+    td = dewpoint(e)
+
+**2) metpy calculated assuming spec. humidity = mixing ratio**
+
+.. code:: ipython3
+
+    td2 = dewpoint(vapor_pressure(p, sh))
+
+**3) NCEP AWIPS soundingrequest plugin**
+
+based on GEMPAK/NSHARP, from
+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
+
+.. code:: ipython3
+
+    # new arrays
+    ntmp = tmp
+    
+    # where p=pressure(pa), T=temp(C), T0=reference temp(273.16)
+    rh = 0.263*prs*sh / (np.exp(17.67*ntmp/(ntmp+273.15-29.65)))
+    vaps =  6.112 * np.exp((17.67 * ntmp) / (ntmp + 243.5))
+    vapr = rh * vaps / 100
+    dwpc = np.array(243.5 * (np.log(6.112) - np.log(vapr)) / (np.log(vapr) - np.log(6.112) - 17.67)) * units.degC
+
+MetPy SkewT and Hodograph
+-------------------------
+
+.. code:: ipython3
+
+    %matplotlib inline
+    
+    plt.rcParams['figure.figsize'] = (12, 14)
+    
+    # Create a skewT plot
+    skew = SkewT()
+    
+    # Plot the data
+    skew.plot(p, t, 'r', linewidth=2)
+    skew.plot(p, td, 'b', linewidth=2)
+    skew.plot(p, td2, 'y')
+    skew.plot(p, dwpc, 'g', linewidth=2)
+    
+    skew.plot_barbs(p, u, v)
+    skew.ax.set_ylim(1000, 100)
+    skew.ax.set_xlim(-40, 60)
+    
+    plt.title( forecastModel + " " \
+              + ob.getLocationName() \
+              + "("+ str(ob.getGeometry()) + ")" \
+              + ", " + str(ob.getDataTime())
+    )
+    
+    # An example of a slanted line at constant T -- in this case the 0 isotherm
+    l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)
+    
+    # Draw hodograph
+    ax_hod = inset_axes(skew.ax, '40%', '40%', loc=1)
+    h = Hodograph(ax_hod, component_range=spd.max()/units.knots)
+    h.add_grid(increment=20)
+    h.plot_colormapped(u, v, spd)
+    
+    # Show the plot
+    plt.show()
+
+
+
+.. image:: Model_Sounding_Data_files/Model_Sounding_Data_15_0.png
+
+
diff --git a/_sources/examples/generated/NEXRAD_Level3_Radar.rst.txt b/_sources/examples/generated/NEXRAD_Level3_Radar.rst.txt
new file mode 100644
index 0000000..434c901
--- /dev/null
+++ b/_sources/examples/generated/NEXRAD_Level3_Radar.rst.txt
@@ -0,0 +1,386 @@
+===================
+NEXRAD Level3 Radar
+===================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/NEXRAD_Level3_Radar.ipynb>`_
+.. code:: ipython3
+
+    This example plots NEXRAD 3 algorithm, precipitation, and derived products (not base data).
+
+.. code:: ipython3
+
+    import warnings
+    from awips.dataaccess import DataAccessLayer
+    import matplotlib.pyplot as plt
+    import cartopy.crs as ccrs
+    import numpy as np
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    %matplotlib inline
+    
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest("radar")
+    available_locs = DataAccessLayer.getAvailableLocationNames(request)
+    available_locs.sort()
+    list(available_locs)
+    request.setLocationNames("kmhx")
+    availableParms = DataAccessLayer.getAvailableParameters(request)
+    availableParms.sort()
+    #list(availableParms)
+    
+    productIDs = DataAccessLayer.getRadarProductIDs(availableParms)
+    productNames = DataAccessLayer.getRadarProductNames(availableParms)
+    print(productIDs)
+    print(productNames)
+
+
+.. parsed-literal::
+
+    ['134', '135', '138', '141', '159', '161', '163', '165', '166', '169', '170', '171', '172', '173', '174', '175', '176', '177', '19', '20', '27', '32', '37', '41', '56', '57', '58', '78', '80', '81', '94', '99']
+    ['Composite Refl', 'Correlation Coeff', 'Diff Reflectivity', 'Digital Hybrid Scan Refl', 'Digital Inst Precip Rate', 'Digital Precip Array', 'Digital Vert Integ Liq', 'Echo Tops', 'Enhanced Echo Tops', 'Hybrid Hydrometeor Class', 'Hydrometeor Class', 'Melting Layer', 'Mesocyclone', 'One Hour Accum', 'One Hour Diff', 'One Hour Precip', 'One Hour Unbiased Accum', 'Reflectivity', 'Specific Diff Phase', 'Storm Rel Velocity', 'Storm Total Accum', 'Storm Total Diff', 'Storm Total Precip', 'Storm Track', 'User Select Accum', 'Velocity', 'Vert Integ Liq']
+
+
+.. code:: ipython3
+
+    warnings.filterwarnings("ignore",category =RuntimeWarning)
+    
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(16, 16),
+                               subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        gl = ax.gridlines(draw_labels=True)
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+    
+    nexrad_data = {}
+    
+    for prod in productNames:
+        
+        request.setParameters(prod)
+        availableLevels = DataAccessLayer.getAvailableLevels(request)
+        if availableLevels:
+            request.setLevels(availableLevels[0])
+        else:
+            print("No levels found for " + prod)
+            continue
+    
+        cycles = DataAccessLayer.getAvailableTimes(request, True)
+        times = DataAccessLayer.getAvailableTimes(request)
+    
+        if times:
+            print()
+            response = DataAccessLayer.getGridData(request, [times[-1]])
+            print("Recs : ", len(response))
+            
+            if response:
+                grid = response[0]
+            else:
+                continue
+            data = grid.getRawData()
+            lons, lats = grid.getLatLonCoords()
+    
+            nexrad_data[prod] = data
+            
+            print('Time :', str(grid.getDataTime()))
+            flat = np.ndarray.flatten(data)
+            print('Name :', str(grid.getLocationName()))
+            print('Prod :', str(grid.getParameter()))
+            print('Range:' , np.nanmin(flat), " to ", np.nanmax(flat), " (Unit :", grid.getUnit(), ")")
+            print('Size :', str(data.shape))
+            print()
+    
+            cmap = plt.get_cmap('rainbow')
+            bbox = [lons.min()-0.5, lons.max()+0.5, lats.min()-0.5, lats.max()+0.5]
+            fig, ax = make_map(bbox=bbox)
+            cs = ax.pcolormesh(lons, lats, data, cmap=cmap)
+            cbar = fig.colorbar(cs, extend='both', shrink=0.5, orientation='horizontal')
+            cbar.set_label(grid.getParameter() +" " + grid.getLevel() + " " \
+                           + grid.getLocationName() + " (" + prod + "), (" + grid.getUnit() + ") " \
+                           + "valid " + str(grid.getDataTime().getRefTime()))
+            plt.show()
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:37:23
+    Name : kmhx_0.0_464_464
+    Prod : Composite Refl
+    Range: 5.0  to  50.0  (Unit : dBZ )
+    Size : (464, 464)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_1.png
+
+
+.. parsed-literal::
+
+    No levels found for Correlation Coeff
+    No levels found for Diff Reflectivity
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_230_360_0.0_359.0
+    Prod : Digital Hybrid Scan Refl
+    Range: -27.5  to  51.5  (Unit : dBZ )
+    Size : (230, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_3.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : Digital Inst Precip Rate
+    Range: 7.0555557e-09  to  2.3071667e-05  (Unit : m*sec^-1 )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_5.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_13_13
+    Prod : Digital Precip Array
+    Range: 190.0  to  690.0  (Unit : count )
+    Size : (13, 13)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_7.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:37:23
+    Name : kmhx_0.0_460_360_0.0_359.0
+    Prod : Digital Vert Integ Liq
+    Range: 0.0  to  18.834518  (Unit : kg*m^-2 )
+    Size : (460, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_9.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:37:23
+    Name : kmhx_0.0_116_116
+    Prod : Echo Tops
+    Range: 0.0  to  12192.0  (Unit : m )
+    Size : (116, 116)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_11.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:37:23
+    Name : kmhx_0.0_346_360_0.0_359.0
+    Prod : Enhanced Echo Tops
+    Range: nan  to  nan  (Unit : m )
+    Size : (346, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_13.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : Hybrid Hydrometeor Class
+    Range: 1.0  to  14.0  (Unit : count )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_15.png
+
+
+.. parsed-literal::
+
+    No levels found for Hydrometeor Class
+    No levels found for Melting Layer
+    
+    Recs :  0
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_115_360_359.0_359.0
+    Prod : One Hour Accum
+    Range: 0.0  to  0.0127  (Unit : m )
+    Size : (115, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_17.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : One Hour Diff
+    Range: -0.008382  to  0.0027720002  (Unit : m )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_19.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_115_360_359.0_359.0
+    Prod : One Hour Precip
+    Range: 0.0  to  0.0127  (Unit : m )
+    Size : (115, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_21.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : One Hour Unbiased Accum
+    Range: 2.5775646e-05  to  0.017472787  (Unit : m )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_23.png
+
+
+.. parsed-literal::
+
+    No levels found for Reflectivity
+    No levels found for Specific Diff Phase
+    No levels found for Storm Rel Velocity
+    
+    Recs :  2
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : Storm Total Accum
+    Range: 0.000508  to  0.082804  (Unit : m )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_25.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : Storm Total Diff
+    Range: -0.08255  to  0.019499999  (Unit : m )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_27.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  2
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_116_360_0.0_359.0
+    Prod : Storm Total Precip
+    Range: 0.0  to  0.088392  (Unit : m )
+    Size : (116, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_29.png
+
+
+.. parsed-literal::
+
+    
+    Recs :  0
+    
+    Recs :  1
+    Time : 2018-10-17 16:11:08
+    Name : kmhx_0.0_920_360_0.0_359.0
+    Prod : User Select Accum
+    Range: 2.5399999e-05  to  0.033959802  (Unit : m )
+    Size : (920, 360)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_31.png
+
+
+.. parsed-literal::
+
+    No levels found for Velocity
+    
+    Recs :  1
+    Time : 2018-10-17 16:42:31
+    Name : kmhx_0.0_116_116
+    Prod : Vert Integ Liq
+    Range: 1.0  to  20.0  (Unit : kg*m^-2 )
+    Size : (116, 116)
+    
+
+
+
+.. image:: NEXRAD_Level3_Radar_files/NEXRAD_Level3_Radar_2_33.png
+
diff --git a/_sources/examples/generated/Precip_Accumulation-Region_Of_Interest.rst.txt b/_sources/examples/generated/Precip_Accumulation-Region_Of_Interest.rst.txt
new file mode 100644
index 0000000..11b965b
--- /dev/null
+++ b/_sources/examples/generated/Precip_Accumulation-Region_Of_Interest.rst.txt
@@ -0,0 +1,215 @@
+======================================
+Precip Accumulation-Region Of Interest
+======================================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Precip_Accumulation-Region_Of_Interest.ipynb>`_
+A way to determine areas of greatest precipitation and generate imagery
+for that sector.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    import cartopy.crs as ccrs
+    import matplotlib.pyplot as plt
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    from metpy.units import units
+    import numpy as np
+    from shapely.geometry import Point, Polygon
+    
+    %matplotlib inline
+    
+    conus=[-120, -65, 28, 50]
+    conus_envelope = Polygon([(conus[0],conus[2]),(conus[0],conus[3]),
+                              (conus[1],conus[3]),(conus[1],conus[2]),
+                              (conus[0],conus[2])])
+    
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest("grid", envelope=conus_envelope)
+    request.setLocationNames("NAM40")
+    request.setLevels("0.0SFC")
+    request.setParameters("TP")
+    
+    cycles = DataAccessLayer.getAvailableTimes(request, True)
+    times = DataAccessLayer.getAvailableTimes(request)
+    fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)
+
+Calculate accumulated precipitation
+
+.. code:: ipython3
+
+    for i, tt in enumerate(fcstRun):
+        response = DataAccessLayer.getGridData(request, [tt])
+        grid = response[0]
+        if i>0:
+            data += grid.getRawData()
+        else:
+            data = grid.getRawData()
+        data[data <= -9999] = 0
+        print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)
+        
+    
+    lons, lats = grid.getLatLonCoords()
+    bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
+    fcstHr = int(grid.getDataTime().getFcstTime()/3600)
+    
+    tp_inch = data * (0.0393701)
+    print(tp_inch.min(), tp_inch.max())
+
+
+.. parsed-literal::
+
+    0.0 0.0 0.0
+    0.0 32.1875 3.0
+    0.0 52.125 6.0
+    0.0 74.375 9.0
+    0.0 77.125 12.0
+    0.0 78.625 15.0
+    0.0 78.75 18.0
+    0.0 78.75 21.0
+    0.0 79.375 24.0
+    0.0 82.25 27.0
+    0.0 84.0 30.0
+    0.0 84.6875 33.0
+    0.0 85.625 36.0
+    0.0 87.3125 39.0
+    0.0 87.75 42.0
+    0.0 87.75 45.0
+    0.0 89.375 48.0
+    0.0 127.875 51.0
+    0.0 139.5625 54.0
+    0.0 139.6875 57.0
+    0.0 140.5625 60.0
+    0.0 140.625 63.0
+    0.0 140.625 66.0
+    0.0 140.625 69.0
+    0.0 140.625 72.0
+    0.0 140.625 75.0
+    0.0 140.625 78.0
+    0.0 140.625 81.0
+    0.0 140.625 84.0
+    0.0 5.5364203
+
+
+Determine lat/lon of maximum rainfall value:
+
+.. code:: ipython3
+
+    ii,jj = np.where(tp_inch==tp_inch.max())
+    i=ii[0]
+    j=jj[0]
+    point = Point(lons[i][j], lats[i][j])
+
+Draw CONUS map
+
+.. code:: ipython3
+
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(20, 14),
+                subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        return fig, ax
+    
+    cmap = plt.get_cmap('rainbow')
+    fig, ax = make_map(bbox=bbox)
+    cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)
+    cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')
+    cbar.set_label(grid.getLocationName() + " Total precipitation in inches, " \
+                   + str(fcstHr) + "-hr fcst valid " + str(grid.getDataTime().getRefTime()))
+    
+    ax.scatter(point.x, point.y, s=300,
+               transform=ccrs.PlateCarree(),marker="+",facecolor='black')
+    
+    inc = 3.5
+    box=[point.x-inc, point.x+inc, point.y-inc, point.y+inc]
+    polygon = Polygon([(box[0],box[2]),(box[0],box[3]), 
+                       (box[1],box[3]),(box[1],box[2]),
+                       (box[0],box[2])])
+    ax.add_geometries([polygon], ccrs.PlateCarree(), facecolor='none', edgecolor='white', linewidth=2)
+
+
+
+
+.. parsed-literal::
+
+    <cartopy.mpl.feature_artist.FeatureArtist at 0x11b971da0>
+
+
+
+
+.. image:: Precip_Accumulation-Region_Of_Interest_files/Precip_Accumulation-Region_Of_Interest_7_1.png
+
+
+Now create a new gridded data request with a geometry envelope for our
+Region of Interest
+
+.. code:: ipython3
+
+    request = DataAccessLayer.newDataRequest("grid", envelope=polygon)
+    request.setLocationNames("HRRR")
+    request.setLevels("0.0SFC")
+    request.setParameters("TP")
+    
+    cycles = DataAccessLayer.getAvailableTimes(request, True)
+    times = DataAccessLayer.getAvailableTimes(request)
+    fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)
+    
+    
+    for i, tt in enumerate(fcstRun):
+        response = DataAccessLayer.getGridData(request, [tt])
+        grid = response[0]
+        if i>0:
+            data += grid.getRawData()
+        else:
+            data = grid.getRawData()
+        data[data <= -9999] = 0
+        print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)
+        
+    
+    lons, lats = grid.getLatLonCoords()
+    bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
+    fcstHr = int(grid.getDataTime().getFcstTime()/3600)
+    
+    tp_inch = data * (0.0393701)
+    print(tp_inch.min(), tp_inch.max())
+    
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(20, 14),
+                subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        return fig, ax
+    
+    cmap = plt.get_cmap('rainbow')
+    fig, ax = make_map(bbox=box)
+    cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)
+    cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')
+    cbar.set_label(grid.getLocationName() + " Total precipitation in inches, " \
+                   + str(fcstHr) + "-hr fcst valid " + str(grid.getDataTime().getRefTime()))
+
+
+.. parsed-literal::
+
+    0.0 1.853 1.0
+    0.0 3.5290003 2.0
+    0.0 5.0290003 3.0
+    0.0 5.051 4.0
+    0.0 5.2960005 5.0
+    0.0 5.2960005 6.0
+    0.0 5.8269997 7.0
+    0.0 6.1790004 8.0
+    0.0 6.1890006 9.0
+    0.0 9.071 10.0
+    0.0 10.812 11.0
+    0.0 14.718 12.0
+    0.0 18.295 13.0
+    0.0 21.339 14.0
+    0.0 22.626 15.0
+    0.0 28.670002 16.0
+    0.0 32.334 17.0
+    0.0 36.628002 18.0
+    0.0 1.4420482
+
+
+
+.. image:: Precip_Accumulation-Region_Of_Interest_files/Precip_Accumulation-Region_Of_Interest_9_1.png
+
diff --git a/_sources/examples/generated/Regional_Surface_Obs_Plot.rst.txt b/_sources/examples/generated/Regional_Surface_Obs_Plot.rst.txt
new file mode 100644
index 0000000..c7d47a0
--- /dev/null
+++ b/_sources/examples/generated/Regional_Surface_Obs_Plot.rst.txt
@@ -0,0 +1,344 @@
+=========================
+Regional Surface Obs Plot
+=========================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Regional_Surface_Obs_Plot.ipynb>`_
+This exercise creates a surface observsation station plot for the state
+of Florida, using both METAR (datatype *obs*) and Synoptic (datatype
+*sfcobs*). Because we are using the AWIPS Map Database for state and
+county boundaries, there is no use of Cartopy ``cfeature`` in this
+exercise.
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange
+    from datetime import datetime, timedelta
+    import numpy as np
+    import cartopy.crs as ccrs
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    from cartopy.feature import ShapelyFeature
+    from shapely.geometry import Polygon
+    import matplotlib.pyplot as plt
+    from metpy.units import units
+    from metpy.calc import wind_components
+    from metpy.plots import simple_layout, StationPlot, StationPlotLayout
+    import warnings
+    %matplotlib inline
+    
+    def get_cloud_cover(code):
+        if 'OVC' in code:
+            return 1.0
+        elif 'BKN' in code:
+            return 6.0/8.0
+        elif 'SCT' in code:
+            return 4.0/8.0
+        elif 'FEW' in code:
+            return 2.0/8.0
+        else:
+            return 0
+
+.. code:: ipython3
+
+    # EDEX request for a single state
+    edexServer = "edex-cloud.unidata.ucar.edu"
+    DataAccessLayer.changeEDEXHost(edexServer)
+    request = DataAccessLayer.newDataRequest('maps')
+    request.addIdentifier('table', 'mapdata.states')
+    request.addIdentifier('state', 'FL')
+    request.addIdentifier('geomField', 'the_geom')
+    request.setParameters('state','name','lat','lon')
+    response = DataAccessLayer.getGeometryData(request)
+    record = response[0]
+    print("Found " + str(len(response)) + " MultiPolygon")
+    state={}
+    state['name'] = record.getString('name')
+    state['state'] = record.getString('state')
+    state['lat'] = record.getNumber('lat')
+    state['lon'] = record.getNumber('lon')
+    #state['geom'] = record.getGeometry()
+    state['bounds'] = record.getGeometry().bounds
+    print(state['name'], state['state'], state['lat'], state['lon'], state['bounds'])
+    print()
+    
+    # EDEX request for multiple states
+    request = DataAccessLayer.newDataRequest('maps')
+    request.addIdentifier('table', 'mapdata.states')
+    request.addIdentifier('geomField', 'the_geom')
+    request.addIdentifier('inLocation', 'true')
+    request.addIdentifier('locationField', 'state')
+    request.setParameters('state','name','lat','lon')
+    request.setLocationNames('FL','GA','MS','AL','SC','LA')
+    response = DataAccessLayer.getGeometryData(request)
+    print("Found " + str(len(response)) + " MultiPolygons")
+    
+    # Append each geometry to a numpy array
+    states = np.array([])
+    for ob in response:
+        print(ob.getString('name'), ob.getString('state'), ob.getNumber('lat'), ob.getNumber('lon'))
+        states = np.append(states,ob.getGeometry())
+
+
+.. parsed-literal::
+
+    Found 1 MultiPolygon
+    Florida FL 28.67402 -82.50934 (-87.63429260299995, 24.521051616000022, -80.03199876199994, 31.001012802000048)
+    
+    Found 6 MultiPolygons
+    Florida FL 28.67402 -82.50934
+    Georgia GA 32.65155 -83.44848
+    Louisiana LA 31.0891 -92.02905
+    Alabama AL 32.79354 -86.82676
+    Mississippi MS 32.75201 -89.66553
+    South Carolina SC 33.93574 -80.89899
+
+
+Now make sure we can plot the states with a lat/lon grid.
+
+.. code:: ipython3
+
+    def make_map(bbox, proj=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(16,12),subplot_kw=dict(projection=proj))
+        ax.set_extent(bbox)
+        gl = ax.gridlines(draw_labels=True, color='#e7e7e7')
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+    
+    # buffer our bounds by +/i degrees lat/lon
+    bounds = state['bounds']
+    bbox=[bounds[0]-3,bounds[2]+3,bounds[1]-1.5,bounds[3]+1.5]
+    
+    fig, ax = make_map(bbox=bbox)
+    shape_feature = ShapelyFeature(states,ccrs.PlateCarree(), 
+                        facecolor='none', linestyle="-",edgecolor='#000000',linewidth=2)
+    ax.add_feature(shape_feature)
+
+
+
+
+.. parsed-literal::
+
+    <cartopy.mpl.feature_artist.FeatureArtist at 0x11dcfedd8>
+
+
+
+
+.. image:: Regional_Surface_Obs_Plot_files/Regional_Surface_Obs_Plot_4_1.png
+
+
+--------------
+
+Plot METAR (obs)
+----------------
+
+Here we use a spatial envelope to limit the request to the boundary or
+our plot. Without such a filter you may be requesting many tens of
+thousands of records.
+
+.. code:: ipython3
+
+    # Create envelope geometry
+    envelope = Polygon([(bbox[0],bbox[2]),(bbox[0],bbox[3]),
+                        (bbox[1], bbox[3]),(bbox[1],bbox[2]),
+                        (bbox[0],bbox[2])])
+    
+    # New obs request
+    DataAccessLayer.changeEDEXHost(edexServer)
+    request = DataAccessLayer.newDataRequest("obs", envelope=envelope)
+    availableProducts = DataAccessLayer.getAvailableParameters(request)
+    single_value_params = ["timeObs", "stationName", "longitude", "latitude", 
+                           "temperature", "dewpoint", "windDir",
+                           "windSpeed", "seaLevelPress"]
+    multi_value_params = ["presWeather", "skyCover", "skyLayerBase"]
+    params = single_value_params + multi_value_params
+    request.setParameters(*(params))
+    
+    # Time range
+    lastHourDateTime = datetime.utcnow() - timedelta(minutes = 60)
+    start = lastHourDateTime.strftime('%Y-%m-%d %H:%M:%S')
+    end = datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S')
+    
+    beginRange = datetime.strptime( start , "%Y-%m-%d %H:%M:%S")
+    endRange = datetime.strptime( end , "%Y-%m-%d %H:%M:%S")
+    timerange = TimeRange(beginRange, endRange)
+    # Get response
+    response = DataAccessLayer.getGeometryData(request,timerange)
+    # function getMetarObs was added in python-awips 18.1.4
+    obs = DataAccessLayer.getMetarObs(response)
+    print("Found " + str(len(response)) + " records")
+    print("Using " + str(len(obs['temperature'])) + " temperature records")
+
+
+.. parsed-literal::
+
+    Found 3468 records
+    Using 152 temperature records
+
+
+Next grab the simple variables out of the data we have (attaching
+correct units), and put them into a dictionary that we will hand the
+plotting function later:
+
+-  Get wind components from speed and direction
+-  Convert cloud fraction values to integer codes [0 - 8]
+-  Map METAR weather codes to WMO codes for weather symbols
+
+.. code:: ipython3
+
+    data = dict()
+    data['stid'] = np.array(obs['stationName'])
+    data['latitude']  = np.array(obs['latitude'])
+    data['longitude'] = np.array(obs['longitude'])
+    tmp = np.array(obs['temperature'], dtype=float)
+    dpt = np.array(obs['dewpoint'], dtype=float)
+    
+    # Suppress nan masking warnings
+    warnings.filterwarnings("ignore",category =RuntimeWarning)
+    
+    tmp[tmp == -9999.0] = 'nan'
+    dpt[dpt == -9999.] = 'nan' 
+    data['air_temperature'] = tmp * units.degC
+    data['dew_point_temperature'] = dpt * units.degC
+    data['air_pressure_at_sea_level'] = np.array(obs['seaLevelPress'])* units('mbar')
+    direction = np.array(obs['windDir'])
+    direction[direction == -9999.0] = 'nan'
+    u, v = wind_components(np.array(obs['windSpeed']) * units('knots'),
+                               direction * units.degree)
+    data['eastward_wind'], data['northward_wind'] = u, v
+    data['cloud_coverage'] = [int(get_cloud_cover(x)*8) for x in obs['skyCover']]
+    data['present_weather'] = obs['presWeather']
+    proj = ccrs.LambertConformal(central_longitude=state['lon'], central_latitude=state['lat'],
+                                 standard_parallels=[35])
+    custom_layout = StationPlotLayout()
+    custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')
+    custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')
+    custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')
+    custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')
+    ax.set_title(str(response[-1].getDataTime()) + " | METAR Surface Obs | " + edexServer)
+    stationplot = StationPlot(ax, data['longitude'], data['latitude'], clip_on=True,
+                              transform=ccrs.PlateCarree(), fontsize=10)
+    custom_layout.plot(stationplot, data)
+    fig
+
+
+
+
+.. image:: Regional_Surface_Obs_Plot_files/Regional_Surface_Obs_Plot_8_0.png
+
+
+
+--------------
+
+Plot Synoptic (sfcobs)
+----------------------
+
+.. code:: ipython3
+
+    # New sfcobs/SYNOP request
+    DataAccessLayer.changeEDEXHost(edexServer)
+    request = DataAccessLayer.newDataRequest("sfcobs", envelope=envelope)
+    availableProducts = DataAccessLayer.getAvailableParameters(request)
+    # (sfcobs) uses stationId, while (obs) uses stationName,
+    # the rest of these parameters are the same.
+    single_value_params = ["timeObs", "stationId", "longitude", "latitude", 
+                           "temperature", "dewpoint", "windDir",
+                           "windSpeed", "seaLevelPress"]
+    multi_value_params = ["presWeather", "skyCover", "skyLayerBase"]
+    pres_weather, sky_cov, sky_layer_base = [],[],[]
+    params = single_value_params + multi_value_params
+    request.setParameters(*(params))
+    
+    # Time range
+    lastHourDateTime = datetime.utcnow() - timedelta(minutes = 60)
+    start = lastHourDateTime.strftime('%Y-%m-%d %H:%M:%S')
+    end = datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S')
+    
+    beginRange = datetime.strptime( start , "%Y-%m-%d %H:%M:%S")
+    endRange = datetime.strptime( end , "%Y-%m-%d %H:%M:%S")
+    timerange = TimeRange(beginRange, endRange)
+    
+    # Get response
+    response = DataAccessLayer.getGeometryData(request,timerange)
+    # function getSynopticObs was added in python-awips 18.1.4
+    sfcobs = DataAccessLayer.getSynopticObs(response)
+    print("Found " + str(len(response)) + " records")
+    print("Using " + str(len(sfcobs['temperature'])) + " temperature records")
+
+
+.. parsed-literal::
+
+    Found 260 records
+    Using 78 temperature records
+
+
+.. code:: ipython3
+
+    data = dict()
+    data['stid'] = np.array(sfcobs['stationId'])
+    data['lat']  = np.array(sfcobs['latitude'])
+    data['lon'] = np.array(sfcobs['longitude'])
+    
+    # Synop/sfcobs temps are stored in kelvin (degC for METAR/obs)
+    tmp = np.array(sfcobs['temperature'], dtype=float)
+    dpt = np.array(sfcobs['dewpoint'], dtype=float)
+    direction = np.array(sfcobs['windDir'])
+    # Account for missing values
+    tmp[tmp == -9999.0] = 'nan'
+    dpt[dpt == -9999.] = 'nan'
+    direction[direction == -9999.0] = 'nan'
+    
+    data['air_temperature'] = tmp * units.kelvin
+    data['dew_point_temperature'] = dpt * units.kelvin
+    data['air_pressure_at_sea_level'] = np.array(sfcobs['seaLevelPress'])* units('mbar')
+    try:
+        data['eastward_wind'], data['northward_wind'] = wind_components(
+            np.array(sfcobs['windSpeed']) * units('knots'),direction * units.degree)
+        data['present_weather'] = sfcobs['presWeather']
+    except ValueError:
+        pass
+    
+    fig_synop, ax_synop = make_map(bbox=bbox)
+    shape_feature = ShapelyFeature(states,ccrs.PlateCarree(), 
+                        facecolor='none', linestyle="-",edgecolor='#000000',linewidth=2)
+    ax_synop.add_feature(shape_feature)
+    
+    custom_layout = StationPlotLayout()
+    custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')
+    custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')
+    custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')
+    custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')
+    ax_synop.set_title(str(response[-1].getDataTime()) + " | SYNOP Surface Obs | " + edexServer)
+    stationplot = StationPlot(ax_synop, data['lon'], data['lat'], clip_on=True,
+                              transform=ccrs.PlateCarree(), fontsize=10)
+    custom_layout.plot(stationplot, data)
+
+
+
+.. image:: Regional_Surface_Obs_Plot_files/Regional_Surface_Obs_Plot_11_0.png
+
+
+--------------
+
+Plot both METAR and SYNOP
+-------------------------
+
+.. code:: ipython3
+
+    custom_layout = StationPlotLayout()
+    custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')
+    custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')
+    custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')
+    custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')
+    ax.set_title(str(response[-1].getDataTime()) + " | METAR/SYNOP Surface Obs | " + edexServer)
+    stationplot = StationPlot(ax, data['lon'], data['lat'], clip_on=True,
+                              transform=ccrs.PlateCarree(), fontsize=10)
+    custom_layout.plot(stationplot, data)
+    fig
+
+
+
+
+.. image:: Regional_Surface_Obs_Plot_files/Regional_Surface_Obs_Plot_13_0.png
+
+
diff --git a/_sources/examples/generated/Satellite_Imagery.rst.txt b/_sources/examples/generated/Satellite_Imagery.rst.txt
new file mode 100644
index 0000000..5f6ee52
--- /dev/null
+++ b/_sources/examples/generated/Satellite_Imagery.rst.txt
@@ -0,0 +1,664 @@
+=================
+Satellite Imagery
+=================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Satellite_Imagery.ipynb>`_
+Satellite images are returned by Python AWIPS as grids, and can be
+rendered with Cartopy pcolormesh the same as gridded forecast models in
+other python-awips examples.
+
+Available Sources, Creating Entities, Sectors, and Products
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    import cartopy.crs as ccrs
+    import cartopy.feature as cfeat
+    import matplotlib.pyplot as plt
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    import numpy as np
+    import datetime
+    
+    # Create an EDEX data request
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("satellite")
+    
+    # get optional identifiers for satellite datatype
+    identifiers = set(DataAccessLayer.getOptionalIdentifiers(request))
+    
+    print("Available Identifiers:")
+    for id in identifiers:
+        if id.lower() == 'datauri':
+            continue
+        print(" - " + id)
+
+
+.. parsed-literal::
+
+    Available Identifiers:
+     - physicalElement
+     - creatingEntity
+     - source
+     - sectorID
+
+
+.. code:: ipython3
+
+    # Show available sources
+    identifier = "source"
+    sources = DataAccessLayer.getIdentifierValues(request, identifier)
+    print(identifier + ":")
+    print(list(sources))
+
+
+.. parsed-literal::
+
+    source:
+    ['NESDIS', 'WCDAS', 'NSOF', 'UCAR', 'McIDAS']
+
+
+.. code:: ipython3
+
+    # Show available creatingEntities
+    identifier = "creatingEntity"
+    creatingEntities = DataAccessLayer.getIdentifierValues(request, identifier)
+    print(identifier + ":")
+    print(list(creatingEntities))
+
+
+.. parsed-literal::
+
+    creatingEntity:
+    ['GOES-16', 'Composite', 'GOES-15(P)', 'POES-NPOESS', 'UNIWISC', 'GOES-11(L)', 'Miscellaneous', 'GOES-17', 'NEXRCOMP']
+
+
+.. code:: ipython3
+
+    # Show available sectorIDs
+    identifier = "sectorID"
+    sectorIDs = DataAccessLayer.getIdentifierValues(request, identifier)
+    print(identifier + ":")
+    print(list(sectorIDs))
+
+
+.. parsed-literal::
+
+    sectorID:
+    ['EMESO-2', 'Northern Hemisphere Composite', 'EFD', 'TCONUS', 'Arctic', 'TFD', 'PRREGI', 'GOES-Sounder', 'EMESO-1', 'NEXRCOMP', 'ECONUS', 'GOES-West', 'Antarctic', 'GOES-East', 'Supernational', 'West CONUS', 'NH Composite - Meteosat-GOES E-GOES W-GMS']
+
+
+.. code:: ipython3
+
+    # Contrust a full satellite product tree
+    for entity in creatingEntities:
+        print(entity)
+        request = DataAccessLayer.newDataRequest("satellite")
+        request.addIdentifier("creatingEntity", entity)
+        availableSectors = DataAccessLayer.getAvailableLocationNames(request)
+        availableSectors.sort()
+        for sector in availableSectors:
+            print(" - " + sector)
+            request.setLocationNames(sector)
+            availableProducts = DataAccessLayer.getAvailableParameters(request)
+            availableProducts.sort()
+            for product in availableProducts:
+                print("    - " + product)
+
+
+.. parsed-literal::
+
+    GOES-16
+     - ECONUS
+        - ACTP
+        - ADP
+        - AOD
+        - CAPE
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+        - CSM
+        - CTH
+        - FDC Area
+        - FDC Power
+        - FDC Temp
+        - KI
+        - LI
+        - LST
+        - SI
+        - TPW
+        - TT
+        - VMP-0.00hPa
+        - VMP-0.02hPa
+        - VMP-0.04hPa
+        - VMP-0.08hPa
+        - VMP-0.14hPa
+        - VMP-0.22hPa
+        - VMP-0.35hPa
+        - VMP-0.51hPa
+        - VMP-0.71hPa
+        - VMP-0.98hPa
+        - VMP-1.30hPa
+        - VMP-1.69hPa
+        - VMP-1013.95hPa
+        - VMP-103.02hPa
+        - VMP-1042.23hPa
+        - VMP-1070.92hPa
+        - VMP-11.00hPa
+        - VMP-110.24hPa
+        - VMP-1100.00hPa
+        - VMP-117.78hPa
+        - VMP-12.65hPa
+        - VMP-125.65hPa
+        - VMP-133.85hPa
+        - VMP-14.46hPa
+        - VMP-142.38hPa
+        - VMP-151.27hPa
+        - VMP-16.43hPa
+        - VMP-160.50hPa
+        - VMP-170.08hPa
+        - VMP-18.58hPa
+        - VMP-180.02hPa
+        - VMP-190.32hPa
+        - VMP-2.15hPa
+        - VMP-2.70hPa
+        - VMP-20.92hPa
+        - VMP-200.99hPa
+        - VMP-212.03hPa
+        - VMP-223.44hPa
+        - VMP-23.45hPa
+        - VMP-235.23hPa
+        - VMP-247.41hPa
+        - VMP-259.97hPa
+        - VMP-26.18hPa
+        - VMP-272.92hPa
+        - VMP-286.26hPa
+        - VMP-29.12hPa
+        - VMP-3.34hPa
+        - VMP-300.00hPa
+        - VMP-314.14hPa
+        - VMP-32.27hPa
+        - VMP-328.68hPa
+        - VMP-343.62hPa
+        - VMP-35.65hPa
+        - VMP-358.97hPa
+        - VMP-374.72hPa
+        - VMP-39.26hPa
+        - VMP-390.89hPa
+        - VMP-4.08hPa
+        - VMP-4.92hPa
+        - VMP-407.47hPa
+        - VMP-424.47hPa
+        - VMP-43.10hPa
+        - VMP-441.88hPa
+        - VMP-459.71hPa
+        - VMP-47.19hPa
+        - VMP-477.96hPa
+        - VMP-496.63hPa
+        - VMP-5.88hPa
+        - VMP-51.53hPa
+        - VMP-515.72hPa
+        - VMP-535.23hPa
+        - VMP-555.17hPa
+        - VMP-56.13hPa
+        - VMP-575.52hPa
+        - VMP-596.31hPa
+        - VMP-6.96hPa
+        - VMP-60.99hPa
+        - VMP-617.51hPa
+        - VMP-639.14hPa
+        - VMP-66.13hPa
+        - VMP-661.19hPa
+        - VMP-683.67hPa
+        - VMP-706.57hPa
+        - VMP-71.54hPa
+        - VMP-729.89hPa
+        - VMP-753.63hPa
+        - VMP-77.24hPa
+        - VMP-777.79hPa
+        - VMP-8.17hPa
+        - VMP-802.37hPa
+        - VMP-827.37hPa
+        - VMP-83.23hPa
+        - VMP-852.79hPa
+        - VMP-878.62hPa
+        - VMP-89.52hPa
+        - VMP-9.51hPa
+        - VMP-904.87hPa
+        - VMP-931.52hPa
+        - VMP-958.59hPa
+        - VMP-96.11hPa
+        - VMP-986.07hPa
+        - VTP-0.00hPa
+        - VTP-0.02hPa
+        - VTP-0.04hPa
+        - VTP-0.08hPa
+        - VTP-0.14hPa
+        - VTP-0.22hPa
+        - VTP-0.35hPa
+        - VTP-0.51hPa
+        - VTP-0.71hPa
+        - VTP-0.98hPa
+        - VTP-1.30hPa
+        - VTP-1.69hPa
+        - VTP-1013.95hPa
+        - VTP-103.02hPa
+        - VTP-1042.23hPa
+        - VTP-1070.92hPa
+        - VTP-11.00hPa
+        - VTP-110.24hPa
+        - VTP-1100.00hPa
+        - VTP-117.78hPa
+        - VTP-12.65hPa
+        - VTP-125.65hPa
+        - VTP-133.85hPa
+        - VTP-14.46hPa
+        - VTP-142.38hPa
+        - VTP-151.27hPa
+        - VTP-16.43hPa
+        - VTP-160.50hPa
+        - VTP-170.08hPa
+        - VTP-18.58hPa
+        - VTP-180.02hPa
+        - VTP-190.32hPa
+        - VTP-2.15hPa
+        - VTP-2.70hPa
+        - VTP-20.92hPa
+        - VTP-200.99hPa
+        - VTP-212.03hPa
+        - VTP-223.44hPa
+        - VTP-23.45hPa
+        - VTP-235.23hPa
+        - VTP-247.41hPa
+        - VTP-259.97hPa
+        - VTP-26.18hPa
+        - VTP-272.92hPa
+        - VTP-286.26hPa
+        - VTP-29.12hPa
+        - VTP-3.34hPa
+        - VTP-300.00hPa
+        - VTP-314.14hPa
+        - VTP-32.27hPa
+        - VTP-328.68hPa
+        - VTP-343.62hPa
+        - VTP-35.65hPa
+        - VTP-358.97hPa
+        - VTP-374.72hPa
+        - VTP-39.26hPa
+        - VTP-390.89hPa
+        - VTP-4.08hPa
+        - VTP-4.92hPa
+        - VTP-407.47hPa
+        - VTP-424.47hPa
+        - VTP-43.10hPa
+        - VTP-441.88hPa
+        - VTP-459.71hPa
+        - VTP-47.19hPa
+        - VTP-477.96hPa
+        - VTP-496.63hPa
+        - VTP-5.88hPa
+        - VTP-51.53hPa
+        - VTP-515.72hPa
+        - VTP-535.23hPa
+        - VTP-555.17hPa
+        - VTP-56.13hPa
+        - VTP-575.52hPa
+        - VTP-596.31hPa
+        - VTP-6.96hPa
+        - VTP-60.99hPa
+        - VTP-617.51hPa
+        - VTP-639.14hPa
+        - VTP-66.13hPa
+        - VTP-661.19hPa
+        - VTP-683.67hPa
+        - VTP-706.57hPa
+        - VTP-71.54hPa
+        - VTP-729.89hPa
+        - VTP-753.63hPa
+        - VTP-77.24hPa
+        - VTP-777.79hPa
+        - VTP-8.17hPa
+        - VTP-802.37hPa
+        - VTP-827.37hPa
+        - VTP-83.23hPa
+        - VTP-852.79hPa
+        - VTP-878.62hPa
+        - VTP-89.52hPa
+        - VTP-9.51hPa
+        - VTP-904.87hPa
+        - VTP-931.52hPa
+        - VTP-958.59hPa
+        - VTP-96.11hPa
+        - VTP-986.07hPa
+     - EFD
+        - ACTP
+        - ADP
+        - AOD
+        - CAPE
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+        - CSM
+        - CTH
+        - CTT
+        - FDC Area
+        - FDC Power
+        - FDC Temp
+        - KI
+        - LI
+        - LST
+        - RRQPE
+        - SI
+        - SST
+        - TPW
+        - TT
+        - VAH
+        - VAML
+     - EMESO-1
+        - ACTP
+        - ADP
+        - CAPE
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+        - CSM
+        - CTH
+        - CTT
+        - KI
+        - LI
+        - LST
+        - SI
+        - TPW
+        - TT
+     - EMESO-2
+        - ACTP
+        - ADP
+        - CAPE
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+        - CSM
+        - CTH
+        - CTT
+        - KI
+        - LI
+        - LST
+        - SI
+        - TPW
+        - TT
+     - PRREGI
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+    Composite
+     - NH Composite - Meteosat-GOES E-GOES W-GMS
+        - Imager 11 micron IR
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+     - Supernational
+        - Gridded Cloud Amount
+        - Gridded Cloud Top Pressure or Height
+        - Sounder Based Derived Lifted Index (LI)
+        - Sounder Based Derived Precipitable Water (PW)
+        - Sounder Based Derived Surface Skin Temp (SFC Skin)
+    GOES-15(P)
+     - Northern Hemisphere Composite
+        - Imager 11 micron IR
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+     - Supernational
+        - Imager 11 micron IR
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+     - West CONUS
+        - Imager 11 micron IR
+        - Imager 13 micron IR
+        - Imager 3.9 micron IR
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+        - Sounder 11.03 micron imagery
+        - Sounder 14.06 micron imagery
+        - Sounder 3.98 micron imagery
+        - Sounder 4.45 micron imagery
+        - Sounder 6.51 micron imagery
+        - Sounder 7.02 micron imagery
+        - Sounder 7.43 micron imagery
+        - Sounder Visible imagery
+    POES-NPOESS
+     - Supernational
+        - Rain fall rate
+    UNIWISC
+     - Antarctic
+        - Imager 11 micron IR
+        - Imager 12 micron IR
+        - Imager 3.5-4.0 micron IR (Fog)
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+     - Arctic
+        - Imager 11 micron IR
+        - Imager 12 micron IR
+        - Imager 3.5-4.0 micron IR (Fog)
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+     - GOES-East
+        - Imager 11 micron IR
+        - Imager 13 micron IR
+        - Imager 3.5-4.0 micron IR (Fog)
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+     - GOES-Sounder
+        - CAPE
+        - Sounder Based Derived Lifted Index (LI)
+        - Sounder Based Derived Precipitable Water (PW)
+        - Sounder Based Total Column Ozone
+     - GOES-West
+        - Imager 11 micron IR
+        - Imager 13 micron IR
+        - Imager 3.5-4.0 micron IR (Fog)
+        - Imager 6.7-6.5 micron IR (WV)
+        - Imager Visible
+    GOES-11(L)
+     - West CONUS
+        - Low cloud base imagery
+    Miscellaneous
+     - Supernational
+        - Percent of Normal TPW
+        - Sounder Based Derived Precipitable Water (PW)
+    GOES-17
+     - TCONUS
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+     - TFD
+        - CH-01-0.47um
+        - CH-02-0.64um
+        - CH-03-0.87um
+        - CH-04-1.38um
+        - CH-05-1.61um
+        - CH-06-2.25um
+        - CH-07-3.90um
+        - CH-08-6.19um
+        - CH-09-6.95um
+        - CH-10-7.34um
+        - CH-11-8.50um
+        - CH-12-9.61um
+        - CH-13-10.35um
+        - CH-14-11.20um
+        - CH-15-12.30um
+        - CH-16-13.30um
+    NEXRCOMP
+     - NEXRCOMP
+        - DHR
+        - DVL
+        - EET
+        - HHC
+        - N0R
+        - N1P
+        - NTP
+
+
+GOES 16 Mesoscale Sectors
+-------------------------
+
+Define our imports, and define our map properties first.
+
+.. code:: ipython3
+
+    %matplotlib inline
+    
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(10,12),
+                subplot_kw=dict(projection=projection))
+        if bbox[0] is not np.nan:
+            ax.set_extent(bbox)
+        ax.coastlines(resolution='50m')
+        gl = ax.gridlines(draw_labels=True)
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+    
+    sectors = ["EMESO-1","EMESO-2"]
+    fig = plt.figure(figsize=(16,7*len(sectors)))
+    
+    for i, sector in enumerate(sectors):
+    
+        request = DataAccessLayer.newDataRequest()
+        request.setDatatype("satellite")
+        request.setLocationNames(sector)
+        request.setParameters("CH-13-10.35um")
+    
+        utc = datetime.datetime.utcnow()
+        times = DataAccessLayer.getAvailableTimes(request)
+        hourdiff = utc - datetime.datetime.strptime(str(times[-1]),'%Y-%m-%d %H:%M:%S')
+        hours,days = hourdiff.seconds/3600,hourdiff.days
+        minute = str((hourdiff.seconds - (3600 * hours)) / 60)
+        offsetStr = ''
+        if hours > 0:
+            offsetStr += str(hours) + "hr "
+        offsetStr += str(minute) + "m ago"
+        if days > 1:
+            offsetStr = str(days) + " days ago"
+    
+        response = DataAccessLayer.getGridData(request, [times[-1]])
+        grid = response[0]
+        data = grid.getRawData()
+        lons,lats = grid.getLatLonCoords()
+        bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
+    
+        print("Latest image available: "+str(times[-1]) + " ("+offsetStr+")")
+        print("Image grid size: " + str(data.shape))
+        print("Image grid extent: " + str(list(bbox)))
+    
+        fig, ax = make_map(bbox=bbox)
+        states = cfeat.NaturalEarthFeature(category='cultural',
+                                            name='admin_1_states_provinces_lines',
+                                            scale='50m', facecolor='none')
+        ax.add_feature(states, linestyle=':')
+        cs = ax.pcolormesh(lons, lats, data, cmap='coolwarm')
+        cbar = fig.colorbar(cs, shrink=0.6, orientation='horizontal')
+        cbar.set_label(sector + " " + grid.getParameter() + " " \
+        + str(grid.getDataTime().getRefTime()))
+
+
+.. parsed-literal::
+
+    Latest image available: 2018-10-09 19:17:28 (0.021388888888888888hr 0.0m ago)
+    Image grid size: (500, 500)
+    Image grid extent: [-92.47462, -80.657455, 20.24799, 31.116167]
+    Latest image available: 2018-10-09 14:30:58 (4.797777777777778hr 0.0m ago)
+    Image grid size: (500, 500)
+    Image grid extent: [-104.61595, -87.45227, 29.422266, 42.70851]
+
+
+
+.. parsed-literal::
+
+    <Figure size 1152x1008 with 0 Axes>
+
+
+
+.. image:: Satellite_Imagery_files/Satellite_Imagery_7_2.png
+
+
+
+.. image:: Satellite_Imagery_files/Satellite_Imagery_7_3.png
+
diff --git a/_sources/examples/generated/Upper_Air_BUFR_Soundings.rst.txt b/_sources/examples/generated/Upper_Air_BUFR_Soundings.rst.txt
new file mode 100644
index 0000000..35d5686
--- /dev/null
+++ b/_sources/examples/generated/Upper_Air_BUFR_Soundings.rst.txt
@@ -0,0 +1,148 @@
+========================
+Upper Air BUFR Soundings
+========================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb>`_
+The following script takes you through the steps of retrieving an Upper
+Air vertical profile from an AWIPS EDEX server and plotting a
+Skew-T/Log-P chart with Matplotlib and MetPy.
+
+The **bufrua** plugin returns separate objects for parameters at
+**mandatory levels** and at **significant temperature levels**. For the
+Skew-T/Log-P plot, significant temperature levels are used to plot the
+pressure, temperature, and dewpoint lines, while mandatory levels are
+used to plot the wind profile.
+
+.. code:: ipython3
+
+    %matplotlib inline
+    from awips.dataaccess import DataAccessLayer
+    import matplotlib.tri as mtri
+    import matplotlib.pyplot as plt
+    from mpl_toolkits.axes_grid1.inset_locator import inset_axes
+    import numpy as np
+    import math
+    from metpy.calc import wind_speed, wind_components, lcl, dry_lapse, parcel_profile
+    from metpy.plots import SkewT, Hodograph
+    from metpy.units import units, concatenate
+    
+    # Set host
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest()
+    
+    # Set data type
+    request.setDatatype("bufrua")
+    availableLocs = DataAccessLayer.getAvailableLocationNames(request)
+    availableLocs.sort()
+        
+    MAN_PARAMS = set(['prMan', 'htMan', 'tpMan', 'tdMan', 'wdMan', 'wsMan'])
+    SIGT_PARAMS = set(['prSigT', 'tpSigT', 'tdSigT'])
+    request.setParameters("wmoStaNum", "validTime", "rptType", "staElev", "numMand",
+                          "numSigT", "numSigW", "numTrop", "numMwnd", "staName")
+    request.getParameters().extend(MAN_PARAMS)
+    request.getParameters().extend(SIGT_PARAMS)
+    locations = DataAccessLayer.getAvailableLocationNames(request)
+    locations.sort()
+    
+    # Set station ID (not name)
+    request.setLocationNames("72562") #KLBF
+    
+    # Get all times
+    datatimes = DataAccessLayer.getAvailableTimes(request)
+    
+    # Get most recent record
+    response = DataAccessLayer.getGeometryData(request,times=datatimes[-1].validPeriod)
+    
+    # Initialize data arrays
+    tdMan,tpMan,prMan,wdMan,wsMan = np.array([]),np.array([]),np.array([]),np.array([]),np.array([])
+    prSig,tpSig,tdSig = np.array([]),np.array([]),np.array([])
+    manGeos = []
+    sigtGeos = []
+    
+    # Build  arrays
+    for ob in response:
+        parm_array = ob.getParameters()
+        if set(parm_array) & MAN_PARAMS:
+            manGeos.append(ob)
+            prMan = np.append(prMan,ob.getNumber("prMan"))
+            tpMan, tpUnit = np.append(tpMan,ob.getNumber("tpMan")), ob.getUnit("tpMan")
+            tdMan, tdUnit = np.append(tdMan,ob.getNumber("tdMan")), ob.getUnit("tdMan")
+            wdMan = np.append(wdMan,ob.getNumber("wdMan"))
+            wsMan, wsUnit = np.append(wsMan,ob.getNumber("wsMan")), ob.getUnit("wsMan")
+            continue
+        if set(parm_array) & SIGT_PARAMS:
+            sigtGeos.append(ob)
+            prSig = np.append(prSig,ob.getNumber("prSigT"))
+            tpSig = np.append(tpSig,ob.getNumber("tpSigT"))
+            tdSig = np.append(tdSig,ob.getNumber("tdSigT"))
+            continue
+    
+    # Sort mandatory levels (but not sigT levels) because of the 1000.MB interpolation inclusion
+    ps = prMan.argsort()[::-1]
+    wpres = prMan[ps]
+    direc = wdMan[ps]
+    spd   = wsMan[ps]
+    tman = tpMan[ps]
+    dman = tdMan[ps]
+    
+    # Flag missing data
+    prSig[prSig <= -9999] = np.nan
+    tpSig[tpSig <= -9999] = np.nan
+    tdSig[tdSig <= -9999] = np.nan
+    wpres[wpres <= -9999] = np.nan
+    tman[tman <= -9999] = np.nan
+    dman[dman <= -9999] = np.nan
+    direc[direc <= -9999] = np.nan
+    spd[spd <= -9999] = np.nan
+    
+    # assign units
+    p = (prSig/100) * units.mbar
+    wpres = (wpres/100) * units.mbar
+    u,v = wind_components(spd * units.knots, np.deg2rad(direc))
+    
+    if tpUnit == 'K':
+        T = (tpSig-273.15) * units.degC
+        Td = (tdSig-273.15) * units.degC
+        tman = tman * units.degC
+        dman = dman * units.degC
+    
+    # Create SkewT/LogP
+    plt.rcParams['figure.figsize'] = (10, 12)
+    skew = SkewT()
+    skew.plot(p, T, 'r', linewidth=2)
+    skew.plot(p, Td, 'g', linewidth=2)
+    skew.plot_barbs(wpres, u, v)
+    skew.ax.set_ylim(1000, 100)
+    skew.ax.set_xlim(-60, 30)
+    
+    title_string = " T(F)   Td   " 
+    title_string +=  " " + str(ob.getString("staName"))
+    title_string += " " + str(ob.getDataTime().getRefTime())
+    title_string += " (" + str(ob.getNumber("staElev")) + "m elev)"
+    title_string += "\n" + str(round(T[0].to('degF').item(),1))
+    title_string += "  " + str(round(Td[0].to('degF').item(),1))
+    plt.title(title_string, loc='left')
+    
+    # Calculate LCL height and plot as black dot
+    lcl_pressure, lcl_temperature = lcl(p[0], T[0], Td[0])
+    skew.plot(lcl_pressure, lcl_temperature, 'ko', markerfacecolor='black')
+    
+    # Calculate full parcel profile and add to plot as black line
+    prof = parcel_profile(p, T[0], Td[0]).to('degC')
+    skew.plot(p, prof, 'k', linewidth=2)
+    
+    # An example of a slanted line at constant T -- in this case the 0 isotherm
+    l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)
+    
+    # Draw hodograph
+    ax_hod = inset_axes(skew.ax, '30%', '30%', loc=3)
+    h = Hodograph(ax_hod, component_range=max(wsMan))
+    h.add_grid(increment=20)
+    h.plot_colormapped(u, v, spd)
+    
+    # Show the plot
+    plt.show()
+
+
+
+.. image:: Upper_Air_BUFR_Soundings_files/Upper_Air_BUFR_Soundings_1_0.png
+
diff --git a/_sources/examples/generated/Watch_and_Warning_Polygons.rst.txt b/_sources/examples/generated/Watch_and_Warning_Polygons.rst.txt
new file mode 100644
index 0000000..cba1a8f
--- /dev/null
+++ b/_sources/examples/generated/Watch_and_Warning_Polygons.rst.txt
@@ -0,0 +1,139 @@
+==========================
+Watch and Warning Polygons
+==========================
+`Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Watch_and_Warning_Polygons.ipynb>`_
+This example uses matplotlib, cartopy, shapely, and python-awips to plot
+watch and warning polygons requested from a real-time AWIPS EDEX server.
+
+First, set up our imports and define functions to be used later:
+
+.. code:: ipython3
+
+    from awips.dataaccess import DataAccessLayer
+    from awips.tables import vtec
+    from datetime import datetime
+    import numpy as np
+    import matplotlib.pyplot as plt
+    import cartopy.crs as ccrs
+    import cartopy.feature as cfeature
+    from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
+    from cartopy.feature import ShapelyFeature,NaturalEarthFeature
+    from shapely.geometry import MultiPolygon,Polygon
+    
+    def warning_color(phensig):
+        return vtec[phensig]['color']
+    
+    def make_map(bbox, projection=ccrs.PlateCarree()):
+        fig, ax = plt.subplots(figsize=(20,12),
+                subplot_kw=dict(projection=projection))
+        ax.set_extent(bbox)
+        gl = ax.gridlines(draw_labels=True)
+        gl.top_labels = gl.right_labels = False
+        gl.xformatter = LONGITUDE_FORMATTER
+        gl.yformatter = LATITUDE_FORMATTER
+        return fig, ax
+
+Next, we create a request for the "warning" data type:
+
+.. code:: ipython3
+
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("warning")
+    request.setParameters('phensig')
+    times = DataAccessLayer.getAvailableTimes(request)
+    
+    # Get records for last 50 available times
+    response = DataAccessLayer.getGeometryData(request, times[-50:-1])
+    print("Using " + str(len(response)) + " records")
+    
+    # Each record will have a numpy array the length of the number of "parameters"
+    # Default is 1 (request.setParameters('phensig'))
+    parameters = {}
+    for x in request.getParameters():
+        parameters[x] = np.array([])
+    print(parameters)
+
+
+.. parsed-literal::
+
+    Using 109 records
+    {'phensig': array([], dtype=float64)}
+
+
+Now loop through each record and plot it as either Polygon or
+MultiPolygon, with appropriate colors
+
+.. code:: ipython3
+
+    %matplotlib inline
+    bbox=[-127,-64,24,49]
+    fig, ax = make_map(bbox=bbox)
+    
+    siteids=np.array([])
+    periods=np.array([])
+    reftimes=np.array([])
+    
+    for ob in response:
+        
+        poly = ob.getGeometry()
+        site = ob.getLocationName()
+        pd   = ob.getDataTime().getValidPeriod()
+        ref  = ob.getDataTime().getRefTime()
+        
+        # do not plot if phensig is blank (SPS)
+        if ob.getString('phensig'):
+            
+            phensigString = ob.getString('phensig')
+            
+            siteids = np.append(siteids,site)
+            periods = np.append(periods,pd)
+            reftimes = np.append(reftimes,ref)
+    
+            for parm in parameters:
+                parameters[parm] = np.append(parameters[parm],ob.getString(parm))
+    
+            if poly.geom_type == 'MultiPolygon':
+                geometries = np.array([])
+                geometries = np.append(geometries,MultiPolygon(poly))
+                geom_count = ", " + str(len(geometries)) +" geometries"
+            else:
+                geometries = np.array([])
+                geometries = np.append(geometries,Polygon(poly))
+                geom_count=""
+    
+            for geom in geometries:
+                bounds = Polygon(geom)
+                intersection = bounds.intersection
+                geoms = (intersection(geom)
+                     for geom in geometries
+                     if bounds.intersects(geom))
+        
+            #print(vtec[phensigString]['hdln'] 
+            #  + " (" + phensigString + ") issued at " + str(ref)
+            #  + " ("+str(poly.geom_type) + geom_count + ")")
+            
+            color = warning_color(phensigString)
+            shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
+                            facecolor=color, edgecolor=color)
+            ax.add_feature(shape_feature)
+                
+    states_provinces = cfeature.NaturalEarthFeature(
+            category='cultural',
+            name='admin_1_states_provinces_lines',
+            scale='50m',
+            facecolor='none')
+    political_boundaries = cfeature.NaturalEarthFeature(category='cultural',
+                                   name='admin_0_boundary_lines_land',
+                                   scale='50m', facecolor='none')
+    ax.add_feature(cfeature.LAND)
+    ax.add_feature(cfeature.COASTLINE)
+    ax.add_feature(states_provinces, edgecolor='black')
+    ax.add_feature(political_boundaries, edgecolor='black')
+    
+    plt.show()
+
+
+
+.. image:: Watch_and_Warning_Polygons_files/Watch_and_Warning_Polygons_5_0.png
+
diff --git a/_sources/examples/index.rst.txt b/_sources/examples/index.rst.txt
new file mode 100644
index 0000000..6c9ba8f
--- /dev/null
+++ b/_sources/examples/index.rst.txt
@@ -0,0 +1,11 @@
+.. _examples-index:
+
+######################
+Data Plotting Examples
+######################
+
+.. toctree::
+   :maxdepth: 1
+   :glob:
+
+   generated/*
diff --git a/_sources/gridparms.rst.txt b/_sources/gridparms.rst.txt
new file mode 100644
index 0000000..ef48a3a
--- /dev/null
+++ b/_sources/gridparms.rst.txt
@@ -0,0 +1,1456 @@
+Grid Parameters
+===============
+
+==================================  ===============================================================================================================================================================  ====================================
+Abbreviation                        Description                                                                                                                                                      Units
+==================================  ===============================================================================================================================================================  ====================================
+WSPD                                10 Metre neutral wind speed over waves                                                                                                                           m/s                                 
+WDRT                                10 Metre Wind Direction Over Waves                                                                                                                               Degree                              
+ARI12H1000YR                        12H Average Recurrance Interval Accumulation 1000 Year                                                                                                           in\*1000                            
+ARI12H100YR                         12H Average Recurrance Interval Accumulation 100 Year                                                                                                            in\*1000                            
+ARI12H10YR                          12H Average Recurrance Interval Accumulation 10 Year                                                                                                             in\*1000                            
+ARI12H1YR                           12H Average Recurrance Interval Accumulation 1 Year                                                                                                              in\*1000                            
+ARI12H200YR                         12H Average Recurrance Interval Accumulation 200 Year                                                                                                            in\*1000                            
+ARI12H25YR                          12H Average Recurrance Interval Accumulation 25 Year                                                                                                             in\*1000                            
+ARI12H2YR                           12H Average Recurrance Interval Accumulation 2 Year                                                                                                              in\*1000                            
+ARI12H500YR                         12H Average Recurrance Interval Accumulation 500 Year                                                                                                            in\*1000                            
+ARI12H50YR                          12H Average Recurrance Interval Accumulation 50 Year                                                                                                             in\*1000                            
+ARI12H5YR                           12H Average Recurrance Interval Accumulation 5 Year                                                                                                              in\*1000                            
+PRP12H                              12 hour Precipitation Accumulation Return Period                                                                                                                 year                                
+GaugeInfIndex12H                    12 hour QPE Gauge Influence Index                                                                                                                                                                    
+FFG12                               12-hr flash flood guidance                                                                                                                                       mm                                  
+FFR12                               12-hr flash flood runoff values                                                                                                                                  mm                                  
+EchoTop18                           18 dBZ Echo Top                                                                                                                                                  km                                  
+ARI1H1000YR                         1H Average Recurrance Interval Accumulation 1000 Year                                                                                                            in\*1000                            
+ARI1H100YR                          1H Average Recurrance Interval Accumulation 100 Year                                                                                                             in\*1000                            
+ARI1H10YR                           1H Average Recurrance Interval Accumulation 10 Year                                                                                                              in\*1000                            
+ARI1H1YR                            1H Average Recurrance Interval Accumulation 1 Year                                                                                                               in\*1000                            
+ARI1H200YR                          1H Average Recurrance Interval Accumulation 200 Year                                                                                                             in\*1000                            
+ARI1H25YR                           1H Average Recurrance Interval Accumulation 25 Year                                                                                                              in\*1000                            
+ARI1H2YR                            1H Average Recurrance Interval Accumulation 2 Year                                                                                                               in\*1000                            
+ARI1H500YR                          1H Average Recurrance Interval Accumulation 500 Year                                                                                                             in\*1000                            
+ARI1H50YR                           1H Average Recurrance Interval Accumulation 50 Year                                                                                                              in\*1000                            
+ARI1H5YR                            1H Average Recurrance Interval Accumulation 5 Year                                                                                                               in\*1000                            
+PRP01H                              1 hour Precipitation Accumulation Return Period                                                                                                                  year                                
+GaugeInfIndex01H                    1 hour QPE Gauge Influence Index                                                                                                                                                                     
+QPEFFG01H                           1 hour QPE-to-FFG Ratio                                                                                                                                          %                                   
+FFG01                               1-hr flash flood guidance                                                                                                                                        mm                                  
+FFR01                               1-hr flash flood runoff values                                                                                                                                   mm                                  
+QPE01                               1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_ACR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_ALR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_FWR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_KRF                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_MSR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_ORN                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_PTR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_RHA                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_RSA                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_STR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_TAR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_TIR                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE01_TUA                           1-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+EVEC1                               1st Vector Component of Electric Field                                                                                                                           V\*m^1                              
+BVEC1                               1st Vector Component of Magnetic Field                                                                                                                           T                                   
+VEL1                                1st Vector Component of Velocity (Coordinate system dependent)                                                                                                   m\*s^1                              
+TCSRG20                             20% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+ARI24H1000YR                        24H Average Recurrance Interval Accumulation 1000 Year                                                                                                           in\*1000                            
+ARI24H100YR                         24H Average Recurrance Interval Accumulation 100 Year                                                                                                            in\*1000                            
+ARI24H10YR                          24H Average Recurrance Interval Accumulation 10 Year                                                                                                             in\*1000                            
+ARI24H1YR                           24H Average Recurrance Interval Accumulation 1 Year                                                                                                              in\*1000                            
+ARI24H200YR                         24H Average Recurrance Interval Accumulation 200 Year                                                                                                            in\*1000                            
+ARI24H25YR                          24H Average Recurrance Interval Accumulation 25 Year                                                                                                             in\*1000                            
+ARI24H2YR                           24H Average Recurrance Interval Accumulation 2 Year                                                                                                              in\*1000                            
+ARI24H500YR                         24H Average Recurrance Interval Accumulation 500 Year                                                                                                            in\*1000                            
+ARI24H50YR                          24H Average Recurrance Interval Accumulation 50 Year                                                                                                             in\*1000                            
+ARI24H5YR                           24H Average Recurrance Interval Accumulation 5 Year                                                                                                              in\*1000                            
+PRP24H                              24 hour Precipitation Accumulation Return Period                                                                                                                 year                                
+GaugeInfIndex24H                    24 hour QPE Gauge Influence Index                                                                                                                                                                    
+FFG24                               24-hr flash flood guidance                                                                                                                                       mm                                  
+FFR24                               24-hr flash flood runoff values                                                                                                                                  mm                                  
+QPE24                               24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_ACR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_ALR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_FWR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_KRF                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_MSR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_ORN                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_PTR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_RHA                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_RSA                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_STR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_TAR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_TIR                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPE24_TUA                           24-hr Quantitative Precip Estimate                                                                                                                               mm                                  
+QPF24                               24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_ACR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_ALR 205                       24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_FWR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_KRF                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_MSR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_ORN                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_PTR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_RHA                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_RSA                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_STR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_TAR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_TIR                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+QPF24_TUA                           24-hr Quantitative Precip Forecast                                                                                                                               mm                                  
+ARI2H1000YR                         2H Average Recurrance Interval Accumulation 1000 Year                                                                                                            in\*1000                            
+ARI2H100YR                          2H Average Recurrance Interval Accumulation 100 Year                                                                                                             in\*1000                            
+ARI2H10YR                           2H Average Recurrance Interval Accumulation 10 Year                                                                                                              in\*1000                            
+ARI2H1YR                            2H Average Recurrance Interval Accumulation 1 Year                                                                                                               in\*1000                            
+ARI2H200YR                          2H Average Recurrance Interval Accumulation 200 Year                                                                                                             in\*1000                            
+ARI2H25YR                           2H Average Recurrance Interval Accumulation 25 Year                                                                                                              in\*1000                            
+ARI2H2YR                            2H Average Recurrance Interval Accumulation 2 Year                                                                                                               in\*1000                            
+ARI2H500YR                          2H Average Recurrance Interval Accumulation 500 Year                                                                                                             in\*1000                            
+ARI2H50YR                           2H Average Recurrance Interval Accumulation 50 Year                                                                                                              in\*1000                            
+ARI2H5YR                            2H Average Recurrance Interval Accumulation 5 Year                                                                                                               in\*1000                            
+EVEC2                               2nd Vector Component of Electric Field                                                                                                                           V\*m^1                              
+BVEC2                               2nd Vector Component of Magnetic Field                                                                                                                           T                                   
+VEL2                                2nd Vector Component of Velocity (Coordinate system dependent)                                                                                                   m\*s^1                              
+EchoTop30                           30 dBZ Echo Top                                                                                                                                                  km                                  
+ARI30M1000YR                        30M Average Recurrance Interval Accumulation 1000 Year                                                                                                           in\*1000                            
+ARI30M100YR                         30M Average Recurrance Interval Accumulation 100 Year                                                                                                            in\*1000                            
+ARI30M10YR                          30M Average Recurrance Interval Accumulation 10 Year                                                                                                             in\*1000                            
+ARI30M1YR                           30M Average Recurrance Interval Accumulation 1 Year                                                                                                              in\*1000                            
+ARI30M200YR                         30M Average Recurrance Interval Accumulation 200 Year                                                                                                            in\*1000                            
+ARI30M25YR                          30M Average Recurrance Interval Accumulation 25 Year                                                                                                             in\*1000                            
+ARI30M2YR                           30M Average Recurrance Interval Accumulation 2 Year                                                                                                              in\*1000                            
+ARI30M500YR                         30M Average Recurrance Interval Accumulation 500 Year                                                                                                            in\*1000                            
+ARI30M50YR                          30M Average Recurrance Interval Accumulation 50 Year                                                                                                             in\*1000                            
+ARI30M5YR                           30M Average Recurrance Interval Accumulation 5 Year                                                                                                              in\*1000                            
+PRP30min                            30 min Precipitation Accumulation Return Period                                                                                                                  year                                
+TCSRG30                             30% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+SALIN                               3-D Salinity                                                                                                                                                                                         
+WTMPC                               3-D Temperature                                                                                                                                                  ℃                                   
+ARI3H1000YR                         3H Average Recurrance Interval Accumulation 1000 Year                                                                                                            in\*1000                            
+ARI3H100YR                          3H Average Recurrance Interval Accumulation 100 Year                                                                                                             in\*1000                            
+ARI3H10YR                           3H Average Recurrance Interval Accumulation 10 Year                                                                                                              in\*1000                            
+ARI3H1YR                            3H Average Recurrance Interval Accumulation 1 Year                                                                                                               in\*1000                            
+ARI3H200YR                          3H Average Recurrance Interval Accumulation 200 Year                                                                                                             in\*1000                            
+ARI3H25YR                           3H Average Recurrance Interval Accumulation 25 Year                                                                                                              in\*1000                            
+ARI3H2YR                            3H Average Recurrance Interval Accumulation 2 Year                                                                                                               in\*1000                            
+ARI3H500YR                          3H Average Recurrance Interval Accumulation 500 Year                                                                                                             in\*1000                            
+ARI3H50YR                           3H Average Recurrance Interval Accumulation 50 Year                                                                                                              in\*1000                            
+ARI3H5YR                            3H Average Recurrance Interval Accumulation 5 Year                                                                                                               in\*1000                            
+PRP03H                              3 hour Precipitation Accumulation Return Period                                                                                                                  year                                
+GaugeInfIndex03H                    3 hour QPE Gauge Influence Index                                                                                                                                                                     
+QPEFFG03H                           3 hour QPE-to-FFG Ratio                                                                                                                                          %                                   
+FFG03                               3-hr flash flood guidance                                                                                                                                        mm                                  
+FFR03                               3-hr flash flood runoff values                                                                                                                                   mm                                  
+TSLSA                               3-hr pressure tendency (Std. Atmos. Reduction)                                                                                                                   Pa/s                                
+EVEC3                               3rd Vector Component of Electric Field                                                                                                                           V\*m^1                              
+BVEC3                               3rd Vector Component of Magnetic Field                                                                                                                           T                                   
+VEL3                                3rd Vector Component of Velocity (Coordinate system dependent)                                                                                                   m\*s^1                              
+TCSRG40                             40% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+GaugeInfIndex48H                    48 hour QPE Gauge Influence Index                                                                                                                                                                    
+EchoTop50                           50 dBZ Echo Top                                                                                                                                                  km                                  
+TCSRG50                             50% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+5WAVA                               5-wave geopotential height anomaly                                                                                                                               gpm                                 
+5WAVA                               5-Wave Geopotential Height Anomaly                                                                                                                               gpm                                 
+5WAVH                               5-wave geopotential height                                                                                                                                       gpm                                 
+5WAVH                               5-Wave Geopotential Height                                                                                                                                       gpm                                 
+EchoTop60                           60 dBZ Echo Top                                                                                                                                                  km                                  
+TCSRG60                             60% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+ARI6H1000YR                         6H Average Recurrance Interval Accumulation 1000 Year                                                                                                            in\*1000                            
+ARI6H100YR                          6H Average Recurrance Interval Accumulation 100 Year                                                                                                             in\*1000                            
+ARI6H10YR                           6H Average Recurrance Interval Accumulation 10 Year                                                                                                              in\*1000                            
+ARI6H1YR                            6H Average Recurrance Interval Accumulation 1 Year                                                                                                               in\*1000                            
+ARI6H200YR                          6H Average Recurrance Interval Accumulation 200 Year                                                                                                             in\*1000                            
+ARI6H25YR                           6H Average Recurrance Interval Accumulation 25 Year                                                                                                              in\*1000                            
+ARI6H2YR                            6H Average Recurrance Interval Accumulation 2 Year                                                                                                               in\*1000                            
+ARI6H500YR                          6H Average Recurrance Interval Accumulation 500 Year                                                                                                             in\*1000                            
+ARI6H50YR                           6H Average Recurrance Interval Accumulation 50 Year                                                                                                              in\*1000                            
+ARI6H5YR                            6H Average Recurrance Interval Accumulation 5 Year                                                                                                               in\*1000                            
+PRP06H                              6 hour Precipitation Accumulation Return Period                                                                                                                  year                                
+GaugeInfIndex06H                    6 hour QPE Gauge Influence Index                                                                                                                                                                     
+QPEFFG06H                           6 hour QPE-to-FFG Ratio                                                                                                                                          %                                   
+FFG06                               6-hr flash flood guidance                                                                                                                                        mm                                  
+FFR06                               6-hr flash flood runoff values                                                                                                                                   mm                                  
+QPE06                               6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_ACR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_ALR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_FWR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_KRF                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_MSR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_ORN                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_PTR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_RHA                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_RSA                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_STR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_TAR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_TIR                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPE06_TUA                           6-hr Quantitative Precip Estimate                                                                                                                                mm                                  
+QPF06                               6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_ACR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_ALR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_FWR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_KRF                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_MSR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_ORN                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_PTR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_RHA                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_RSA                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_STR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_TAR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_TIR                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+QPF06_TUA                           6-hr Quantitative Precip Forecast                                                                                                                                mm                                  
+TCSRG70                             70% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+GaugeInfIndex72H                    72 hour QPE Gauge Influence Index                                                                                                                                                                    
+TCSRG80                             80% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+TCSRG90                             90% Tropical Cyclone Storm Surge Exceedance                                                                                                                      m                                   
+ABSD                                Absolute divergence                                                                                                                                              s^-1                                
+ABSH                                Absolute Humidity                                                                                                                                                kg m-3                              
+AH                                  Absolute humidity                                                                                                                                                kg/m^3                              
+ABSV                                Absolute vorticity                                                                                                                                               s^-1                                
+ASD                                 Accumulated Snow Depth                                                                                                                                           m                                   
+ACOND                               Aerodynamic conductance                                                                                                                                          m/s                                 
+AETYP                               Aerosol type                                                                                                                                                     (Code table 4.205)                  
+AC137                               Air concentration of Caesium 137                                                                                                                                 Bq/m^3                              
+AI131                               Air concentration of Iodine 131                                                                                                                                  Bq/m^3                              
+ARADP                               Air concentration of radioactive pollutant                                                                                                                       Bq/m^3                              
+ALBDO                               Albedo                                                                                                                                                           %                                   
+ACWVH                               Altimeter corrected wave height                                                                                                                                  m                                   
+ALRRC                               Altimeter Range Relative Correction                                                                                                                                                                  
+ASET                                Altimeter setting                                                                                                                                                Pa                                  
+AWVH                                Altimeter wave height                                                                                                                                            m                                   
+ALTMSL                              Altitude above mean sea level                                                                                                                                    m                                   
+ANCConvectiveOutlook                ANC Convective Outlook                                                                                                                                                                               
+ANCFinalForecast                    ANC Final Forecast                                                                                                                                               dBZ                                 
+AOSGSO                              Angle Of Sub-Grid Scale Orography                                                                                                                                Rad                                 
+ASGSO                               Anisotropy Of Sub-Grid Scale Orography                                                                                                                           Numeric                             
+APTMP                               Apparent Temperature                                                                                                                                             K                                   
+ARBTXT                              Arbitrary text string                                                                                                                                            CCITTIA5                            
+ASHFL                               Assimilative Heat Flux                                                                                                                                           W/m^2                               
+AMIXL                               Asymptotic mixing length scale                                                                                                                                   m                                   
+ATMDIV                              Atmospheric Divergence                                                                                                                                           s^-1                                
+AVSFT                               Average surface skin temperature                                                                                                                                 K                                   
+BARET                               Bare soil surface skin temperature                                                                                                                               K                                   
+BKENG                               Barotropic Kinectic Energy                                                                                                                                       J/kg                                
+UBARO                               Barotropic U velocity                                                                                                                                            m/s                                 
+UBARO                               Barotropic U Velocity                                                                                                                                            m/s                                 
+VBARO                               Barotropic V velocity                                                                                                                                            m/s                                 
+VBARO                               Barotropic V Velocity                                                                                                                                            m/s                                 
+BGRUN                               Baseflow-groundwater runoff                                                                                                                                      mm                                  
+BASRV                               Base radial velocity                                                                                                                                             m/s                                 
+BASR                                Base reflectivity                                                                                                                                                dB                                  
+BASSW                               Base spectrum width                                                                                                                                              m/s                                 
+4LFTX                               Best (4-layer) lifted index                                                                                                                                      K                                   
+4LFTX                               Best (4 layer) Lifted Index                                                                                                                                      K                                   
+BLI                                 Best lifted index (to 500 mb)                                                                                                                                    K                                   
+BMIXL                               Blackadars mixing length scale                                                                                                                                   m                                   
+BLST                                Bottom layer soil temperature                                                                                                                                    K                                   
+NONE                                Bottom of Ocean Isothermal Layer                                                                                                                                 m                                   
+OBIL                                Bottom of Ocean Isothermal Layer                                                                                                                                 m                                   
+NONE                                Bottom of Ocean Mixed Layer (m)                                                                                                                                  m                                   
+OBML                                Bottom of Ocean Mixed Layer (m)                                                                                                                                  m                                   
+BCBL                                Boundary layer cloud bottom level                                                                                                                                                                    
+BCBL                                Boundary Layer Cloud Bottom Level                                                                                                                                                                    
+BCLY                                Boundary Layer Cloud Layer                                                                                                                                                                           
+BCY                                 Boundary layer cloud layer                                                                                                                                                                           
+BCY                                 Boundary Layer Cloud Layer                                                                                                                                                                           
+BCTL                                Boundary layer cloud top level                                                                                                                                                                       
+BCTL                                Boundary Layer Cloud Top Level                                                                                                                                                                       
+BLYSP                               Boundary layer dissipation                                                                                                                                       W/m^2                               
+BrightBandBottomHeight              Bright Band Bottom Height                                                                                                                                        m                                   
+BrightBandTopHeight                 Bright Band Top Height                                                                                                                                           m                                   
+BRTMP                               Brightness temperature                                                                                                                                           K                                   
+CAIIRAD                             CaII-K Radiance                                                                                                                                                  W\*s\*r^1\*m^2                      
+CCOND                               Canopy conductance                                                                                                                                               m/s                                 
+EVCW                                Canopy water evaporation                                                                                                                                         W/m^2                               
+CONVP                               Categorical Convection                                                                                                                                           categorical                         
+CFRZR                               Categorical Freezing Rain                                                                                                                                                                            
+CFRZR                               Categorical Freezing Rain                                                                                                                                        Code table 4.222                    
+CFRZR                               Categorical Freezing Rain                                                                                                                                        non-dim                             
+CFRZR                               Categorical freezing rain                                                                                                                                        (See Code table 4.222)              
+CFRZR                               Categorical Freezing Rain (yes=1; no=0)                                                                                                                                                              
+CFRZR                               Categorical Freezing Rain (yes=1; no=0)                                                                                                                          non-dim                             
+CICEP                               Categorical Ice Pellets                                                                                                                                                                              
+CICEP                               Categorical Ice Pellets                                                                                                                                          Code table 4.222                    
+CICEP                               Categorical Ice Pellets                                                                                                                                          non-dim                             
+CICEP                               Categorical ice pellets                                                                                                                                          (See Code table 4.222)              
+CICEP                               Categorical Ice Pellets (yes=1; no=0)                                                                                                                                                                
+CICEP                               Categorical Ice Pellets (yes=1; no=0)                                                                                                                            non-dim                             
+CLGTN                               Categorical Lightning                                                                                                                                            categorical                         
+OZCAT                               Categorical Ozone Concentration                                                                                                                                  Non-Dim                             
+OZCAT                               Categorical Ozone Concentration                                                                                                                                                                      
+CRAIN                               Categorical Rain                                                                                                                                                 Code table 4.222                    
+CRAIN                               Categorical Rain                                                                                                                                                                                     
+CRAIN                               Categorical Rain                                                                                                                                                 non-dim                             
+CRAIN                               Categorical rain                                                                                                                                                 (See Code table 4.222)              
+CRAIN                               Categorical Rain (yes=1; no=0)                                                                                                                                                                       
+CRAIN                               Categorical Rain (yes=1; no=0)                                                                                                                                   non-dim                             
+SVRTS                               Categorical Servre Thunderstorm                                                                                                                                                                      
+SVRTS                               Categorical Severe Thunderstorm                                                                                                                                                                      
+CSNOW                               Categorical Snow                                                                                                                                                 Code table 4.222                    
+CSNOW                               Categorical Snow                                                                                                                                                                                     
+CSNOW                               Categorical Snow                                                                                                                                                 non-dim                             
+CSNOW                               Categorical snow                                                                                                                                                 (See Code table 4.222)              
+CSNOW                               Categorical Snow (yes=1; no=0)                                                                                                                                                                       
+CSNOW                               Categorical Snow (yes=1; no=0)                                                                                                                                   non-dim                             
+CTSTM                               Categorical Thunderstorm (1-yes, 0-no)                                                                                                                           categorical                         
+TSTMC                               Categorical Thunderstorm (1-yes, 0-no)                                                                                                                           categorical                         
+CCEIL                               Ceiling                                                                                                                                                          m                                   
+LightningDensity15min               CG Lightning Density (15 min.)                                                                                                                                   Flashes/km^2/min                    
+LightningDensity1min                CG Lightning Density (1 min.)                                                                                                                                    Flashes/km^2/min                    
+LightningDensity30min               CG Lightning Density (30 min.)                                                                                                                                   Flashes/km^2/min                    
+LightningDensity5min                CG Lightning Density (5 min.)                                                                                                                                    Flashes/km^2/min                    
+LightningProbabilityNext30min       CG Lightning Probability (0-30 min.)                                                                                                                             %                                   
+CAT                                 Clear Air Turbulence (CAT)                                                                                                                                       %                                   
+CAT                                 Clear Air Turbulence(CAT)                                                                                                                                        %                                   
+CSDLF                               Clear Sky Downward Long Wave Flux                                                                                                                                W/m^2                               
+CSDSF                               Clear sky downward solar flux                                                                                                                                    W/m^2                               
+CSULF                               Clear Sky Upward Long Wave Flux                                                                                                                                  W/m^2                               
+CSUSF                               Clear Sky Upward Solar Flux                                                                                                                                      W/m^2                               
+CDUVB                               Clear sky UV-B downward solar flux                                                                                                                               W/m^2                               
+CAMT                                Cloud amount                                                                                                                                                     %                                   
+CBL                                 Cloud Base Level                                                                                                                                                                                     
+CBASE                               Cloud base                                                                                                                                                       m                                   
+CEIL                                Cloud Ceiling                                                                                                                                                                                        
+CLG                                 Cloud ceiling                                                                                                                                                                                        
+CLG                                 Cloud Ceiling                                                                                                                                                                                        
+CloudCover                          Cloud Cover                                                                                                                                                      K                                   
+CFNLF                               Cloud Forcing Net Long Wave Flux                                                                                                                                 W/m^2                               
+CFNSF                               Cloud Forcing Net Solar Flux                                                                                                                                     W/m^2                               
+CDCIMR                              Cloud Ice Mixing Ratio                                                                                                                                           kg/kg                               
+CICE                                Cloud ice                                                                                                                                                        mm                                  
+CLOUDM                              Cloud mask                                                                                                                                                       (Code table 4.217)                  
+CLWMR                               Cloud Mixing Ratio                                                                                                                                               kg kg-1                             
+CLWMR                               Cloud mixing ratio                                                                                                                                               kg/kg                               
+CTOPHQI                             Cloud top height quality indicator                                                                                                                               (Code table 4.219)                  
+CTOP                                Cloud top                                                                                                                                                        m                                   
+heightCTHGT                         Cloud top                                                                                                                                                        m                                   
+CTYP                                Cloud type                                                                                                                                                       (Code table 4.203)                  
+CWAT                                Cloud water                                                                                                                                                      mm                                  
+CWORK                               Cloud work function                                                                                                                                              J/kg                                
+CWORK                               Cloud Work Function                                                                                                                                              J/kg                                
+CDWW                                Coefficient of Drag With Waves                                                                                                                                                                       
+CISOILW                             Column-Integrated Soil Water                                                                                                                                     mm                                  
+REFC                                Composite reflectivity                                                                                                                                           dB                                  
+MergedReflectivityQCComposite       Composite Reflectivity                                                                                                                                           dBZ                                 
+HeightCompositeReflectivity         Composite Reflectivity Height                                                                                                                                    m                                   
+MergedReflectivityQComposite        Composite Reflectivity Mosaic                                                                                                                                    dBZ                                 
+EF25M                               Cond 25% pcpn smy fractile past 24 hrs                                                                                                                           mm                                  
+EF50M                               Cond 50% pcpn smy fractile past 24 hrs                                                                                                                           mm                                  
+TCOND                               Condensate                                                                                                                                                       kg kg-1                             
+CONDE                               Condensate                                                                                                                                                       kg/kg                               
+CONDP                               Condensation Pressure of Parcali Lifted From Indicate Surface                                                                                                    Pa                                  
+CONDP                               Condensation Pressure of Parcal Lifted From Indicate Surface                                                                                                     Pa                                  
+CPPAF                               Conditional percent precipitation amount fractile for an overall period (Encoded as an accumulation)                                                             mm                                  
+CICEL                               Confidence - Ceiling                                                                                                                                                                                 
+CIFLT                               Confidence - Flight Category                                                                                                                                                                         
+CIVIS                               Confidence - Visibility                                                                                                                                                                              
+CONTB                               Contrail base                                                                                                                                                    m                                   
+CONTB                               Contrail Base                                                                                                                                                    m                                   
+CONTE                               Contrail engine type                                                                                                                                             (Code table 4.211)                  
+CONTET                              Contrail Engine Type                                                                                                                                             See Table 4.211                     
+CONTI                               Contrail intensity                                                                                                                                               (Code table 4.210)                  
+CONTI                               Contrail Intensity                                                                                                                                               See Table 4.210                     
+CONTT                               Contrail top                                                                                                                                                     m                                   
+CONTT                               Contrail Top                                                                                                                                                     m                                   
+CONUSMergedReflectivity             CONUS Merged Reflectivity                                                                                                                                        dBZ                                 
+CONUSPlusMergedReflectivity         CONUS-Plus Merged Reflectivity                                                                                                                                   dBZ                                 
+CONVP                               Convection Potential                                                                                                                                                                                 
+CAPE                                Convective available potential energy                                                                                                                            J/kg                                
+CCBL                                Convective cloud bottom level                                                                                                                                                                        
+CCBL                                Convective Cloud Bottom Level                                                                                                                                                                        
+CCLY                                Convective Cloud                                                                                                                                                                                     
+CCY                                 Convective cloud                                                                                                                                                                                     
+CCY                                 Convective Cloud                                                                                                                                                                                     
+CDCON                               Convective cloud cover                                                                                                                                           %                                   
+CUEFI                               Convective Cloud Efficiency                                                                                                                                                                          
+CUEFI                               Convective Cloud Efficiency                                                                                                                                      non-dim                             
+CUEFI                               Convective cloud efficiency                                                                                                                                      Proportion                          
+MFLUX                               Convective Cloud Mass Flux                                                                                                                                       Pa/s                                
+CCTL                                Convective cloud top level                                                                                                                                                                           
+CCTL                                Convective Cloud Top Level                                                                                                                                                                           
+CNVDEMF                             Convective detrainment mass flux                                                                                                                                 mm/s                                
+CNVDMF                              Convective downdraft mass flux                                                                                                                                   mm/s                                
+CNGWDV                              Convective Gravity wave drag meridional acceleration                                                                                                             m/s^2                               
+CNGWDU                              Convective Gravity wave drag zonal acceleration                                                                                                                  m/s^2                               
+CIN                                 Convective inhibition                                                                                                                                            J/kg                                
+CNVV                                Convective meridional momentum mixing acceleration                                                                                                               m/s^2                               
+ACPCP                               Convective Precipitation                                                                                                                                         kg m-2                              
+ACPCP                               Convective precipitation                                                                                                                                         mm                                  
+ACPCPN                              Convective precipitation (nearest grid point)                                                                                                                    kg/m2                               
+ACPCPN                              Convective precipitation (nearest grid point)                                                                                                                    mm                                  
+CPRAT                               Convective Precipitation Rate                                                                                                                                    kg m-2 s-1                          
+CPRAT                               Convective Precipitation Rate                                                                                                                                    kg\*m^-2\*s^-1                      
+CPRAT                               Convective precipitation rate                                                                                                                                    mm / s                              
+CPRAT                               Convective Precipitation Rate                                                                                                                                    mm / s                              
+CSRATE                              Convective Snowfall Rate                                                                                                                                         m s-1                               
+CSRATE                              Convective Snowfall Rate                                                                                                                                         m/s                                 
+CSRWE                               Convective Snowfall Rate Water Equivalent                                                                                                                        kg m-2s-1                           
+CSRWE                               Convective Snowfall Rate Water Equivalent                                                                                                                        mm/s                                
+SNOC                                Convective snow                                                                                                                                                  mm                                  
+CNVUMF                              Convective updraft mass flux                                                                                                                                     mm/s                                
+CWP                                 Convective Water Precipitation                                                                                                                                   kg m-2                              
+CWP                                 Convective Water Precipitation                                                                                                                                   mm                                  
+CWDI                                Convective Weather Detection Index                                                                                                                                                                   
+CNVU                                Convective zonal momentum mixing acceleration                                                                                                                    m/s^2                               
+SNO C                               Convect Snow                                                                                                                                                     kg m-2                              
+NTRNFLUX                            Cosmic Ray Neutron Flux                                                                                                                                          h^1                                 
+COVTZ                               Covariance between izonal component of the wind and temperature. Defined as [uT]-[u][T], where "[]" indicates the mean over the indicated time span.             K\*m/s                              
+COVMM                               Covariance between meridional and meridional components of the wind. Defined as [vv]-[v][v], where "[]" indicates the mean over the indicated time span.         m^2/s^2                             
+COVMZ                               Covariance between Meridional and Zonal Components of the wind.                                                                                                  m^2/s^2                             
+COVTM                               Covariance between meridional component of the wind and temperature. Defined as [vT]-[v][T], where "[]" indicates the mean over the indicated time span.         K\*m/s                              
+COVQM                               Covariance between specific humidity and meridional components of the wind. Defined as [vq]-[v][q], where "[]" indicates the mean over the indicated time span.  kg/kg\*m/s                          
+COVQQ                               Covariance between specific humidity and specific humidy. Defined as [qq]-[q][q], where "[]" indicates the mean over the indicated time span.                    kg/kg\*kg/kg                        
+COVQVV                              Covariance between specific humidity and vertical components of the wind. Defined as [Ωq]-[Ω][q], where "[]" indicates the mean over the indicated time span.    kg/kg\*Pa/s                         
+COVQZ                               Covariance between specific humidity and zonal components of the wind. Defined as [uq]-[u][q], where "[]" indicates the mean over the indicated time span.       kg/kg\*m/s                          
+COVPSPS                             Covariance between surface pressure and surface pressure. Defined as [Psfc]-[Psfc][Psfc], where "[]" indicates the mean over the indicated time span.            Pa\*Pa                              
+COVTM                               Covariance between Temperature and Meridional Components of the wind.                                                                                            K\*m/s                              
+COVTT                               Covariance between temperature and temperature. Defined as [TT]-[T][T], where "[]" indicates the mean over the indicated time span.                              K\*K                                
+COVTW                               Covariance between temperature and vertical component of the wind. Defined as [wT]-[w][T], where "[]" indicates the mean over the indicated time span.           K\*m/s                              
+COVTVV                              Covariance between temperature and vertical components of the wind. Defined as [ΩT]-[Ω][T], where "[]" indicates the mean over the indicated time span.          K\*Pa/s                             
+COVTZ                               Covariance between Temperature and Zonal Components of the wind.                                                                                                 K\*m/s                              
+COVVVVV                             Covariance between vertical and vertical components of the wind. Defined as [ΩΩ]-[Ω][Ω], where "[]" indicates the mean over the indicated time span.             Pa^2/s^2                            
+COVMZ                               Covariance between zonal and meridional components of the wind. Defined as [uv]-[u][v], where "[]" indicates the mean over the indicated time span.              m^2/s^2                             
+COVZZ                               Covariance between zonal and zonal components of the wind. Defined as [uu]-[u][u], where "[]" indicates the mean over the indicated time span.                   m^2/s^2                             
+CrestMaxStreamflow                  CREST Maximum Streamflow                                                                                                                                         (m^3)\*(s^-1)                       
+CrestMaxUStreamflow                 CREST Maximum Unit Streamflow                                                                                                                                    (m^3)\*(s^-1)\*(km^-2)              
+CrestSoilMoisture                   CREST Soil Moisture                                                                                                                                              %                                   
+CRTFRQ                              Critical Frequency                                                                                                                                               Hz                                  
+CB                                  Cumulonimbus Base                                                                                                                                                m                                   
+CBHE                                Cumulonimbus Horizontal Exten                                                                                                                                    %                                   
+CT                                  Cumulonimbus Top                                                                                                                                                 m                                   
+DIRC                                Current direction                                                                                                                                                Degree true                         
+SPC                                 Current speed                                                                                                                                                    m/s                                 
+DCBL                                Deep convective cloud bottom level                                                                                                                                                                   
+DCBL                                Deep Convective Cloud Bottom Level                                                                                                                                                                   
+DCCBL                               Deep Convective Cloud Bottom Level                                                                                                                                                                   
+DCCTL                               Deep Convective Cloud Top Level                                                                                                                                                                      
+DCTL                                Deep convective cloud top level                                                                                                                                                                      
+DCTL                                Deep Convective Cloud Top Level                                                                                                                                                                      
+CNVHR                               Deep Convective Heating rate                                                                                                                                     K/s                                 
+CNVMR                               Deep Convective Moistening Rate                                                                                                                                  kg kg-1 s-1                         
+CNVMR                               Deep Convective Moistening Rate                                                                                                                                  kg/kg\*s                            
+DALT                                Density altitude                                                                                                                                                 m                                   
+DEN                                 Density                                                                                                                                                          kg/m^3                              
+DBLL                                Depth Below Land surface                                                                                                                                         m                                   
+DPBLW                               Depth below land surface                                                                                                                                         m                                   
+DBSL                                Depth Below Sea Level                                                                                                                                            m                                   
+DPMSL                               Depth below sea level                                                                                                                                            m                                   
+REFZI                               Derived radar reflectivity backscatter from ice                                                                                                                  mm^6/m^3                            
+REFZI                               Derived radar reflectivity backscatter from ice                                                                                                                  mm^6\*m^-3                          
+REFZC                               Derived radar reflectivity backscatter from parameterized convection                                                                                             mm^6/m^3                            
+REFZC                               Derived radar reflectivity backscatter from parameterized convection                                                                                             mm^6\*m^-3                          
+REFZR                               Derived radar reflectivity backscatter from rain                                                                                                                 mm^6/m^3                            
+REFZR                               Derived radar reflectivity backscatter from rain                                                                                                                 mm^6\*m^-3                          
+REFD                                Derived radar reflectivity                                                                                                                                       dB                                  
+DEVMSL                              Deviation of sea level from mean                                                                                                                                 m                                   
+DEPR                                Dew point depression or deficit                                                                                                                                  K                                   
+DPT                                 Dew point temperature                                                                                                                                            K                                   
+DIREC                               Direct Evaporation Cease(Soil Moisture)                                                                                                                          kg/m^3                              
+SMDRY                               Direct evaporation cease (soil moisture)                                                                                                                         Proportion                          
+EVBS                                Direct evaporation from bare soil                                                                                                                                W/m^2                               
+DIRWWW                              Directional Width of The Wind Waves                                                                                                                                                                  
+Degree true                         Direction Degrees true                                                                                                                                           DIRDEGTRU                           
+WWSDIR                              Direction of combined wind waves and swell                                                                                                                       Degree                              
+DICED                               Direction of ice drift                                                                                                                                           Degree true                         
+SWDIR                               Direction of swell waves                                                                                                                                         Degree                              
+WVDIR                               Direction of wind waves                                                                                                                                          Degree                              
+DSKDAY                              Disk Intensity Day                                                                                                                                               J\*m^2\*s^1                         
+DSKINT                              Disk Intensity                                                                                                                                                   j\*m^2\*s^1                         
+DSKNGT                              Disk Intensity Night                                                                                                                                             J\*m^2\*s^1                         
+DLWRF                               Downward Long-Wave Rad. Flux                                                                                                                                     W/m^2                               
+DLWRF                               Downward long-wave radiation flux                                                                                                                                W/m^2                               
+                                    Downward Long-W/m^2                                                                                                                                              DLWRF                               
+DSWRF                               Downward Short-Wave Rad. Flux                                                                                                                                    W/m^2                               
+DSWRF                               Downward short-wave radiation flux                                                                                                                               W/m^2                               
+                                    Downward Short-W/m^2                                                                                                                                             DSWRF                               
+DTRF                                Downward Total radiation Flux                                                                                                                                    W/m^2                               
+DWUVR                               Downward UV Radiation                                                                                                                                            W/m^2                               
+CD                                  Drag Coefficient                                                                                                                                                                                     
+CD                                  Drag coefficient                                                                                                                                                 Numeric                             
+ELON                                East Longitude (0 - 360)                                                                                                                                         deg                                 
+ELON                                East Longitude (0 - 360)                                                                                                                                         degrees                             
+ELONN                               East Longitude (nearest neighbor) (0 - 360)                                                                                                                      degrees                             
+RETOP                               Echo Top                                                                                                                                                         m                                   
+RADT                                Effective radiative skin temperature                                                                                                                             K                                   
+ETOT                                Electric Field Magnitude                                                                                                                                         V\*m^1                              
+ELCDEN                              Electron Density                                                                                                                                                 m^3                                 
+DIFEFLUX                            Electron Flux (Differential)                                                                                                                                     (m^2\*s\*sr\*eV)^1                  
+INTEFLUX                            Electron Flux (Integral)                                                                                                                                         (m^2\*s\*sr)^1                      
+ELECTMP                             Electron Temperature                                                                                                                                             K                                   
+ELSCT                               Elevation of snow covered terrain                                                                                                                                (Code table 4.216)                  
+EHELX                               Energy helicity index                                                                                                                                            Numeric                             
+EATM                                Entire atmosphere (considered as a single layer)                                                                                                                                                     
+EA                                  Entire Atmosphere                                                                                                                                                                                    
+EATM                                Entire Atmosphere                                                                                                                                                                                    
+NONE                                Entire Atmosphere                                                                                                                                                                                    
+EOCN                                Entire ocean (considered as a single layer)                                                                                                                                                          
+EOCN                                Entire Ocean                                                                                                                                                                                         
+NONE                                Entire Ocean                                                                                                                                                                                         
+EHLT                                Equilibrium level                                                                                                                                                                                    
+EHLT                                Equilibrium Level                                                                                                                                                                                    
+REFZC                               Equivalent radar reflectivity factor for parameterized convection                                                                                                m m6 m-3                            
+REFZR                               Equivalent radar reflectivity factor for rain                                                                                                                    m m6 m-3                            
+REFZI                               Equivalent radar reflectivity factor for snow                                                                                                                    m m6 m-3                            
+ESTPC                               Estimated precipitation                                                                                                                                          mm                                  
+ESTUWIND                            Estimated u component of wind                                                                                                                                    m/s                                 
+ESTVWIND                            Estimated v component of wind                                                                                                                                    m/s                                 
+ELYR                                Eta Level                                                                                                                                                        Eta value                           
+ETAL                                Eta Level                                                                                                                                                        Eta value                           
+EUVRAD                              EUV Radiance                                                                                                                                                     W\*s\*r^1\*m^2                      
+EVP                                 Evaporation                                                                                                                                                      kg m-2                              
+EVP                                 Evaporation                                                                                                                                                      mm                                  
+                                    Evaporation - Precipitation                                                                                                                                      cm/day  EMNP                        
+EMNP                                Evaporation - Precipitation                                                                                                                                      cm/day                              
+EMNP                                Evaporation - Precipitation                                                                                                                                      cm per day                          
+EVAPT                               Evapotranspiration                                                                                                                                               kg^-2\*s^-1                         
+SFEXC                               Exchange coefficient                                                                                                                                             kg\*m^-2\*s^-1                      
+SFEXC                               Exchange coefficient                                                                                                                                             mm \* s                             
+ETCWL                               Extra Tropical Storm Surge Combined Surge and Tide                                                                                                               m                                   
+ETSRG                               Extra Tropical Storm Surge                                                                                                                                       m                                   
+F107                                F10.7                                                                                                                                                            W\*m^2\*H\*z^1                      
+FLDCP                               Field Capacity                                                                                                                                                   fraction                            
+FIREDI                              Fire Detection Indicator                                                                                                                                         (Code Table 4.223)                  
+FIREODT                             Fire Outlook Due to Dry Thunderstorm                                                                                                                             index(see GRIB 2 code table 4.224)  
+FIREOLK                             Fire Outlook                                                                                                                                                     index (see GRIB 2 code table 4.224) 
+FFG                                 Flash flood guidance (Encoded as an accumulation over a floating subinterval of time between the reference time and valid time)                                  mm                                  
+FFRUN                               Flash flood runoff (Encoded as an accumulation over a floating subinterval of time)                                                                              mm                                  
+FLGHT                               Flight Category                                                                                                                                                                                      
+QREC                                Flood plain recharge                                                                                                                                             mm                                  
+ModelHeight0C                       Freezing Level Height                                                                                                                                            m                                   
+FRZR                                Freezing Rain                                                                                                                                                    kg/m2                               
+FRZR                                Freezing Rain                                                                                                                                                    mm                                  
+FPRATE                              Freezing Rain Precipitation Rate                                                                                                                                 kg m-2s-1                           
+FPRATE                              Freezing Rain Precipitation Rate                                                                                                                                 mm/s                                
+FREQ                                Frequency                                                                                                                                                        s^-1                                
+FRICV                               Frictional velocity                                                                                                                                              m/s                                 
+FRICV                               Frictional Velocity                                                                                                                                              m/s                                 
+FRICV                               Friction Velocity                                                                                                                                                m/s                                 
+FROZR                               Frozen Rain                                                                                                                                                      kg/m2                               
+FROZR                               Frozen Rain                                                                                                                                                      mm                                  
+GHT                                 Geometrical height                                                                                                                                               m                                   
+DBSS                                Geometric Depth Below Sea Surface                                                                                                                                m                                   
+DIST                                Geometric height                                                                                                                                                 m                                   
+GPA                                 Geopotential height anomaly                                                                                                                                      gpm                                 
+GH                                  Geopotential height                                                                                                                                              gpm                                 
+HGT                                 Geopotential height                                                                                                                                              gpm                                 
+HGTN                                Geopotential Height (nearest grid point)                                                                                                                         gpm                                 
+GP                                  Geopotential                                                                                                                                                     m^2/s^2                             
+GRAD                                Global radiation flux                                                                                                                                            W/m^2                               
+GRAUP                               Graupel (snow pellets)                                                                                                                                           kg/kg                               
+GRLE                                Grauple                                                                                                                                                          kg kg-1                             
+GSGSO                               Gravity Of Sub-Grid Scale Orography                                                                                                                              W/m^2                               
+GWDV                                Gravity wave drag meridional acceleration                                                                                                                        m/s^2                               
+GWDU                                Gravity wave drag zonal acceleration                                                                                                                             m/s^2                               
+GCBL                                Grid scale cloud bottom level                                                                                                                                                                        
+GCBL                                Grid Scale Cloud Bottom Level                                                                                                                                                                        
+GSCBL                               Grid Scale Cloud Bottom Level                                                                                                                                                                        
+GCTL                                Grid scale cloud top level                                                                                                                                                                           
+GCTL                                Grid Scale Cloud Top Level                                                                                                                                                                           
+GSCTL                               Grid Scale Cloud Top Level                                                                                                                                                                           
+GC137                               Ground deposition of Caesium 137                                                                                                                                 Bq/m^2                              
+GI131                               Ground deposition of Iodine 131                                                                                                                                  Bq/m^2                              
+GRADP                               Ground deposition of radioactive                                                                                                                                 Bq/m^2                              
+GFLUX                               Ground heat flux                                                                                                                                                 W/m^2                               
+SFC                                 Ground or Water Surface                                                                                                                                                                              
+GWREC                               Groundwater recharge                                                                                                                                             mm                                  
+HAIL                                Hail                                                                                                                                                             m                                   
+HAILPROB                            Hail probability                                                                                                                                                 %                                   
+HINDEX                              Haines Index                                                                                                                                                     Numeric                             
+SIGHAL                              Hall Conductivity                                                                                                                                                S\*m^1                              
+HARAD                               H-Alpha Radiance                                                                                                                                                 W\*s\*r^1\*m^2                      
+HFLUX                               Heat Flux                                                                                                                                                        W/m^2                               
+HTX                                 Heat index                                                                                                                                                       K                                   
+DIFIFLUX                            Heavy Ion Flux (Differential)                                                                                                                                    ((m^2\*s\*sr\*eV)/nuc)^1            
+INTIFLUX                            Heavy Ion Flux (iIntegral)                                                                                                                                       (m^2\*s\*sr)^1                      
+HGTAG                               Height above ground (see Note 1)                                                                                                                                 m                                   
+H50Above0C                          Height of 50 dBZ Echo Above 0C                                                                                                                                   km                                  
+H50AboveM20C                        Height of 50 dBZ Echo Above -20C                                                                                                                                 km                                  
+H60Above0C                          Height of 60 dBZ Echo Above 0C                                                                                                                                   km                                  
+H60AboveM20C                        Height of 60 dBZ Echo Above -20C                                                                                                                                 km                                  
+HELCOR                              Heliospheric Radiance                                                                                                                                            W\*s\*r^1\*m^2                      
+ABSRB                               HF Absorption                                                                                                                                                    dB                                  
+ABSFRQ                              HF Absorption Frequency                                                                                                                                          Hz                                  
+HPRIMF                              h'F                                                                                                                                                              m                                   
+HCBL                                High cloud bottom level                                                                                                                                                                              
+HCBL                                High Cloud Bottom Level                                                                                                                                                                              
+HCDC                                High cloud cover                                                                                                                                                 %                                   
+HCL                                 High cloud layer                                                                                                                                                                                     
+HCL                                 High Cloud Layer                                                                                                                                                                                     
+HCLY                                High Cloud Layer                                                                                                                                                                                     
+HCTL                                High cloud top level                                                                                                                                                                                 
+HCTL                                High Cloud Top Level                                                                                                                                                                                 
+HSCLW                               Highest top level of supercooled liquid water layer                                                                                                                                                  
+HSCLW                               Highest Top Level of Supercooled Liquid Water Layer                                                                                                                                                  
+HTSLW                               Highest Top Level of Supercooled Liquid Water Layer                                                                                                                                                  
+HTFL                                Highest tropospheric freezing level                                                                                                                                                                  
+HTFL                                Highest Tropospheric Freezing Level                                                                                                                                                                  
+HighLayerCompositeReflectivity      High Layer Composite Reflectivity (24-60 kft)                                                                                                                    dBZ                                 
+HAVNI                               High-Level aviation interest                                                                                                                                                                         
+HRCONO                              High risk convective outlook                                                                                                                                     categorical                         
+MCONV                               Horizontal Moisture Convergence                                                                                                                                  kg kg-1 s-1                         
+HMC                                 Horizontal moisture convergence                                                                                                                                  kg/kg\*s                            
+MCONV                               Horizontal Moisture Divergence                                                                                                                                   kg kg-1 s-1                         
+MCONV                               Horizontal Moisture Divergence                                                                                                                                   kg\*kg^-1\*s^-1                     
+MCONV                               Horizontal moisture divergence                                                                                                                                   kg/kg\*s                            
+MCONV                               Horizontal Moisture Divergence                                                                                                                                   kg/kg\*s                            
+MFLX                                Horizontal momentum flux                                                                                                                                         N/m^2                               
+MFLX                                Horizontal Momentum Flux                                                                                                                                         N \* m-2                            
+MFLX                                Horizontal Momentum Flux                                                                                                                                         N/m^2                               
+CompositeReflectivityMaxHourly      Hourly Composite Reflectivity Maximum                                                                                                                            dBZ                                 
+MAXDVV                              Hourly Maximum of Downward Vertical Vorticity in the lowest 400hPa                                                                                               m/s                                 
+MAXREF                              Hourly Maximum of Simulated Reflectivity at 1 km AGL                                                                                                             dB                                  
+MXUPHL                              Hourly Maximum of Updraft Helicity over Layer 2-5 km AGL                                                                                                         m^2/s^2                             
+MXUPHL                              Hourly Maximum of Updraft Helicity over Layer 2km to 5 km AGL                                                                                                    m^2/s^2                             
+MAXUVV                              Hourly Maximum of Upward Vertical Vorticity in the lowest 400hPa                                                                                                 m/s                                 
+MIXR                                Humidity Mixing Ratio                                                                                                                                            kg kg-1                             
+MIXR                                Humidity mixing ratio                                                                                                                                            kg/kg                               
+RCQ                                 Humidity parameterin canopy conductance                                                                                                                          Fraction                            
+RCQ                                 Humidity parameter in canopy conductance                                                                                                                         Proportion                          
+HYBL                                Hybrid Level                                                                                                                                                                                         
+HCBB                                ICAO Height at Cumulonimbus Bas                                                                                                                                  m                                   
+HCBT                                ICAO Height at Cumulonimbus To                                                                                                                                   m                                   
+HECBB                               ICAO Height at Embedded Cumulonimbus Bas                                                                                                                         m                                   
+HECBT                               ICAO Height at Embedded Cumulonimbus To                                                                                                                          m                                   
+ICAHT                               ICAO Standard Atmosphere Reference Height                                                                                                                        m                                   
+ICEC                                Ice cover                                                                                                                                                        Proportion                          
+ICED                                Ice divergence                                                                                                                                                   s^-1                                
+FICE                                Ice fraction of total condensate                                                                                                                                                                     
+FICE                                Ice fraction of total condensate                                                                                                                                 non-dim                             
+FICE                                Ice fraction of total condensate                                                                                                                                 Proportion                          
+surface                             Ice-free water                                                                                                                                                   ICWAT                               
+ICWAT                               Ice-free water surface                                                                                                                                           %                                   
+ICEG                                Ice growth rate                                                                                                                                                  m/s                                 
+IPRATE                              Ice Pellets Precipitation Rate                                                                                                                                   kg m-2s-1                           
+IPRATE                              Ice Pellets Precipitation Rate                                                                                                                                   mm/s                                
+ICE T                               Ice Temperature                                                                                                                                                  K                                   
+ICETK                               Ice thickness                                                                                                                                                    m                                   
+ICMR                                Ice Water Mixing Ratio                                                                                                                                           kg kg-1                             
+ICMR                                Ice water mixing ratio                                                                                                                                           kg/kg                               
+ICIB                                Icing base                                                                                                                                                       m                                   
+ICIB                                Icing Base                                                                                                                                                       m                                   
+ICIP                                Icing                                                                                                                                                            %                                   
+ICIP                                Icing Potential                                                                                                                                                  %                                   
+TIPD                                Icing Potential                                                                                                                                                  non-dim                             
+ICPRB                               Icing probability                                                                                                                                                non-dim                             
+ICI                                 Icing                                                                                                                                                            See Table 4.207                     
+                                    Icing Severity                                                                                                                                                   ICI                                 
+ICSEV                               Icing severity                                                                                                                                                   non-dim                             
+ICIT                                Icing top                                                                                                                                                        m                                   
+ICIT                                Icing Top                                                                                                                                                        m                                   
+CTP                                 In-Cloud Turbulence                                                                                                                                              %                                   
+IRBand4                             Infrared Imagery                                                                                                                                                 K                                   
+INSTRR                              Instantaneous rain rate                                                                                                                                          mm / s                              
+LIPMF                               Integrated column particulate matter (fine)                                                                                                                      log10(mg \* m^-3)                   
+LIPMF                               Integrated column particulate matter (fine)                                                                                                                      log10(mm\*g/m^3)                    
+ILIQW                               Integrated Liquid Water                                                                                                                                          kg m-2                              
+ILW                                 Integrated liquid water                                                                                                                                          mm                                  
+TSI                                 Integrated Solar Irradiance                                                                                                                                      W\*m^2                              
+INTFD                               Interface Depths                                                                                                                                                 m                                   
+IMFTSW                              Inverse Mean Frequency of The Total Swell                                                                                                                        s                                   
+IMFWW                               Inverse Mean Frequency of The Wind Waves                                                                                                                         s                                   
+IMWF                                Inverse Mean Wave Frequency                                                                                                                                      s                                   
+IONDEN                              Ion Density                                                                                                                                                      m^3                                 
+IDRL                                Ionospheric D-region level                                                                                                                                                                           
+IERL                                Ionospheric E-region level                                                                                                                                                                           
+IF1RL                               Ionospheric F1-region level                                                                                                                                                                          
+IF2RL                               Ionospheric F2-region level                                                                                                                                                                          
+IONTMP                              Ion Temperature                                                                                                                                                  K                                   
+THEL                                Isentropic (theta) level                                                                                                                                         K                                   
+ISBL                                Isobaric Surface                                                                                                                                                 Pa                                  
+TMPL                                Isothermal Level                                                                                                                                                 K                                   
+KX                                  K index                                                                                                                                                          K                                   
+KENG                                Kinetic Energy                                                                                                                                                   J/kg                                
+MELBRNE                             KNES1                                                                                                                                                            1                                   
+KOX                                 KO index                                                                                                                                                         K                                   
+BENINX                              Kurtosis of The Sea Surface Elevation Due to Waves                                                                                                                                                   
+LAND                                Land cover (0=sea, 1=land)                                                                                                                                       Proportion                          
+LANDN                               Land-sea coverage (nearest neighbor)                                                                                                                             [land=1,sea=0]                      
+LSPA                                Land Surface Precipitation Accumulation                                                                                                                          mm                                  
+LANDU                               Land use                                                                                                                                                         (Code table 4.212)                  
+LAPR                                Lapse rate                                                                                                                                                       K/m                                 
+LRGHR                               Large Scale Condensate Heating rate                                                                                                                              K/s                                 
+LRGMR                               Large scale moistening rate                                                                                                                                      kg/kg/s                             
+NCPCP                               Large-Scale Precipitation (non-convective)                                                                                                                       kg m-2                              
+NCPCP                               Large scale precipitation (non-convective)                                                                                                                       mm                                  
+LSPRATE                             Large Scale Precipitation Rate                                                                                                                                   kg m-2s-1                           
+LSPRATE                             Large Scale Precipitation Rate                                                                                                                                   mm/s                                
+LSSRATE                             Large Scale Snowfall Rate                                                                                                                                        m s-1                               
+LSSRATE                             Large Scale Snowfall Rate                                                                                                                                        m/s                                 
+LSSRWE                              Large Scale Snowfall Rate Water Equivalent                                                                                                                       kg m-2s-1                           
+LSSRWE                              Large Scale Snowfall Rate Water Equivalent                                                                                                                       mm/s                                
+SNO L                               Large-Scale Snow                                                                                                                                                 kg m-2                              
+SNOL                                Large scale snow                                                                                                                                                 mm                                  
+LSWP                                Large Scale Water Precipitation (Non-Convective)                                                                                                                 kg m-2                              
+LSWP                                Large Scale Water Precipitation (Non-Convective)                                                                                                                 mm                                  
+LHTFL                               Latent heat net flux                                                                                                                                             W/m^2                               
+NLAT                                Latitude (-90 to +90)                                                                                                                                            deg                                 
+NLAT                                Latitude (-90 to +90)                                                                                                                                            degrees                             
+NLATN                               Latitude (nearest neighbor) (-90 to +90)                                                                                                                         degrees                             
+LAPP                                Latitude of Presure Point                                                                                                                                        degrees                             
+LAUV                                Latitude of U Wind Component of Velocity                                                                                                                         degrees                             
+LAVV                                Latitude of V Wind Component of Velocity                                                                                                                         degrees                             
+NONE                                Layer Between Two Depths Below Ocean Surface                                                                                                                                                         
+OLYR                                Layer between two depths below ocean surface                                                                                                                                                         
+OLYR                                Layer Between Two Depths Below Ocean Surface                                                                                                                                                         
+LBTHL                               Layer Between Two Hybrid Levels                                                                                                                                                                      
+NONE                                Layer Between Two Hybrid Levels                                                                                                                                                                      
+LMBSR                               Layer-maximum base reflectivity                                                                                                                                  dB                                  
+LOS                                 Layer Ocean Surface and 26C Ocean Isothermal Level                                                                                                                                                   
+NONE                                Layer Ocean Surface and 26C Ocean Isothermal Level                                                                                                                                                   
+LAYTH                               Layer Thickness                                                                                                                                                  m                                   
+LAI                                 Leaf Area Index                                                                                                                                                                                      
+PDLY                                Level at Specified Pressure Difference from Ground to Level                                                                                                      Pa                                  
+SPDL                                Level at Specified Pressure Difference from Ground to Level                                                                                                      Pa                                  
+0DEG                                level of 0C Isotherm                                                                                                                                                                                 
+ADCL                                Level of Adiabatic Condensation Lifted from the Surface                                                                                                                                              
+CTL                                 Level of Cloud Tops                                                                                                                                                                                  
+LTNG                                Lightning                                                                                                                                                                                            
+LTNG                                Lightning                                                                                                                                                        non-dim                             
+LMBINT                              Limb Intensity                                                                                                                                                   J\*m^2\*s^1                         
+ARAIN                               Liquid precipitation (rainfall)                                                                                                                                  kg/m2                               
+ARAIN                               Liquid precipitation (rainfall)                                                                                                                                  mm                                  
+LSOIL                               Liquid soil moisture content (non-frozen)                                                                                                                        mm                                  
+LIQVSM                              Liquid Volumetric Soil Moisture (Non-Frozen)                                                                                                                     m^3/m^3                             
+SOILL                               Liquid volumetric soil moisture (non-frozen)                                                                                                                     Proportion                          
+LOPP                                Longitude of Presure Point                                                                                                                                       degrees                             
+LOUV                                Longitude of U Wind Component of Velocity                                                                                                                        degrees                             
+LOVV                                Longitude of V Wind Component of Velocity                                                                                                                        degrees                             
+LWAVR                               Long wave radiation flux                                                                                                                                         W/m^2                               
+LWHR                                Long-Wave Radiative Heating Rate                                                                                                                                 K/s                                 
+LCBL                                Low cloud bottom level                                                                                                                                                                               
+LCBL                                Low Cloud Bottom Level                                                                                                                                                                               
+LCDC                                Low cloud cover                                                                                                                                                  %                                   
+LCLY                                Low Cloud Layer                                                                                                                                                                                      
+LCY                                 Low cloud layer                                                                                                                                                                                      
+LCY                                 Low Cloud Layer                                                                                                                                                                                      
+LCTL                                Low cloud top level                                                                                                                                                                                  
+LCTL                                Low Cloud Top Level                                                                                                                                                                                  
+LLSM                                Lower layer soil moisture                                                                                                                                        kg/m^3                              
+LBSLW                               Lowest Bottom Level of Supercooled Liquid Water Layer                                                                                                                                                
+LSCLW                               Lowest bottom level of supercooled liquid water layer                                                                                                                                                
+LSCLW                               Lowest Bottom Level of Supercooled Liquid Water Layer                                                                                                                                                
+LLTW                                Lowest level of the wet bulb zero                                                                                                                                                                    
+LLTW                                Lowest Level of the Wet Bulb Zero                                                                                                                                                                    
+LWBZ                                Lowest Level of the Wet Bulb Zero                                                                                                                                                                    
+WBZ                                 Lowest Level of the Wet Bulb Zero                                                                                                                                                                    
+LowLayerCompositeReflectivity       Low Layer Composite Reflectivity (0-24 kft)                                                                                                                      dBZ                                 
+LAVNI                               Low-Level aviation interest                                                                                                                                                                          
+MergedAzShear02kmAGL                Low-Level Azimuthal Shear (0-2km AGL)                                                                                                                            1/s                                 
+LLCompositeReflectivity             Low-Level Composite Reflectivity                                                                                                                                 dBZ                                 
+HeightLLCompositeReflectivity       Low-Level Composite Reflectivity Height                                                                                                                          m                                   
+RotationTrackLL120min               Low-Level Rotation Tracks 0-2km AGL (120 min. accum.)                                                                                                            1/s                                 
+RotationTrackLL1440min              Low-Level Rotation Tracks 0-2km AGL (1440 min. accum.)                                                                                                           1/s                                 
+RotationTrackLL240min               Low-Level Rotation Tracks 0-2km AGL (240 min. accum.)                                                                                                            1/s                                 
+RotationTrackLL30min                Low-Level Rotation Tracks 0-2km AGL (30 min. accum.)                                                                                                             1/s                                 
+RotationTrackLL360min               Low-Level Rotation Tracks 0-2km AGL (360 min. accum.)                                                                                                            1/s                                 
+RotationTrackLL60min                Low-Level Rotation Tracks 0-2km AGL (60 min. accum.)                                                                                                             1/s                                 
+BTOT                                Magnetic Field Magnitude                                                                                                                                         T                                   
+MTHA                                Main thermocline anomaly                                                                                                                                         m                                   
+MTHD                                Main thermocline depth                                                                                                                                           m                                   
+LMH                                 Mass Point Model Surface                                                                                                                                                                             
+MAXAH                               Maximum absolute humidity                                                                                                                                        kg/m^3                              
+MAXAH                               Maximum Absolute Humidity                                                                                                                                        kg m-3                              
+MACAT                               Maximum Cloud Air Turbulence Potential                                                                                                                           mm                                  
+REFC                                Maximum/Composite radar reflectivity                                                                                                                             dB                                  
+MTHE                                Maximum equivalent potential temperature level                                                                                                                                                       
+MTHE                                Maximum Equivalent Potential Temperature level                                                                                                                                                       
+MESH                                Maximum Estimated Size of Hail (MESH)                                                                                                                            mm                                  
+MAIP                                Maximum Icing Potential                                                                                                                                          mm                                  
+MAXWH                               Maximum Individual Wave Height                                                                                                                                   m                                   
+PRPMax                              Maximum Precipitation Return Period                                                                                                                              year                                
+QPEFFGMax                           Maximum QPE-to-FFG Ratio                                                                                                                                         %                                   
+MAXRH                               Maximum relative humidity                                                                                                                                        %                                   
+MAXRH                               Maximum Relative Humidity                                                                                                                                        %                                   
+MXSALB                              Maximum snow albedo                                                                                                                                              %                                   
+MXSALB                              Maximum Snow Albedo                                                                                                                                              %                                   
+MXSALB                              Maximum Snow Albedo\*                                                                                                                                            %                                   
+QMAX                                Maximum specific humidity at 2m                                                                                                                                  kg/kg                               
+TMAX                                Maximum temperature                                                                                                                                              K                                   
+MWSL                                Maximum Wind Level                                                                                                                                                                                   
+MAXWS                               Maximum wind speed                                                                                                                                               m/s                                 
+MACTP                               Max in-Cloud Turbulence Potential                                                                                                                                mm                                  
+MECAT                               Mean Cloud Air Turbulence Potential                                                                                                                              mm                                  
+MEI                                 Mean Icing Potential                                                                                                                                             mm                                  
+MECTP                               Mean in-Cloud Turbulence Potential                                                                                                                               mm                                  
+MWSPER                              Mean period of combined wind waves and swell                                                                                                                     s                                   
+SWPER                               Mean period of swell waves                                                                                                                                       s                                   
+WVPER                               Mean period of wind waves                                                                                                                                        s                                   
+MSL                                 Mean Sea Level                                                                                                                                                   Pa                                  
+M2SPW                               Mean square slope of waves                                                                                                                                                                           
+MZPTSW                              Mean Zero-Crossing Period of The Total Swell                                                                                                                     s                                   
+MZPWW                               Mean Zero-Crossing Period of The Wind Waves                                                                                                                      s                                   
+MZWPER                              Mean Zero-Crossing Wave Period                                                                                                                                   s                                   
+MCDC                                Medium cloud cover                                                                                                                                               %                                   
+MergedBaseReflectivityQC            Merged Base Reflectivity                                                                                                                                         dBZ                                 
+MergedReflectivityAtLowestAltitude  Merged Reflectivity At Lowest Altitude (RALA)                                                                                                                    dBZ                                 
+VGWD                                Meridional flux of gravity wave stress                                                                                                                           N/m^2                               
+V-GWD                               Meridional Flux of Gravity Wave Stress                                                                                                                           N/m^2                               
+MESHTrack120min                     MESH Tracks (120 min. accum.)                                                                                                                                    mm                                  
+MESHTrack1440min                    MESH Tracks (1440 min. accum.)                                                                                                                                   mm                                  
+MESHTrack240min                     MESH Tracks (240 min. accum.)                                                                                                                                    mm                                  
+MESHTrack30min                      MESH Tracks (30 min. accum.)                                                                                                                                     mm                                  
+MESHTrack360min                     MESH Tracks (360 min. accum.)                                                                                                                                    mm                                  
+MESHTrack60min                      MESH Tracks (60 min. accum.)                                                                                                                                     mm                                  
+MCBL                                Middle cloud bottom level                                                                                                                                                                            
+MCBL                                Middle Cloud Bottom Level                                                                                                                                                                            
+MCLY                                Middle Cloud Layer                                                                                                                                                                                   
+MCY                                 Middle cloud layer                                                                                                                                                                                   
+MCY                                 Middle Cloud Layer                                                                                                                                                                                   
+MCTL                                Middle cloud top level                                                                                                                                                                               
+MCTL                                Middle Cloud Top Level                                                                                                                                                                               
+MergedAzShear36kmAGL                Mid-Level Azimuthal Shear (3-6km AGL)                                                                                                                            1/s                                 
+RotationTrackML120min               Mid-Level Rotation Tracks 3-6km AGL (120 min. accum.)                                                                                                            1/s                                 
+RotationTrackML1440min              Mid-Level Rotation Tracks 3-6km AGL (1440 min. accum.)                                                                                                           1/s                                 
+RotationTrackML240min               Mid-Level Rotation Tracks 3-6km AGL (240 min. accum.)                                                                                                            1/s                                 
+RotationTrackML30min                Mid-Level Rotation Tracks 3-6km AGL (30 min. accum.)                                                                                                             1/s                                 
+RotationTrackML360min               Mid-Level Rotation Tracks 3-6km AGL (360 min. accum.)                                                                                                            1/s                                 
+RotationTrackML60min                Mid-Level Rotation Tracks 3-6km AGL (60 min. accum.)                                                                                                             1/s                                 
+RSMIN                               Minimal stomatal resistance                                                                                                                                      s/m                                 
+DEPMN                               Minimum dew point depression                                                                                                                                     K                                   
+MINRH                               Minimum Relative Humidity                                                                                                                                        %                                   
+QMIN                                Minimum specific humidity at 2m                                                                                                                                  kg/kg                               
+TMIN                                Minimum temperature                                                                                                                                              K                                   
+Entire Atmosphere                   Missing200                                                                                                                                                       200                                 
+MIXHT                               mixed layer depth                                                                                                                                                m                                   
+MIXHT                               Mixed Layer Depth                                                                                                                                                m                                   
+MIXL                                Mixed Layer Depth                                                                                                                                                m                                   
+MLYNO                               Model Layer number (From bottom up)                                                                                                                                                                  
+MTHT                                Model terrain height                                                                                                                                             m                                   
+MRCONO                              Moderate risk convective outlook                                                                                                                                 categorical                         
+MSTAV                               Moisture availability                                                                                                                                            %                                   
+UFLX                                Momentum flux, u component                                                                                                                                       N/m^2                               
+VFLX                                Momentum flux, v component                                                                                                                                       N/m^2                               
+MNTSF                               Montgomery stream function                                                                                                                                       m^2/s^2                             
+MSLET                               MSLP (Eta model reduction)                                                                                                                                       Pa                                  
+MSLPM                               MSLP (MAPS System Reduction)                                                                                                                                     Pa                                  
+NLGSP                               Natural Log of Surface Pressure                                                                                                                                  ln(kPa)                             
+NBDSF                               Near IR Beam Downward Solar Flux                                                                                                                                 W/m^2                               
+NBSALB                              Near IR, Black Sky Albedo                                                                                                                                        %                                   
+NDDSF                               Near IR Diffuse Downward Solar Flux                                                                                                                              W/m^2                               
+NWSALB                              Near IR, White Sky Albedo                                                                                                                                        %                                   
+AOHFLX                              Net Air-Ocean Heat Flux                                                                                                                                          W/m^2                               
+NLWRCS                              Net Long-Wave Radiation Flux, Clear Sky                                                                                                                          W/m^2                               
+NLWRS                               Net long wave radiation flux (surface)                                                                                                                           W/m^2                               
+NLWRT                               Net long wave radiation flux (top of atmosphere)                                                                                                                 W/m^2                               
+NLWRF                               Net Long-Wave Radiation Flux                                                                                                                                     W/m^2                               
+NSWRFCS                             Net Short-Wave Radiation Flux, Clear Sky                                                                                                                         W/m^2                               
+NSWRS                               Net short-wave radiation flux (surface)                                                                                                                          W/m^2                               
+NSWRT                               Net short-wave radiation flux (top of atmosphere)                                                                                                                W/m^2                               
+NSWRF                               Net Short Wave Radiation Flux                                                                                                                                    W/m^2                               
+NTAT                                Nominal Top of the Atmosphere                                                                                                                                                                        
+CDLYR                               Non-convective cloud cover                                                                                                                                       %                                   
+CDLYR                               Non-Convective Cloud Cover                                                                                                                                       %                                   
+                                    non-dim                                                                                                                                                          CD                                  
+NWSTR                               Normalised Waves Stress                                                                                                                                                                              
+NDVI                                Normalized Difference Vegetation Index                                                                                                                                                               
+NCIP                                Number concentration for ice particles                                                                                                                                                               
+NCIP                                Number concentration for ice particles                                                                                                                           non-dim                             
+MIXLY                               Number of mixed layers next to surface                                                                                                                           integer                             
+NPIXU                               Number Of Pixels Used                                                                                                                                            Numeric                             
+RLYRS                               Number of soil layers in root zone                                                                                                                               non-dim                             
+RLYRS                               Number of soil layers in root zone                                                                                                                               Numeric                             
+RLYRS                               Number of soil layers in root zone                                                                                                                                                                   
+OHC                                 Ocean Heat Content                                                                                                                                               J/m^2                               
+OITL                                Ocean Isotherm Level (1/10 deg C)                                                                                                                                C                                   
+NONE                                Ocean Isotherm Level                                                                                                                                             1/10 ℃                              
+OITL                                Ocean Isotherm Level                                                                                                                                             1/10 ℃                              
+NONE                                Ocean Mixed Layer                                                                                                                                                                                    
+OML                                 Ocean Mixed Layer                                                                                                                                                                                    
+P2OMLT                              Ocean Mixed Layer Potential Density (Reference 2000m)                                                                                                            kg/m^3                              
+OMLU                                Ocean Mixed Layer U Velocity                                                                                                                                     m/s                                 
+OMLV                                Ocean Mixed Layer V Velocity                                                                                                                                     m/s                                 
+ELEV                                Ocean Surface Elevation Relative to Geoid                                                                                                                        m                                   
+OMGALF                              Omega (Dp/Dt) divide by density                                                                                                                                  K                                   
+EWATR                               Open water evaporation (standing water)                                                                                                                          W/m^2                               
+OSD                                 Ordered Sequence of Data                                                                                                                                                                             
+OSEQ                                Ordered Sequence of Data                                                                                                                                                                             
+OZCON                               Ozone Concentration (PPB)                                                                                                                                        PPB                                 
+OZMAX1                              Ozone Daily Max from 1-hour Average                                                                                                                              ppbV                                
+OZMAX8                              Ozone Daily Max from 8-hour Average                                                                                                                              ppbV                                
+O3MR                                Ozone Mixing Ratio                                                                                                                                               kg \* kg^-1                         
+O3MR                                Ozone mixing ratio                                                                                                                                               kg/kg                               
+O3MR                                Ozone Mixing Ratio                                                                                                                                               kg/kg                               
+POZO                                Ozone production from col ozone term                                                                                                                             kg/kg/s                             
+POZT                                Ozone production from temperature term                                                                                                                           kg/kg/s                             
+POZ                                 Ozone production                                                                                                                                                 kg/kg/s                             
+TOZ                                 Ozone tendency                                                                                                                                                   kg/kg/s                             
+VDFOZ                               Ozone vertical diffusion                                                                                                                                         kg/kg/s                             
+SIGPAR                              Parallel Conductivity                                                                                                                                            S\*m^1                              
+PRATMP                              Parallel Temperature                                                                                                                                             K                                   
+PLI                                 Parcel lifted index (to 500 mb)                                                                                                                                  K                                   
+PLSMDEN                             Particle Number Density                                                                                                                                          m^3                                 
+PMTC                                Particulate matter (coarse)                                                                                                                                      mg \* m^-3                          
+PMTC                                Particulate matter (coarse)                                                                                                                                      mm\*g/m^3                           
+LPMTF                               Particulate matter (fine)                                                                                                                                        log10(mg \* m^-3)                   
+LPMTF                               Particulate matter (fine)                                                                                                                                        log10(mm\*g/m^3)                    
+PMTF                                Particulate matter (fine)                                                                                                                                        mg \* m^-3                          
+PMTF                                Particulate matter (fine)                                                                                                                                        mm\*g/m^3                           
+PPERTS                              Peak Period of The Total Swell                                                                                                                                   s                                   
+PPERWW                              Peak Period of The Wind Waves                                                                                                                                    s                                   
+PWPER                               Peak Wave Period                                                                                                                                                 s                                   
+SIGPED                              Pedersen Conductivity                                                                                                                                            S\*m^1                              
+CPOFP                               Percent frozen precipitation                                                                                                                                     %                                   
+PCTP1                               Percent pcpn in 1st 6-h sub-period of 24 hr period                                                                                                               %                                   
+PCTP2                               Percent pcpn in 2nd 6-h sub-period of 24 hr period                                                                                                               %                                   
+PCTP3                               Percent pcpn in 3rd 6-h sub-period of 24 hr period                                                                                                               %                                   
+PCTP4                               Percent pcpn in 4th 6-h sub-period of 24 hr period                                                                                                               %                                   
+PPSUB                               Percent precipitation in a sub-period of an overall period (Encoded as per cent accumulation over the sub-period)                                                %                                   
+PMAXWH                              Period of Maximum Individual Wave Height                                                                                                                         s                                   
+PRPTMP                              Perpendicular Temperature                                                                                                                                        K                                   
+PHOTAR                              Photosynthetically Active Radiation                                                                                                                              W/m^2                               
+PIXST                               Pixel scene type                                                                                                                                                 (Code table 4.218)                  
+BLD                                 Planetary Boundary Layer                                                                                                                                                                             
+HPBL                                Planetary boundary layer height                                                                                                                                  m                                   
+HPBL                                Planetary Boundary Layer Height                                                                                                                                  m                                   
+PLBL                                Planetary Boundary Layer                                                                                                                                                                             
+PBLR                                Planetary boundary layer regime                                                                                                                                  (Code table 4.209)                  
+PBLREG                              Planetary Boundary Layer Regime                                                                                                                                  See Table 4.209                     
+CNWAT                               Plant canopy surface water                                                                                                                                       mm                                  
+PDMAX1                              PM 2.5 Daily Max from 1-hour Average                                                                                                                             ug/m^3                              
+PDMAX24                             PM 2.5 Daily Max from 24-hour Average                                                                                                                            ug/m^3                              
+PEVAP                               Potential Evaporation                                                                                                                                            kg m-2                              
+PEVAP                               Potential evaporation                                                                                                                                            mm                                  
+PEVAP                               Potential Evaporation                                                                                                                                            mm                                  
+PEVPR                               Potential Evaporation Rage                                                                                                                                       W/m^2                               
+PEVPR                               Potential evaporation rate                                                                                                                                       W/m^2                               
+PEVPR                               Potential Evaporation Rate                                                                                                                                       W m-2                               
+THZ0                                Potential temperature at top of viscous sublayer                                                                                                                 K                                   
+POT                                 Potential temperature                                                                                                                                            K                                   
+POT                                 Potential temperature (theta)                                                                                                                                    K                                   
+PV                                  Potential vorticity                                                                                                                                              K \*m^-2 \*kg^-1 \*s^-1             
+PV                                  Potential vorticity                                                                                                                                              K \*m^-2\* kg^-1 \*s^-1             
+PVL                                 Potential Vorticity                                                                                                                                              K \* m^2/kg^1\*s^1                  
+PVORT                               Potential vorticity                                                                                                                                              K \* m^2 \* kg^-1\* s^-1            
+PVMWW                               Potential Vorticity (Mass-Weighted)                                                                                                                              m/s                                 
+PWC                                 Precipitable water category                                                                                                                                      (Code table 4.202)                  
+PWCAT                               Precipitable Water Category                                                                                                                                      See Table 4.202                     
+P WAT                               Precipitable Water                                                                                                                                               kg m-2                              
+PWAT                                Precipitable water                                                                                                                                               mm                                  
+PRCP                                Precipitation                                                                                                                                                    mm                                  
+PRATE                               Precipitation Rate                                                                                                                                               kg m-2 s-1                          
+PRATE                               Precipitation rate                                                                                                                                               mm / s                              
+PTYPE                               Precipitation type                                                                                                                                               (Code table 4.201)                  
+PTYPE                               Precipitation Type                                                                                                                                               See Table 4.201                     
+PR                                  Precip rate                                                                                                                                                      mm/hr                               
+(See note 3)                        Predominant Weather                                                                                                                                              Numeric                             
+PWTHER                              Predominant Weather                                                                                                                                              Numeric (See note 3)                
+PALT                                Pressure altitude                                                                                                                                                m                                   
+PRESA                               Pressure anomaly                                                                                                                                                 Pa                                  
+PCBB                                Pressure at Cumulonimbus Bas                                                                                                                                     Pa                                  
+PCBT                                Pressure at Cumulonimbus To                                                                                                                                      Pa                                  
+PECBB                               Pressure at Embedded Cumulonimbus Bas                                                                                                                            Pa                                  
+PECBT                               Pressure at Embedded Cumulonimbus To                                                                                                                             Pa                                  
+PRESDEV                             Pressure deviation from ground to level                                                                                                                          Pa                                  
+PRESD                               Pressure deviation from mean sea level                                                                                                                           Pa                                  
+PRESN                               Pressure (nearest grid point)                                                                                                                                    Pa                                  
+PLPL                                Pressure of level from which parcel was lifted                                                                                                                   Pa                                  
+PLPL                                Pressure of most parcel with highest theta-e in lowest 300 mb                                                                                                    Pa                                  
+P                                   Pressure                                                                                                                                                         Pa                                  
+PRES                                Pressure                                                                                                                                                         Pa                                  
+PRES                                Pressure                                                                                                                                                         Pa                                  
+PRMSL                               Pressure reduced to MSL                                                                                                                                          Pa                                  
+PTEND                               Pressure tendency                                                                                                                                                Pa/s                                
+DIRPW                               Primary wave direction                                                                                                                                           Degree                              
+PERPW                               Primary wave mean period                                                                                                                                         s                                   
+POP                                 Probability of 0.01 inches of precipitation                                                                                                                      %                                   
+POP                                 Probability of 0.01 inch of precipitation (POP)                                                                                                                  %                                   
+PROCON                              Probability of Convection                                                                                                                                        %                                   
+PPFFG                               Probability of Excessive Rain                                                                                                                                    %                                   
+CPOZP                               Probability of Freezing Precipitation                                                                                                                            %                                   
+PFREZPREC                           Probability of Freezing Precipitation                                                                                                                            %                                   
+CPOFP                               Probability of Frozen Precipitation                                                                                                                              %                                   
+PFROZPREC                           Probability of Frozen Precipitation                                                                                                                              %                                   
+PPFFG                               Probability of precipitation exceeding flash flood guidance values                                                                                               %                                   
+POSH                                Probability of Severe Hail (POSH)                                                                                                                                %                                   
+WarmRainProbability                 Probability of Warm Rain                                                                                                                                         %                                   
+CWR                                 Probability of Wetting Rain, exceeding in 0.10" in a given time period                                                                                           %                                   
+PTAN                                Prob of Temperature above normal                                                                                                                                 %                                   
+PTBN                                Prob of Temperature below normal                                                                                                                                 %                                   
+PTNN                                Prob of Temperature near normal                                                                                                                                  %                                   
+PPAN                                Prob of Total Precipitation above normal                                                                                                                         %                                   
+PPBN                                Prob of Total Precipitation below normal                                                                                                                         %                                   
+PPNN                                Prob of Total Precipitation near normal                                                                                                                          %                                   
+PROTDEN                             Proton Density                                                                                                                                                   m^3                                 
+DIFPFLUX                            Proton Flux (Differential)                                                                                                                                       (m^2\*s\*sr\*eV)^1                  
+INTPFLUX                            Proton Flux (Integral)                                                                                                                                           (m^2\*s\*sr)^1                      
+PROTTMP                             Proton Temperature                                                                                                                                               K                                   
+EPOT                                Pseudo-adiabatic potential temperature or equivalent potential temperature                                                                                       K                                   
+MountainMapperQPE12H                QPE - Mountain Mapper (12 hr. accum.)                                                                                                                            mm                                  
+MountainMapperQPE01H                QPE - Mountain Mapper (1 hr. accum.)                                                                                                                             mm                                  
+MountainMapperQPE24H                QPE - Mountain Mapper (24 hr. accum.)                                                                                                                            mm                                  
+MountainMapperQPE03H                QPE - Mountain Mapper (3 hr. accum.)                                                                                                                             mm                                  
+MountainMapperQPE48H                QPE - Mountain Mapper (48 hr. accum.)                                                                                                                            mm                                  
+MountainMapperQPE06H                QPE - Mountain Mapper (6 hr. accum.)                                                                                                                             mm                                  
+MountainMapperQPE72H                QPE - Mountain Mapper (72 hr. accum.)                                                                                                                            mm                                  
+GaugeOnlyQPE12H                     QPE - Radar Gauge Only (12 hr. accum.)                                                                                                                           mm                                  
+GaugeOnlyQPE01H                     QPE - Radar Gauge Only (1 hr. accum.)                                                                                                                            mm                                  
+GaugeOnlyQPE24H                     QPE - Radar Gauge Only (24 hr. accum.)                                                                                                                           mm                                  
+GaugeOnlyQPE03H                     QPE - Radar Gauge Only (3 hr. accum.)                                                                                                                            mm                                  
+GaugeOnlyQPE48H                     QPE - Radar Gauge Only (48 hr. accum.)                                                                                                                           mm                                  
+GaugeOnlyQPE06H                     QPE - Radar Gauge Only (6 hr. accum.)                                                                                                                            mm                                  
+GaugeOnlyQPE72H                     QPE - Radar Gauge Only (72 hr. accum.)                                                                                                                           mm                                  
+RadarOnlyQPE12H                     QPE - Radar Only (12 hr. accum.)                                                                                                                                 mm                                  
+RadarOnlyQPE01H                     QPE - Radar Only (1 hr. accum.)                                                                                                                                  mm                                  
+RadarOnlyQPE24H                     QPE - Radar Only (24 hr. accum.)                                                                                                                                 mm                                  
+RadarOnlyQPE03H                     QPE - Radar Only (3 hr. accum.)                                                                                                                                  mm                                  
+RadarOnlyQPE48H                     QPE - Radar Only (48 hr. accum.)                                                                                                                                 mm                                  
+RadarOnlyQPE06H                     QPE - Radar Only (6 hr. accum.)                                                                                                                                  mm                                  
+RadarOnlyQPE72H                     QPE - Radar Only (72 hr. accum.)                                                                                                                                 mm                                  
+GaugeCorrQPE12H                     QPE - Radar with Gauge Bias Correction (12 hr. accum.)                                                                                                           mm                                  
+GaugeCorrQPE01H                     QPE - Radar with Gauge Bias Correction (1 hr. accum.)                                                                                                            mm                                  
+GaugeCorrQPE24H                     QPE - Radar with Gauge Bias Correction (24 hr. accum.)                                                                                                           mm                                  
+GaugeCorrQPE03H                     QPE - Radar with Gauge Bias Correction (3 hr. accum.)                                                                                                            mm                                  
+GaugeCorrQPE48H                     QPE - Radar with Gauge Bias Correction (48 hr. accum.)                                                                                                           mm                                  
+GaugeCorrQPE06H                     QPE - Radar with Gauge Bias Correction (6 hr. accum.)                                                                                                            mm                                  
+GaugeCorrQPE72H                     QPE - Radar with Gauge Bias Correction (72 hr. accum.)                                                                                                           mm                                  
+PrecipRate                          Radar Precipitation Rate (SPR)                                                                                                                                   mm/hr                               
+RadarQualityIndex                   Radar Quality Index (RQI)                                                                                                                                                                            
+RDSP1                               Radar spectra (1)                                                                                                                                                                                    
+RDSP2                               Radar spectra (2)                                                                                                                                                                                    
+RDSP3                               Radar spectra (3)                                                                                                                                                                                    
+RDLNUM                              Radial number (2pi/lambda)                                                                                                                                       m-1                                 
+SWRAD                               Radiance (with respect to wave length)                                                                                                                           W \* m^-3 \*sr^-1                   
+LWRAD                               Radiance (with respect to wave number)                                                                                                                           W \* m^-1 \*sr^-1                   
+EPSR                                Radiative emissivity                                                                                                                                                                                 
+EPSR                                Radiative emissivity                                                                                                                                             mm                                  
+FRAIN                               Rain fraction of total cloud water                                                                                                                               Proportion                          
+FRAIN                               Rain Fraction of Total Liquid Water                                                                                                                                                                  
+FRAIN                               Rain Fraction of Total Liquid Water                                                                                                                              non-dim                             
+FRAIN                               Rain Fraction of Total Liquid Water                                                                                                                              Proportion                          
+RWMR                                Rain Mixing Ratio                                                                                                                                                kg kg-1                             
+RWMR                                Rain mixing ratio                                                                                                                                                kg/kg                               
+RPRATE                              Rain Precipitation Rate                                                                                                                                          kg m-2s-1                           
+RPRATE                              Rain Precipitation Rate                                                                                                                                          mm/s                                
+RDRIP                               Rate of water dropping from canopy to ground                                                                                                                     unknown                             
+ground                              Rate of water dropping from canopy to                                                                                                                            RDRIP                               
+MergedReflectivityComposite         Raw Composite Reflectivity Mosaic                                                                                                                                dBZ                                 
+MergedBaseReflectivity              Raw Merged Base Reflectivity                                                                                                                                     dBZ                                 
+RFL06                               Reflectance in 0.6 Micron Channel                                                                                                                                %                                   
+RFL08                               Reflectance in 0.8 Micron Channel                                                                                                                                %                                   
+RFL16                               Reflectance in 1.6 Micron Channel                                                                                                                                %                                   
+RFL39                               Reflectance in 3.9 Micron Channel                                                                                                                                %                                   
+Reflectivity0C                      Reflectivity at 0C                                                                                                                                               dBZ                                 
+ReflectivityM10C                    Reflectivity at -10C                                                                                                                                             dBZ                                 
+ReflectivityM15C                    Reflectivity at -15C                                                                                                                                             dBZ                                 
+REFD                                Reflectivity at 1 km AGL                                                                                                                                         dB                                  
+ReflectivityM20C                    Reflectivity at -20C                                                                                                                                             dBZ                                 
+ReflectivityM5C                     Reflectivity at -5C                                                                                                                                              dBZ                                 
+ReflectivityAtLowestAltitude        Reflectivity At Lowest Altitude (RALA)                                                                                                                           dBZ                                 
+REFD                                Reflectivity                                                                                                                                                     dB                                  
+RAZA                                Relative Azimuth Angle                                                                                                                                           Degree                              
+RELD                                Relative divergence                                                                                                                                              s^-1                                
+REV                                 Relative Error Variance                                                                                                                                                                              
+RH                                  Relative humidity                                                                                                                                                %                                   
+R H                                 Relative Humidity                                                                                                                                                %                                   
+RHPW                                Relative Humidity with Respect to Precipitable Water                                                                                                             %                                   
+RELV                                Relative vorticity                                                                                                                                               s^-1                                
+RSSC                                Remotely sensed snow cover                                                                                                                                       (Code table 4.215)                  
+RI                                  Richardson number                                                                                                                                                Numeric                             
+RI                                  Richardson Number                                                                                                                                                Numeric                             
+FRIME                               Rime Factor                                                                                                                                                                                          
+RIME                                Rime Factor                                                                                                                                                      non-dim                             
+RIME                                Rime factor                                                                                                                                                      Numeric                             
+RIME                                Rime Factor                                                                                                                                                      Numeric                             
+RIME                                Rime Factor                                                                                                                                                                                          
+SFCRH                               Roughness length for heat                                                                                                                                        m                                   
+SALTY                               Salinity                                                                                                                                                         kg/kg                               
+SLTFL                               Salt Flux                                                                                                                                                        mm\*s                               
+SATD                                Saturation deficit                                                                                                                                               Pa                                  
+SAT D                               Saturation Deficit                                                                                                                                               Pa                                  
+SATOSM                              Saturation Of Soil Moisture                                                                                                                                      kg/m^3                              
+SCALB                               Scaled albedo                                                                                                                                                    Numeric                             
+SCBT                                Scaled brightness temperature                                                                                                                                    Numeric                             
+SCCTP                               Scaled cloud top pressure                                                                                                                                        Numeric                             
+SCLI                                Scaled lifted index                                                                                                                                              Numeric                             
+SCPW                                Scaled precipitable water                                                                                                                                        Numeric                             
+SCRAD                               Scaled radiance                                                                                                                                                  Numeric                             
+SCST                                Scaled skin temperature                                                                                                                                          Numeric                             
+SCESTUWIND                          Scatterometer Estimated U Wind Component                                                                                                                         m/s                                 
+SCESTVWIND                          Scatterometer Estimated V Wind Component                                                                                                                         m/s                                 
+SCINT                               Scintillation                                                                                                                                                    Numeric                             
+SEAB                                Sea Bottom                                                                                                                                                                                           
+SeamlessHSR                         Seamless Hybrid Scan Reflectivity (SHSR)                                                                                                                         dBZ                                 
+SeamlessHSRHeight                   Seamless Hybrid Scan Reflectivity (SHSR) Height                                                                                                                  km                                  
+SSHG                                Sea Surface Height Relative to Geoid                                                                                                                             m                                   
+DIRSW                               Secondary wave direction                                                                                                                                         Degree                              
+PERSW                               Secondary wave mean periods                                                                                                                                      s                                   
+s                                   Seconds prior to initial reference time (defined in Section 1)                                                                                                   TSEC                                
+TSEC                                Seconds prior to initial reference time                                                                                                                          s                                   
+TSEC                                Seconds Prior To Initial Reference Time                                                                                                                          s                                   
+SHTFL                               Sensible heat net flux                                                                                                                                           W/m^2                               
+SHI                                 Severe Hail Index (SHI)                                                                                                                                                                              
+SCBL                                Shallow convective cloud bottom level                                                                                                                                                                
+SCBL                                Shallow Convective Cloud Bottom Level                                                                                                                                                                
+SCCBT                               Shallow Convective Cloud Bottom Level                                                                                                                                                                
+SCCTL                               Shallow Convective Cloud Top Level                                                                                                                                                                   
+SCTL                                Shallow convective cloud top level                                                                                                                                                                   
+SCTL                                Shallow Convective Cloud Top Level                                                                                                                                                                   
+SHAHR                               Shallow Convective Heating rate                                                                                                                                  K/s                                 
+SHAMR                               Shallow Convective Moistening Rate                                                                                                                               kg kg-1 s-1                         
+SHAMR                               Shallow Convective Moistening Rate                                                                                                                               kg/kg\*s                            
+SWAVR                               Short wave radiation flux                                                                                                                                        W/m^2                               
+SGCVV                               Sigma coordinate vertical velocity                                                                                                                               s^-1                                
+SIGL                                Sigma Level                                                                                                                                                                                          
+SHAILPRO                            Significant Hail probability                                                                                                                                     %                                   
+SIGHAILPROB                         Significant Hail probability                                                                                                                                     %                                   
+HTSGW                               Significant height of combined wind waves and swell                                                                                                              m                                   
+SWELL                               Significant height of swell waves                                                                                                                                m                                   
+WVHGT                               Significant height of wind waves (m)                                                                                                                             m                                   
+SIGTRNDPROB                         Significant Tornado probability                                                                                                                                  %                                   
+STORPROB                            Significant Tornado probability                                                                                                                                  %                                   
+SIGWINDPROB                         Significant Wind probability                                                                                                                                     %                                   
+SWINDPRO                            Significant Wind probability                                                                                                                                     %                                   
+                                    Silt loam                                                                                                                                                                                            
+SBC123                              Simulated Brightness Counts for GOES 12, Channel 3                                                                                                               Byte                                
+SBC124                              Simulated Brightness Counts for GOES 12, Channel 4                                                                                                               Byte                                
+SBTA1610                            Simulated Brightness Temperature for ABI GOES-16, Band-10                                                                                                        K                                   
+SBTA1611                            Simulated Brightness Temperature for ABI GOES-16, Band-11                                                                                                        K                                   
+SBTA1612                            Simulated Brightness Temperature for ABI GOES-16, Band-12                                                                                                        K                                   
+SBTA1613                            Simulated Brightness Temperature for ABI GOES-16, Band-13                                                                                                        K                                   
+SBTA1614                            Simulated Brightness Temperature for ABI GOES-16, Band-14                                                                                                        K                                   
+SBTA1615                            Simulated Brightness Temperature for ABI GOES-16, Band-15                                                                                                        K                                   
+SBTA1616                            Simulated Brightness Temperature for ABI GOES-16, Band-16                                                                                                        K                                   
+SBTA167                             Simulated Brightness Temperature for ABI GOES-16, Band-7                                                                                                         K                                   
+SBTA168                             Simulated Brightness Temperature for ABI GOES-16, Band-8                                                                                                         K                                   
+SBTA169                             Simulated Brightness Temperature for ABI GOES-16, Band-9                                                                                                         K                                   
+SBTA1710                            Simulated Brightness Temperature for ABI GOES-17, Band-10                                                                                                        K                                   
+SBTA1711                            Simulated Brightness Temperature for ABI GOES-17, Band-11                                                                                                        K                                   
+SBTA1712                            Simulated Brightness Temperature for ABI GOES-17, Band-12                                                                                                        K                                   
+SBTA1713                            Simulated Brightness Temperature for ABI GOES-17, Band-13                                                                                                        K                                   
+SBTA1714                            Simulated Brightness Temperature for ABI GOES-17, Band-14                                                                                                        K                                   
+SBTA1715                            Simulated Brightness Temperature for ABI GOES-17, Band-15                                                                                                        K                                   
+SBTA1716                            Simulated Brightness Temperature for ABI GOES-17, Band-16                                                                                                        K                                   
+SBTA177                             Simulated Brightness Temperature for ABI GOES-17, Band-7                                                                                                         K                                   
+SBTA178                             Simulated Brightness Temperature for ABI GOES-17, Band-8                                                                                                         K                                   
+SBTA179                             Simulated Brightness Temperature for ABI GOES-17, Band-9                                                                                                         K                                   
+AMSRE10                             Simulated Brightness Temperature for AMSRE on Aqua, Channel 10                                                                                                   K                                   
+AMSRE11                             Simulated Brightness Temperature for AMSRE on Aqua, Channel 11                                                                                                   K                                   
+AMSRE12                             Simulated Brightness Temperature for AMSRE on Aqua, Channel 12                                                                                                   K                                   
+AMSRE9                              Simulated Brightness Temperature for AMSRE on Aqua, Channel 9                                                                                                    K                                   
+SBT112                              Simulated Brightness Temperature for GOES 11, Channel 2                                                                                                          K                                   
+SBT113                              Simulated Brightness Temperature for GOES 11, Channel 3                                                                                                          K                                   
+SBT114                              Simulated Brightness Temperature for GOES 11, Channel 4                                                                                                          K                                   
+SBT115                              Simulated Brightness Temperature for GOES 11, Channel 5                                                                                                          K                                   
+SBT122                              Simulated Brightness Temperature for GOES 12, Channel 2                                                                                                          K                                   
+SBT123                              Simulated Brightness Temperature for GOES 12, Channel 3                                                                                                          K                                   
+SBT124                              Simulated Brightness Temperature for GOES 12, Channel 4                                                                                                          K                                   
+SBT125                              Simulated Brightness Temperature for GOES 12, Channel 5                                                                                                          K                                   
+SBT124                              Simulated Brightness Temperature for GOES E Infrared                                                                                                             K                                   
+SBT123                              Simulated Brightness Temperature for GOES E Water Vapor                                                                                                          K                                   
+SBT114                              Simulated Brightness Temperature for GOES W Infrared                                                                                                             K                                   
+SBT113                              Simulated Brightness Temperature for GOES W Water Vapor                                                                                                          K                                   
+SRFA161                             Simulated Reflectance Factor for ABI GOES-16, Band-1                                                                                                                                                 
+SRFA162                             Simulated Reflectance Factor for ABI GOES-16, Band-2                                                                                                                                                 
+SRFA163                             Simulated Reflectance Factor for ABI GOES-16, Band-3                                                                                                                                                 
+SRFA164                             Simulated Reflectance Factor for ABI GOES-16, Band-4                                                                                                                                                 
+SRFA165                             Simulated Reflectance Factor for ABI GOES-16, Band-5                                                                                                                                                 
+SRFA166                             Simulated Reflectance Factor for ABI GOES-16, Band-6                                                                                                                                                 
+SRFA171                             Simulated Reflectance Factor for ABI GOES-17, Band-1                                                                                                                                                 
+SRFA172                             Simulated Reflectance Factor for ABI GOES-17, Band-2                                                                                                                                                 
+SRFA173                             Simulated Reflectance Factor for ABI GOES-17, Band-3                                                                                                                                                 
+SRFA174                             Simulated Reflectance Factor for ABI GOES-17, Band-4                                                                                                                                                 
+SRFA175                             Simulated Reflectance Factor for ABI GOES-17, Band-5                                                                                                                                                 
+SRFA176                             Simulated Reflectance Factor for ABI GOES-17, Band-6                                                                                                                                                 
+SKTMP                               Skin Temperature                                                                                                                                                 K                                   
+SRCONO                              Slight risk convective outlook                                                                                                                                   categorical                         
+SSGSO                               Slope Of Sub-Grid Scale Orography                                                                                                                                Numeric                             
+SNOAG                               Snow age                                                                                                                                                         day                                 
+SNOAG                               Snow Age                                                                                                                                                         day                                 
+SALBD                               Snow Albedo                                                                                                                                                      %                                   
+SCE                                 Snow Cover by elevation (snow=0-252,neither=253,clouds=254)                                                                                                      dm                                  
+SCP                                 Snow Cover                                                                                                                                                       %                                   
+SC                                  Snow Cover (snow=250,clouds=100,neither=50)                                                                                                                                                          
+SNOWC                               Snow cover                                                                                                                                                       %                                   
+SNOWC                               Snow Cover                                                                                                                                                       %                                   
+SDEN                                Snow Density                                                                                                                                                     kg m-3                              
+SDEN                                Snow Density                                                                                                                                                     kg/m^3                              
+SNOD                                Snow depth                                                                                                                                                       m                                   
+SNO D                               Snow Depth                                                                                                                                                       m                                   
+SDWE                                Snow Depth Water Equivalent                                                                                                                                      kg m-2                              
+SDWE                                Snow Depth Water Equivalent                                                                                                                                      mm                                  
+SEVAP                               Snow Evaporation                                                                                                                                                 kg m-2                              
+SEVAP                               Snow Evaporation                                                                                                                                                 mm                                  
+SRWEQ                               Snowfall Rate Water Equivalent                                                                                                                                   kg m-2 s-1                          
+SRWEQ                               Snowfall rate water equivalent                                                                                                                                   mm / s                              
+SNFALB                              Snow free albedo                                                                                                                                                 %                                   
+SNFALB                              Snow-Free Albedo                                                                                                                                                 %                                   
+SNO M                               Snow Melt                                                                                                                                                        kg m-2                              
+SNOM                                Snow melt                                                                                                                                                        mm                                  
+SNMR                                Snow Mixing Ratio                                                                                                                                                kg kg-1                             
+SNMR                                Snow mixing ratio                                                                                                                                                kg/kg                               
+SNOHF                               Snow phase change heat flux                                                                                                                                      W/m^2                               
+SNOHF                               Snow Phase Change Heat Flux                                                                                                                                      W/m^2                               
+SPRATE                              Snow Precipitation Rate                                                                                                                                          kg m-2s-1                           
+SPRATE                              Snow Precipitation Rate                                                                                                                                          mm/s                                
+SNOWT                               Snow temperature, depth-avg                                                                                                                                      K                                   
+SNOT                                Snow temperature                                                                                                                                                 K                                   
+SNO T                               Snow temperature                                                                                                                                                 K                                   
+SNOT                                Snow Temperature                                                                                                                                                 K                                   
+SCE                                 Snow water equivalent                                                                                                                                            cm                                  
+SWEPN                               Snow water equivalent percent of normal                                                                                                                          %                                   
+SOILM                               Soil moisture content                                                                                                                                            mm                                  
+SOILM                               Soil Moisture                                                                                                                                                    kg/m^3                              
+RCSOL                               Soil moisture parameter in canopy conductance                                                                                                                    Fraction                            
+RCSOL                               Soil moisture parameter in canopy conductance                                                                                                                    Proportion                          
+SOILP                               Soil Porosity                                                                                                                                                    m^3/m^3                             
+POROS                               Soil porosity                                                                                                                                                    Proportion                          
+TSOIL                               Soil temperature                                                                                                                                                 K                                   
+SOTYP                               Soil type                                                                                                                                                        index                               
+EUVIRR                              Solar EUV Irradiance                                                                                                                                             W\*m^2                              
+RCS                                 Solar parameter in canopy conductance                                                                                                                            Fraction                            
+RCS                                 Solar parameter in canopy conductance                                                                                                                            Proportion                          
+SP                                  Solar photosphere                                                                                                                                                                                    
+SWHR                                Solar Radiative Heating Rate                                                                                                                                     K/s                                 
+SOLRF                               Solar Radio Emissions                                                                                                                                            W\*m^2\*Hz^1                        
+SPECIRR                             Solar Spectral Irradiance                                                                                                                                        W\*m^2\*n\*m^1                      
+XLONG                               Solar X-ray Flux (XRS Long)                                                                                                                                      W\*m^2                              
+XSHRT                               Solar X-ray Flux (XRS Short)                                                                                                                                     W\*m^2                              
+SOLZA                               Solar Zenith Angle                                                                                                                                               Degree                              
+AMSL                                Specific Altitude Above Mean Sea Level                                                                                                                           m                                   
+QZ0                                 Specific humidity at top of viscous sublayer                                                                                                                     kg/kg                               
+SPF H                               Specific Humidity                                                                                                                                                kg kg-1                             
+SPFH                                Specific humidity                                                                                                                                                kg/kg                               
+HTGL                                Specified Height Level Above Ground                                                                                                                              m                                   
+SRCS                                Specified radius from the center of the Sun                                                                                                                      m                                   
+DWWW                                Spectal directional width of the wind waves                                                                                                                                                          
+SPFTR                               Spectral Peakedness Factor                                                                                                                                       s^-1                                
+SICED                               Speed of ice drift                                                                                                                                               m/s                                 
+SPRDF                               Spread F                                                                                                                                                         m                                   
+HSTDV                               Standard deviation of height                                                                                                                                     m                                   
+SDSGSO                              Standard Deviation Of Sub-Grid Scale Orography                                                                                                                   m                                   
+TSD1D                               Standard Dev. of IR Temp. over 1x1 deg. area                                                                                                                     K                                   
+HLCY                                Storm relative helicity                                                                                                                                          J/kg                                
+SSRUN                               Storm surface runoff                                                                                                                                             mm                                  
+SURGE                               Storm Surge                                                                                                                                                      m                                   
+STPA                                Storm total precip accum                                                                                                                                         mm                                  
+STRM                                Stream function                                                                                                                                                  m^2/s                               
+SBSNO                               Sublimation (evaporation from snow)                                                                                                                              W m-2                               
+SBSNO                               Sublimation (evaporation from snow)                                                                                                                              W/m^2                               
+SUN                                 Sunshine duration (ECMWF proposal, not WMO approved)                                                                                                             s                                   
+SUNSD                               Sunshine Duration                                                                                                                                                s                                   
+SUNS                                SunShine                                                                                                                                                         Numeric                             
+SIPD                                Supercooled Large Droplet Icing                                                                                                                                  mm                                  
+SIPD                                Supercooled Large Droplet (SLD) Icing                                                                                                                            See Table 4.207See Note (1)         
+SLDP                                Supercooled Large Droplet (SLD) Probabilitysee note 1                                                                                                            %                                   
+SLDP                                Supercooled Large Droplet (SLD) Probability                                                                                                                      %                                   
+SuperLayerCompositeReflectivity     Super Layer Composite Reflectivity (33-60 kft)                                                                                                                   dBZ                                 
+AKHS                                Surface exchange coefficients for T and Q divided by delta z                                                                                                     m/s                                 
+AKMS                                Surface exchange coefficients for U and V divided by delta z                                                                                                     m/s                                 
+LFTX                                Surface Lifted Index                                                                                                                                             K                                   
+SLI                                 Surface lifted index                                                                                                                                             K                                   
+PrecipType                          Surface Precipitation Type (SPT)                                                                                                                                                                     
+SFCR                                Surface roughness                                                                                                                                                m                                   
+SSST                                Surface Salinity Trend                                                                                                                                           psu per day                         
+SLTYP                               Surface Slope Type                                                                                                                                               Index                               
+ModelSurfaceTemperature             Surface Temperature                                                                                                                                              C                                   
+SSTT                                Surface Temperature Trend                                                                                                                                        degree per day                      
+SSTOR                               Surface water storage                                                                                                                                            mm                                  
+Surge                               Surge Height                                                                                                                                                     m                                   
+SX                                  Sweat index                                                                                                                                                      Numeric                             
+TMPA                                Temperature anomaly                                                                                                                                              K                                   
+T                                   Temperature                                                                                                                                                      K                                   
+TMP                                 Temperature                                                                                                                                                      K                                   
+TMPSWP                              Temperature                                                                                                                                                      K                                   
+RCT                                 Temperature parameter in canopy conductance                                                                                                                      Fraction                            
+RCT                                 Temperature parameter in canopy conductance                                                                                                                      Proportion                          
+TTDIA                               Temperature Tendency By All Physics                                                                                                                              K/s                                 
+TTRAD                               Temperature tendency by all radiation                                                                                                                            K\*s^-1                             
+TTRAD                               Temperature tendency by all radiation                                                                                                                            K/s                                 
+TTPHY                               Temperature Tendency By Non-radiation Physics                                                                                                                    K/s                                 
+WTEND                               Tendency of vertical velocity                                                                                                                                    m/s^2                               
+                                    The Associated Legendre Functions of the first kind are defined by                                                                                                                                   
+MASK                                Thematic Mask                                                                                                                                                    Numeric                             
+THICK                               Thickness                                                                                                                                                        m                                   
+TSC                                 Thunderstorm coverage                                                                                                                                            (Code table 4.204)                  
+TSMT                                Thunderstorm maximum tops                                                                                                                                        m                                   
+TSTM                                Thunderstorm probability                                                                                                                                         %                                   
+TSTM                                Thunderstorm Probability                                                                                                                                         %                                   
+TACONCP                             Time-integrated air concentration of caesium pollutant                                                                                                           Bq\*s/m^3                           
+TACONIP                             Time-integrated air concentration of iodine pollutant                                                                                                            Bq\*s/m^3                           
+TACONRDP                            Time-integrated air concentration of radioactive pollutant                                                                                                       Bq\*s/m^3                           
+PTOR                                Tornado probability                                                                                                                                              %                                   
+TORPROB                             Tornado probability                                                                                                                                              %                                   
+TRNDPROB                            Tornado probability                                                                                                                                              %                                   
+TCDC                                Total cloud cover                                                                                                                                                %                                   
+TCOLI                               Total column-integrated cloud ice                                                                                                                                mm                                  
+TCOLI                               Total Column-Integrated Cloud Ice                                                                                                                                mm                                  
+TCOLW                               Total column-integrated cloud water                                                                                                                              mm                                  
+TCOLW                               Total Column-Integrated Cloud Water                                                                                                                              mm                                  
+TCOLC                               Total column-integrated condensate                                                                                                                               mm                                  
+TCOLC                               Total Column-Integrated Condensate                                                                                                                               mm                                  
+TCOLM                               Total column-integrated melting ice                                                                                                                              kg m-2                              
+TCOLM                               Total column-integrated melting ice                                                                                                                              mm                                  
+TCIOZ                               Total Column Integrated Ozone                                                                                                                                    Dobson                              
+TCOLR                               Total Column Integrated Rain                                                                                                                                     kg m-2                              
+TCOLR                               Total column integrated rain                                                                                                                                     mm                                  
+TCOLR                               Total Column Integrated Rain                                                                                                                                     mm                                  
+TCOLS                               Total Column Integrated Snow                                                                                                                                     kg m-2                              
+TCOLS                               Total column integrated snow                                                                                                                                     mm                                  
+TCOLS                               Total Column Integrated Snow                                                                                                                                     mm                                  
+TCLSW                               Total column-integrated supercooled liquid water                                                                                                                 kg m-2                              
+TCLSW                               Total column-integrated supercooled liquid water                                                                                                                 mm                                  
+TCIWV                               Total Column Integrated Water Vapour                                                                                                                             kg m-2                              
+TCIWV                               Total Column Integrated Water Vapour                                                                                                                             mm                                  
+TCOLG                               Total Column Integrate Graupel                                                                                                                                   kg/m^2                              
+TCWAT                               Total Column Water (Vertically integrated total water (vapour+cloud water/ice)                                                                                   kg m-2                              
+TCWAT                               Total Column Water(Vertically integrated total water (vapour+cloud water/ice)                                                                                    mm                                  
+TCOND                               Total Condensate                                                                                                                                                 kg \* kg^-1                         
+TCOND                               Total condensate                                                                                                                                                 kg/kg                               
+TCOND                               Total Condensate                                                                                                                                                 kg/kg                               
+THFLX                               Total Downward Heat Flux at Surface                                                                                                                              W/m^2                               
+TIPD                                Total Icing Potential Diagnostic                                                                                                                                 non-dim                             
+TIPD                                Total Icing Potential Diagnostic                                                                                                                                                                     
+TOZNE                               Total ozone                                                                                                                                                      Dobson                              
+A PCP                               Total Precipitation                                                                                                                                              kg m-2                              
+APCP                                Total precipitation                                                                                                                                              mm                                  
+APCPN                               Total precipitation (nearest grid point)                                                                                                                         kg/m2                               
+APCPN                               Total precipitation (nearest grid point)                                                                                                                         mm                                  
+TPRATE                              Total Precipitation Rate                                                                                                                                         kg m-2s-1                           
+TPRATE                              Total Precipitation Rate                                                                                                                                         mm/s                                
+PRSIGSV                             Total Probability of Extreme Severe Thunderstorms (Days 2,3)                                                                                                     %                                   
+PRSIGSVR                            Total Probability of Extreme Severe Thunderstorms (Days 2,3)                                                                                                     %                                   
+PRSVR                               Total Probability of Severe Thunderstorms (Days 2,3)                                                                                                             %                                   
+ASNOW                               Total Snowfall                                                                                                                                                   m                                   
+TOTSN                               Total snowfall                                                                                                                                                   m                                   
+TSRATE                              Total Snowfall Rate                                                                                                                                              m s-1                               
+TSRATE                              Total Snowfall Rate                                                                                                                                              m/s                                 
+TSRWE                               Total Snowfall Rate Water Equivalent                                                                                                                             kg m-2s-1                           
+TSRWE                               Total Snowfall Rate Water Equivalent                                                                                                                             mm/s                                
+TSNOW                               Total Snow                                                                                                                                                       kg/m2                               
+TSNOW                               Total Snow                                                                                                                                                       mm                                  
+TSNOWP                              Total Snow Precipitation                                                                                                                                         kg m-2                              
+TSNOWP                              Total Snow Precipitation                                                                                                                                         mm                                  
+TTX                                 Total totals index                                                                                                                                               K                                   
+TWATP                               Total Water Precipitation                                                                                                                                        kg m-2                              
+TWATP                               Total Water Precipitation                                                                                                                                        mm                                  
+TTHDP                               Transient thermocline depth                                                                                                                                      m                                   
+TRANSO                              Transpiration Stree-Onset(Soil Moisture)                                                                                                                         kg/m^3                              
+SMREF                               Transpiration stress-onset (soil moisture)                                                                                                                       Proportion                          
+TRANS                               Transpiration                                                                                                                                                    W/m^2                               
+TCHP                                Tropical Cyclone Heat Potential                                                                                                                                  J/m^2\*K                            
+TRO                                 Tropopause                                                                                                                                                                                           
+TRBBS                               Turbulence base                                                                                                                                                  m                                   
+TURBB                               Turbulence Base                                                                                                                                                  m                                   
+TURB                                Turbulence                                                                                                                                                       (Code table 4.208)                  
+TPFI                                Turbulence Potential Forecast Index                                                                                                                                                                  
+TURB                                Turbulence                                                                                                                                                       See Table 4.208                     
+TRBTP                               Turbulence top                                                                                                                                                   m                                   
+TURBT                               Turbulence Top                                                                                                                                                   m                                   
+TKE                                 Turbulent Kinetic Energy                                                                                                                                         J kg-1                              
+TKE                                 Turbulent kinetic energy                                                                                                                                         J/kg                                
+UOGRD                               u-component of current                                                                                                                                           cm/s                                
+UOGRD                               u-component of current                                                                                                                                           m/s                                 
+MAXUW                               U Component of Hourly Maximum 10m Wind Speed                                                                                                                     m/s                                 
+UICE                                u-component of ice drift                                                                                                                                         m/s                                 
+UGUST                               u-component of wind gust                                                                                                                                         m/s                                 
+UGRD                                u-component of wind                                                                                                                                              m/s                                 
+USTM                                U-component storm motion                                                                                                                                         m/s                                 
+USTM                                U-Component Storm Motion                                                                                                                                         m/s                                 
+USSD                                U-component Surface Stokes Drift                                                                                                                                 m/s                                 
+UVI                                 Ultra Violet Index                                                                                                                                               J/m^2                               
+UPHL                                Updraft Helicity in Layer 2-5 km AGL                                                                                                                             m^2/s^2                             
+UPHL                                Updraft Helicity                                                                                                                                                 m^2/s^2                             
+ULSM                                Upper layer soil moisture                                                                                                                                        kg/m^3                              
+ULST                                Upper layer soil temperature                                                                                                                                     K                                   
+ULWRF                               Upward Long-Wave Rad. Flux                                                                                                                                       W/m^2                               
+ULWRF                               Upward long-wave radiation flux                                                                                                                                  W/m^2                               
+                                    Upward Long-W/m^2                                                                                                                                                ULWRF                               
+USWRF                               Upward Short-Wave Rad. Flux                                                                                                                                      W/m^2                               
+USWRF                               Upward short-wave radiation flux                                                                                                                                 W/m^2                               
+                                    Upward Short-W/m^2                                                                                                                                               USWRF                               
+UTRF                                Upward Total radiation Flux                                                                                                                                      W/m^2                               
+DUVB                                UV-B downward solar flux                                                                                                                                         W/m^2                               
+UVI                                 UV Index                                                                                                                                                         J/m^2                               
+UVIUCS                              UV Index (Under Clear Sky)                                                                                                                                       Numeric                             
+VAPP                                Vapor pressure                                                                                                                                                   Pa                                  
+VAPP                                Vapor Pressure                                                                                                                                                   Pa                                  
+VOGRD                               v-component of current                                                                                                                                           cm/s                                
+VOGRD                               v-component of current                                                                                                                                           m/s                                 
+MAXVW                               V Component of Hourly Maximum 10m Wind Speed                                                                                                                     m/s                                 
+VICE                                v-component of ice drift                                                                                                                                         m/s                                 
+UGUST                               v-component of wind gust                                                                                                                                         m/s                                 
+VGRD                                v-component of wind                                                                                                                                              m/s                                 
+VSTM                                V-component storm motion                                                                                                                                         m/s                                 
+VSTM                                V-Component Storm Motion                                                                                                                                         m/s                                 
+VSSD                                V-component Surface Stokes Drift                                                                                                                                 m/s                                 
+VEGT                                Vegetation canopy temperature                                                                                                                                    K                                   
+VGTYP                               Vegetation Type                                                                                                                                                  Integer 0-13                        
+VEG                                 Vegetation                                                                                                                                                       %                                   
+SPEED                               Velocity Magnitude (Speed)                                                                                                                                       m\*s^1                              
+LMV                                 Velocity Point Model Surface                                                                                                                                                                         
+VPOT                                Velocity potential                                                                                                                                               m^2/s                               
+VRATE                               Ventilation Rate                                                                                                                                                 m^2/s                               
+VDFHR                               Vertical Diffusion Heating rate                                                                                                                                  K/s                                 
+VDFVA                               Vertical Diffusion Meridional Acceleration                                                                                                                       m/s^2                               
+VDFMR                               Vertical Diffusion Moistening Rate                                                                                                                               kg/kg\*s                            
+VDFUA                               Vertical Diffusion Zonal Acceleration                                                                                                                            m/s^2                               
+VEDH                                Vertical Eddy Diffusivity Heat exchange                                                                                                                          m^2/s                               
+VTEC                                Vertical Electron Content                                                                                                                                        m^2                                 
+VII                                 Vertically Integrated Ice (VII)                                                                                                                                  kg/m^2                              
+VILIQ                               Vertically-integrated liquid                                                                                                                                     kg/m^2                              
+MRMSVILDensity                      Vertically Integrated Liquid (VIL) Density                                                                                                                       g/m^3                               
+MRMSVIL                             Vertically Integrated Liquid (VIL)                                                                                                                               kg/m^2                              
+VIL                                 Vertically Integrated Liquid (VIL)                                                                                                                               kg/m^2                              
+VWSH                                Vertical speed shear                                                                                                                                             s^-1                                
+VWSH                                Vertical speed sheer                                                                                                                                             s^-1                                
+VUCSH                               Vertical u-component shear                                                                                                                                       s^-1                                
+VVCSH                               Vertical v-component shear                                                                                                                                       s^-1                                
+DZDT                                Vertical velocity geometric                                                                                                                                      m/s                                 
+VVEL                                Vertical velocity pressure                                                                                                                                       Pa/s                                
+VPTMP                               Virtual potential temperature                                                                                                                                    K                                   
+VTMP                                Virtual temperature                                                                                                                                              K                                   
+VIS                                 Visibility                                                                                                                                                       m                                   
+VBDSF                               Visible Beam Downward Solar Flux                                                                                                                                 W/m^2                               
+SBSALB                              Visible, Black Sky Albedo                                                                                                                                        %                                   
+VDDSF                               Visible Diffuse Downward Solar Flux                                                                                                                              W/m^2                               
+Visible                             Visible Imagery                                                                                                                                                                                      
+SWSALB                              Visible, White Sky Albedo                                                                                                                                        %                                   
+VASH                                Volcanic ash                                                                                                                                                     (Code table 4.206)                  
+VAFTD                               Volcanic Ash Forecast Transport and Dispersion                                                                                                                   log10(kg/m^3)                       
+VOLASH                              Volcanic Ash                                                                                                                                                     See Table 4.206                     
+VOLDEC                              Volumetric Direct Evaporation Cease(Soil Moisture)                                                                                                               m^3/m^3                             
+VSOSM                               Volumetric Saturation Of Soil Moisture                                                                                                                           m^3/m^3                             
+SOILW                               Volumetric soil moisture content                                                                                                                                 Proportion                          
+VSOILM                              Volumetric Soil Moisture                                                                                                                                         m^3/m^3                             
+VOLTSO                              Volumetric Transpiration Stree-Onset(Soil Moisture)                                                                                                              m^3/m^3                             
+VWILTM                              Volumetric Wilting Moisture                                                                                                                                      m^3/m^3                             
+WCINC                               Water condensate added by precip assimilation                                                                                                                    mm                                  
+WCCONV                              Water Condensate Flux Convergance (Vertical Int)                                                                                                                 mm                                  
+WCVFLX                              Water Condensate Meridional Flux (Vertical Int)                                                                                                                  mm                                  
+WCUFLX                              Water Condensate Zonal Flux (Vertical Int)                                                                                                                       mm                                  
+WEASD                               Water Equivalent of Accumulated Snow Depth                                                                                                                       kg m-2                              
+WEASD                               Water equivalent of accumulated snow depth                                                                                                                       mm                                  
+WATR                                Water runoff                                                                                                                                                     mm                                  
+TEMPWTR                             Water temperature                                                                                                                                                K                                   
+WVINC                               Water vapor added by precip assimilation                                                                                                                         mm                                  
+WVCONV                              Water Vapor Flux Convergance (Vertical Int)                                                                                                                      mm                                  
+WaterVapor                          Water Vapor Imagery                                                                                                                                              K                                   
+WVVFLX                              Water Vapor Meridional Flux (Vertical Int)                                                                                                                       mm                                  
+WVUFLX                              Water Vapor Zonal Flux (Vertical Int)                                                                                                                            mm                                  
+WDIRW                               Wave Directional Width                                                                                                                                                                               
+WESP                                Wave Engery Spectrum                                                                                                                                             s/m^2                               
+WVSP1                               Wave spectra (1)                                                                                                                                                                                     
+WVSP2                               Wave spectra (2)                                                                                                                                                                                     
+WVSP3                               Wave spectra (3)                                                                                                                                                                                     
+WSTP                                Wave Steepness                                                                                                                                                                                       
+WSTR                                Wave Stress                                                                                                                                                      N/m^2                               
+wxType                              Weather                                                                                                                                                                                              
+ModelWetbulbTemperature             Wet Bulb Temperature                                                                                                                                             C                                   
+WHTCOR                              White Light Coronagraph Radiance                                                                                                                                 W\*s\*r^1\*m^2                      
+WHTRAD                              White Light Radiance                                                                                                                                             W\*s\*r^1\*m^2                      
+WILT                                Wilting Point                                                                                                                                                    kg/m^3                              
+WILT                                Wilting point                                                                                                                                                    Proportion                          
+WCI                                 Wind chill factor                                                                                                                                                K                                   
+WDIR                                Wind direction (from which blowing)                                                                                                                              deg                                 
+WMIXE                               Wind mixing energy                                                                                                                                               J                                   
+WINDPROB                            Wind probability                                                                                                                                                 %                                   
+WINDPROB                            Wind Probability                                                                                                                                                 %                                   
+WGS                                 Wind speed gust                                                                                                                                                  m/s                                 
+PWS                                 Wind speed                                                                                                                                                       m/s                                 
+WIND                                Wind speed                                                                                                                                                       m/s                                 
+HGT X                               X-gradient of Height                                                                                                                                             m^-1                                
+LPS X                               X-gradient of Log Pressure                                                                                                                                       m^-1                                
+XRAYRAD                             X-Ray Radiance                                                                                                                                                   W\*s\*r^1\*m^2                      
+HGT Y                               Y-gradient of Height                                                                                                                                             m^-1                                
+LPS Y                               Y-gradient of Log Pressure                                                                                                                                       m^-1                                
+UGWD                                Zonal flux of gravity wave stress                                                                                                                                N/m^2                               
+U-GWD                               Zonal Flux of Gravity Wave Stress                                                                                                                                N/m^2                               
+==================================  ===============================================================================================================================================================  ====================================
+
diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt
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index 0000000..237af52
--- /dev/null
+++ b/_sources/index.rst.txt
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+==================================
+Python AWIPS Data Access Framework
+==================================
+
+The python-awips package provides a data access framework for requesting grid and geometry datasets from an `EDEX <http://unidata.github.io/awips2/#edex>`_ server.
+
+`AWIPS <http://unidata.github.io/awips2>`_ is a weather display and analysis package developed by the National Weather Service for operational forecasting.  UCAR's `Unidata Program Center <http://www.unidata.ucar.edu/software/awips2/>`_ supports a non-operational open-source release of the AWIPS software (`EDEX <http://unidata.github.io/awips2/#edex>`_, `CAVE <http://unidata.github.io/awips2/#cave>`_, and `python-awips <https://github.com/Unidata/python-awips>`_).
+
+.. _Jupyter Notebook: http://nbviewer.jupyter.org/github/Unidata/python-awips/tree/master/examples/notebooks
+
+Pip Install
+-----------
+
+::
+
+    pip install python-awips
+
+
+Conda Environment Install
+-------------------------
+
+To install the latest version of python-awips, with all required and optional packages:
+
+::
+
+    git clone https://github.com/Unidata/python-awips.git
+    cd python-awips
+    conda env create -f environment.yml
+    conda activate python3-awips
+    python setup.py install --force
+    jupyter notebook examples
+
+
+Requirements
+------------
+
+- python 2.7+
+- numpy
+- shapely
+- six
+
+
+Quick Example
+~~~~~~~~~~~~~
+
+::
+
+    from awips.dataaccess import DataAccessLayer
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    dataTypes = DataAccessLayer.getSupportedDatatypes()
+    list(dataTypes)
+
+    ['acars',
+     'binlightning',
+     'bufrmosavn',
+     'bufrmoseta',
+     'bufrmosgfs',
+     'bufrmoshpc',
+     'bufrmoslamp',
+     'bufrmosmrf',
+     'bufrua',
+     'climate',
+     'common_obs_spatial',
+     'gfe',
+     'gfeeditarea',
+     'grid',
+     'maps',
+     'modelsounding',
+     'obs',
+     'practicewarning',
+     'profiler',
+     'radar',
+     'radar_spatial',
+     'satellite',
+     'sfcobs',
+     'topo',
+     'warning']
+
+
+    request = DataAccessLayer.newDataRequest()
+    request.setDatatype("satellite")
+    availableSectors = DataAccessLayer.getAvailableLocationNames(request)
+    availableSectors.sort()
+    for sector in availableSectors:
+        print sector
+        request.setLocationNames(sector)
+        availableProducts = DataAccessLayer.getAvailableParameters(request)
+        availableProducts.sort()
+        for product in availableProducts:
+            print " - " + product
+
+    ECONUS
+     - ACTP
+     - ADP
+     - AOD
+     - CAPE
+     - CH-01-0.47um
+     - CH-02-0.64um
+     - CH-03-0.87um
+     - CH-04-1.38um
+     ...
+    EFD
+     - ACTP
+     - ADP
+     - AOD
+     - CAPE
+     - CH-01-0.47um
+     - CH-02-0.64um
+     - CH-03-0.87um
+     - CH-04-1.38um
+     ...
+
+
+See the `API Documentation <api/DataAccessLayer.html>`_ for more information.
+
+----------------------
+Read The Docs Contents
+----------------------
+
+.. toctree::
+   :maxdepth: 2
+
+   api/index
+   datatypes
+   examples/index
+   dev
+   gridparms
+   about
diff --git a/_static/basic.css b/_static/basic.css
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+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
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+ * :license: BSD, see LICENSE for details.
+ *
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+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li div.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 450px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a.brackets:before,
+span.brackets > a:before{
+    content: "[";
+}
+
+a.brackets:after,
+span.brackets > a:after {
+    content: "]";
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.align-default {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+table.footnote td, table.footnote th {
+    border: 0 !important;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+dl.footnote > dt,
+dl.citation > dt {
+    float: left;
+    margin-right: 0.5em;
+}
+
+dl.footnote > dd,
+dl.citation > dd {
+    margin-bottom: 0em;
+}
+
+dl.footnote > dd:after,
+dl.citation > dd:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dt:after {
+    content: ":";
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0.5em;
+    content: ":";
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+div.doctest > div.highlight span.gp {  /* gp: Generic.Prompt */
+    user-select: none;
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.descname {
+    background-color: transparent;
+    font-weight: bold;
+    font-size: 1.2em;
+}
+
+code.descclassname {
+    background-color: transparent;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/_static/css/badge_only.css b/_static/css/badge_only.css
new file mode 100644
index 0000000..e380325
--- /dev/null
+++ b/_static/css/badge_only.css
@@ -0,0 +1 @@
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new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/_static/css/fonts/fontawesome-webfont.svg
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diff --git a/_static/css/fonts/lato-normal.woff b/_static/css/fonts/lato-normal.woff
new file mode 100644
index 0000000000000000000000000000000000000000..ae1307ff5f4c48678621c240f8972d5a6e20b22c
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diff --git a/_static/doctools.js b/_static/doctools.js
new file mode 100644
index 0000000..daccd20
--- /dev/null
+++ b/_static/doctools.js
@@ -0,0 +1,315 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for all documentation.
+ *
+ * :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/**
+ * select a different prefix for underscore
+ */
+$u = _.noConflict();
+
+/**
+ * make the code below compatible with browsers without
+ * an installed firebug like debugger
+if (!window.console || !console.firebug) {
+  var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
+    "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
+    "profile", "profileEnd"];
+  window.console = {};
+  for (var i = 0; i < names.length; ++i)
+    window.console[names[i]] = function() {};
+}
+ */
+
+/**
+ * small helper function to urldecode strings
+ */
+jQuery.urldecode = function(x) {
+  return decodeURIComponent(x).replace(/\+/g, ' ');
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+  if (typeof s === 'undefined')
+    s = document.location.search;
+  var parts = s.substr(s.indexOf('?') + 1).split('&');
+  var result = {};
+  for (var i = 0; i < parts.length; i++) {
+    var tmp = parts[i].split('=', 2);
+    var key = jQuery.urldecode(tmp[0]);
+    var value = jQuery.urldecode(tmp[1]);
+    if (key in result)
+      result[key].push(value);
+    else
+      result[key] = [value];
+  }
+  return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+  function highlight(node, addItems) {
+    if (node.nodeType === 3) {
+      var val = node.nodeValue;
+      var pos = val.toLowerCase().indexOf(text);
+      if (pos >= 0 &&
+          !jQuery(node.parentNode).hasClass(className) &&
+          !jQuery(node.parentNode).hasClass("nohighlight")) {
+        var span;
+        var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+        if (isInSVG) {
+          span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+        } else {
+          span = document.createElement("span");
+          span.className = className;
+        }
+        span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+        node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+          document.createTextNode(val.substr(pos + text.length)),
+          node.nextSibling));
+        node.nodeValue = val.substr(0, pos);
+        if (isInSVG) {
+          var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+          var bbox = node.parentElement.getBBox();
+          rect.x.baseVal.value = bbox.x;
+          rect.y.baseVal.value = bbox.y;
+          rect.width.baseVal.value = bbox.width;
+          rect.height.baseVal.value = bbox.height;
+          rect.setAttribute('class', className);
+          addItems.push({
+              "parent": node.parentNode,
+              "target": rect});
+        }
+      }
+    }
+    else if (!jQuery(node).is("button, select, textarea")) {
+      jQuery.each(node.childNodes, function() {
+        highlight(this, addItems);
+      });
+    }
+  }
+  var addItems = [];
+  var result = this.each(function() {
+    highlight(this, addItems);
+  });
+  for (var i = 0; i < addItems.length; ++i) {
+    jQuery(addItems[i].parent).before(addItems[i].target);
+  }
+  return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+  jQuery.uaMatch = function(ua) {
+    ua = ua.toLowerCase();
+
+    var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+      /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+      /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+      /(msie) ([\w.]+)/.exec(ua) ||
+      ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+      [];
+
+    return {
+      browser: match[ 1 ] || "",
+      version: match[ 2 ] || "0"
+    };
+  };
+  jQuery.browser = {};
+  jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+var Documentation = {
+
+  init : function() {
+    this.fixFirefoxAnchorBug();
+    this.highlightSearchWords();
+    this.initIndexTable();
+    if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) {
+      this.initOnKeyListeners();
+    }
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS : {},
+  PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; },
+  LOCALE : 'unknown',
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext : function(string) {
+    var translated = Documentation.TRANSLATIONS[string];
+    if (typeof translated === 'undefined')
+      return string;
+    return (typeof translated === 'string') ? translated : translated[0];
+  },
+
+  ngettext : function(singular, plural, n) {
+    var translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated === 'undefined')
+      return (n == 1) ? singular : plural;
+    return translated[Documentation.PLURALEXPR(n)];
+  },
+
+  addTranslations : function(catalog) {
+    for (var key in catalog.messages)
+      this.TRANSLATIONS[key] = catalog.messages[key];
+    this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
+    this.LOCALE = catalog.locale;
+  },
+
+  /**
+   * add context elements like header anchor links
+   */
+  addContextElements : function() {
+    $('div[id] > :header:first').each(function() {
+      $('<a class="headerlink">\u00B6</a>').
+      attr('href', '#' + this.id).
+      attr('title', _('Permalink to this headline')).
+      appendTo(this);
+    });
+    $('dt[id]').each(function() {
+      $('<a class="headerlink">\u00B6</a>').
+      attr('href', '#' + this.id).
+      attr('title', _('Permalink to this definition')).
+      appendTo(this);
+    });
+  },
+
+  /**
+   * workaround a firefox stupidity
+   * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
+   */
+  fixFirefoxAnchorBug : function() {
+    if (document.location.hash && $.browser.mozilla)
+      window.setTimeout(function() {
+        document.location.href += '';
+      }, 10);
+  },
+
+  /**
+   * highlight the search words provided in the url in the text
+   */
+  highlightSearchWords : function() {
+    var params = $.getQueryParameters();
+    var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
+    if (terms.length) {
+      var body = $('div.body');
+      if (!body.length) {
+        body = $('body');
+      }
+      window.setTimeout(function() {
+        $.each(terms, function() {
+          body.highlightText(this.toLowerCase(), 'highlighted');
+        });
+      }, 10);
+      $('<p class="highlight-link"><a href="javascript:Documentation.' +
+        'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
+          .appendTo($('#searchbox'));
+    }
+  },
+
+  /**
+   * init the domain index toggle buttons
+   */
+  initIndexTable : function() {
+    var togglers = $('img.toggler').click(function() {
+      var src = $(this).attr('src');
+      var idnum = $(this).attr('id').substr(7);
+      $('tr.cg-' + idnum).toggle();
+      if (src.substr(-9) === 'minus.png')
+        $(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
+      else
+        $(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
+    }).css('display', '');
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
+        togglers.click();
+    }
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords : function() {
+    $('#searchbox .highlight-link').fadeOut(300);
+    $('span.highlighted').removeClass('highlighted');
+  },
+
+  /**
+   * make the url absolute
+   */
+  makeURL : function(relativeURL) {
+    return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
+  },
+
+  /**
+   * get the current relative url
+   */
+  getCurrentURL : function() {
+    var path = document.location.pathname;
+    var parts = path.split(/\//);
+    $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
+      if (this === '..')
+        parts.pop();
+    });
+    var url = parts.join('/');
+    return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
+  },
+
+  initOnKeyListeners: function() {
+    $(document).keydown(function(event) {
+      var activeElementType = document.activeElement.tagName;
+      // don't navigate when in search box or textarea
+      if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT'
+          && !event.altKey && !event.ctrlKey && !event.metaKey && !event.shiftKey) {
+        switch (event.keyCode) {
+          case 37: // left
+            var prevHref = $('link[rel="prev"]').prop('href');
+            if (prevHref) {
+              window.location.href = prevHref;
+              return false;
+            }
+          case 39: // right
+            var nextHref = $('link[rel="next"]').prop('href');
+            if (nextHref) {
+              window.location.href = nextHref;
+              return false;
+            }
+        }
+      }
+    });
+  }
+};
+
+// quick alias for translations
+_ = Documentation.gettext;
+
+$(document).ready(function() {
+  Documentation.init();
+});
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
new file mode 100644
index 0000000..2fa8c97
--- /dev/null
+++ b/_static/documentation_options.js
@@ -0,0 +1,12 @@
+var DOCUMENTATION_OPTIONS = {
+    URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
+    VERSION: '',
+    LANGUAGE: 'None',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'html',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false
+};
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diff --git a/_static/fonts/fontawesome-webfont.svg b/_static/fonts/fontawesome-webfont.svg
new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/_static/fonts/fontawesome-webfont.svg
@@ -0,0 +1,2671 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg>
+<metadata>
+Created by FontForge 20120731 at Mon Oct 24 17:37:40 2016
+ By ,,,
+Copyright Dave Gandy 2016. All rights reserved.
+</metadata>
+<defs>
+<font id="FontAwesome" horiz-adv-x="1536" >
+  <font-face 
+    font-family="FontAwesome"
+    font-weight="400"
+    font-stretch="normal"
+    units-per-em="1792"
+    panose-1="0 0 0 0 0 0 0 0 0 0"
+    ascent="1536"
+    descent="-256"
+    bbox="-1.02083 -256.962 2304.6 1537.02"
+    underline-thickness="0"
+    underline-position="0"
+    unicode-range="U+0020-F500"
+  />
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+    <glyph glyph-name=".null" horiz-adv-x="0" 
+ />
+    <glyph glyph-name="nonmarkingreturn" horiz-adv-x="597" 
+ />
+    <glyph glyph-name="space" unicode=" " horiz-adv-x="448" 
+ />
+    <glyph glyph-name="dieresis" unicode="&#xa8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="copyright" unicode="&#xa9;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="registered" unicode="&#xae;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="AE" unicode="&#xc6;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="Oslash" unicode="&#xd8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="trademark" unicode="&#x2122;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="infinity" unicode="&#x221e;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="notequal" unicode="&#x2260;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="glass" unicode="&#xf000;" horiz-adv-x="1792" 
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diff --git a/_static/jquery-3.5.1.js b/_static/jquery-3.5.1.js
new file mode 100644
index 0000000..5093733
--- /dev/null
+++ b/_static/jquery-3.5.1.js
@@ -0,0 +1,10872 @@
+/*!
+ * jQuery JavaScript Library v3.5.1
+ * https://jquery.com/
+ *
+ * Includes Sizzle.js
+ * https://sizzlejs.com/
+ *
+ * Copyright JS Foundation and other contributors
+ * Released under the MIT license
+ * https://jquery.org/license
+ *
+ * Date: 2020-05-04T22:49Z
+ */
+( function( global, factory ) {
+
+	"use strict";
+
+	if ( typeof module === "object" && typeof module.exports === "object" ) {
+
+		// For CommonJS and CommonJS-like environments where a proper `window`
+		// is present, execute the factory and get jQuery.
+		// For environments that do not have a `window` with a `document`
+		// (such as Node.js), expose a factory as module.exports.
+		// This accentuates the need for the creation of a real `window`.
+		// e.g. var jQuery = require("jquery")(window);
+		// See ticket #14549 for more info.
+		module.exports = global.document ?
+			factory( global, true ) :
+			function( w ) {
+				if ( !w.document ) {
+					throw new Error( "jQuery requires a window with a document" );
+				}
+				return factory( w );
+			};
+	} else {
+		factory( global );
+	}
+
+// Pass this if window is not defined yet
+} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
+
+// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1
+// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode
+// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common
+// enough that all such attempts are guarded in a try block.
+"use strict";
+
+var arr = [];
+
+var getProto = Object.getPrototypeOf;
+
+var slice = arr.slice;
+
+var flat = arr.flat ? function( array ) {
+	return arr.flat.call( array );
+} : function( array ) {
+	return arr.concat.apply( [], array );
+};
+
+
+var push = arr.push;
+
+var indexOf = arr.indexOf;
+
+var class2type = {};
+
+var toString = class2type.toString;
+
+var hasOwn = class2type.hasOwnProperty;
+
+var fnToString = hasOwn.toString;
+
+var ObjectFunctionString = fnToString.call( Object );
+
+var support = {};
+
+var isFunction = function isFunction( obj ) {
+
+      // Support: Chrome <=57, Firefox <=52
+      // In some browsers, typeof returns "function" for HTML <object> elements
+      // (i.e., `typeof document.createElement( "object" ) === "function"`).
+      // We don't want to classify *any* DOM node as a function.
+      return typeof obj === "function" && typeof obj.nodeType !== "number";
+  };
+
+
+var isWindow = function isWindow( obj ) {
+		return obj != null && obj === obj.window;
+	};
+
+
+var document = window.document;
+
+
+
+	var preservedScriptAttributes = {
+		type: true,
+		src: true,
+		nonce: true,
+		noModule: true
+	};
+
+	function DOMEval( code, node, doc ) {
+		doc = doc || document;
+
+		var i, val,
+			script = doc.createElement( "script" );
+
+		script.text = code;
+		if ( node ) {
+			for ( i in preservedScriptAttributes ) {
+
+				// Support: Firefox 64+, Edge 18+
+				// Some browsers don't support the "nonce" property on scripts.
+				// On the other hand, just using `getAttribute` is not enough as
+				// the `nonce` attribute is reset to an empty string whenever it
+				// becomes browsing-context connected.
+				// See https://github.com/whatwg/html/issues/2369
+				// See https://html.spec.whatwg.org/#nonce-attributes
+				// The `node.getAttribute` check was added for the sake of
+				// `jQuery.globalEval` so that it can fake a nonce-containing node
+				// via an object.
+				val = node[ i ] || node.getAttribute && node.getAttribute( i );
+				if ( val ) {
+					script.setAttribute( i, val );
+				}
+			}
+		}
+		doc.head.appendChild( script ).parentNode.removeChild( script );
+	}
+
+
+function toType( obj ) {
+	if ( obj == null ) {
+		return obj + "";
+	}
+
+	// Support: Android <=2.3 only (functionish RegExp)
+	return typeof obj === "object" || typeof obj === "function" ?
+		class2type[ toString.call( obj ) ] || "object" :
+		typeof obj;
+}
+/* global Symbol */
+// Defining this global in .eslintrc.json would create a danger of using the global
+// unguarded in another place, it seems safer to define global only for this module
+
+
+
+var
+	version = "3.5.1",
+
+	// Define a local copy of jQuery
+	jQuery = function( selector, context ) {
+
+		// The jQuery object is actually just the init constructor 'enhanced'
+		// Need init if jQuery is called (just allow error to be thrown if not included)
+		return new jQuery.fn.init( selector, context );
+	};
+
+jQuery.fn = jQuery.prototype = {
+
+	// The current version of jQuery being used
+	jquery: version,
+
+	constructor: jQuery,
+
+	// The default length of a jQuery object is 0
+	length: 0,
+
+	toArray: function() {
+		return slice.call( this );
+	},
+
+	// Get the Nth element in the matched element set OR
+	// Get the whole matched element set as a clean array
+	get: function( num ) {
+
+		// Return all the elements in a clean array
+		if ( num == null ) {
+			return slice.call( this );
+		}
+
+		// Return just the one element from the set
+		return num < 0 ? this[ num + this.length ] : this[ num ];
+	},
+
+	// Take an array of elements and push it onto the stack
+	// (returning the new matched element set)
+	pushStack: function( elems ) {
+
+		// Build a new jQuery matched element set
+		var ret = jQuery.merge( this.constructor(), elems );
+
+		// Add the old object onto the stack (as a reference)
+		ret.prevObject = this;
+
+		// Return the newly-formed element set
+		return ret;
+	},
+
+	// Execute a callback for every element in the matched set.
+	each: function( callback ) {
+		return jQuery.each( this, callback );
+	},
+
+	map: function( callback ) {
+		return this.pushStack( jQuery.map( this, function( elem, i ) {
+			return callback.call( elem, i, elem );
+		} ) );
+	},
+
+	slice: function() {
+		return this.pushStack( slice.apply( this, arguments ) );
+	},
+
+	first: function() {
+		return this.eq( 0 );
+	},
+
+	last: function() {
+		return this.eq( -1 );
+	},
+
+	even: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return ( i + 1 ) % 2;
+		} ) );
+	},
+
+	odd: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return i % 2;
+		} ) );
+	},
+
+	eq: function( i ) {
+		var len = this.length,
+			j = +i + ( i < 0 ? len : 0 );
+		return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] );
+	},
+
+	end: function() {
+		return this.prevObject || this.constructor();
+	},
+
+	// For internal use only.
+	// Behaves like an Array's method, not like a jQuery method.
+	push: push,
+	sort: arr.sort,
+	splice: arr.splice
+};
+
+jQuery.extend = jQuery.fn.extend = function() {
+	var options, name, src, copy, copyIsArray, clone,
+		target = arguments[ 0 ] || {},
+		i = 1,
+		length = arguments.length,
+		deep = false;
+
+	// Handle a deep copy situation
+	if ( typeof target === "boolean" ) {
+		deep = target;
+
+		// Skip the boolean and the target
+		target = arguments[ i ] || {};
+		i++;
+	}
+
+	// Handle case when target is a string or something (possible in deep copy)
+	if ( typeof target !== "object" && !isFunction( target ) ) {
+		target = {};
+	}
+
+	// Extend jQuery itself if only one argument is passed
+	if ( i === length ) {
+		target = this;
+		i--;
+	}
+
+	for ( ; i < length; i++ ) {
+
+		// Only deal with non-null/undefined values
+		if ( ( options = arguments[ i ] ) != null ) {
+
+			// Extend the base object
+			for ( name in options ) {
+				copy = options[ name ];
+
+				// Prevent Object.prototype pollution
+				// Prevent never-ending loop
+				if ( name === "__proto__" || target === copy ) {
+					continue;
+				}
+
+				// Recurse if we're merging plain objects or arrays
+				if ( deep && copy && ( jQuery.isPlainObject( copy ) ||
+					( copyIsArray = Array.isArray( copy ) ) ) ) {
+					src = target[ name ];
+
+					// Ensure proper type for the source value
+					if ( copyIsArray && !Array.isArray( src ) ) {
+						clone = [];
+					} else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) {
+						clone = {};
+					} else {
+						clone = src;
+					}
+					copyIsArray = false;
+
+					// Never move original objects, clone them
+					target[ name ] = jQuery.extend( deep, clone, copy );
+
+				// Don't bring in undefined values
+				} else if ( copy !== undefined ) {
+					target[ name ] = copy;
+				}
+			}
+		}
+	}
+
+	// Return the modified object
+	return target;
+};
+
+jQuery.extend( {
+
+	// Unique for each copy of jQuery on the page
+	expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ),
+
+	// Assume jQuery is ready without the ready module
+	isReady: true,
+
+	error: function( msg ) {
+		throw new Error( msg );
+	},
+
+	noop: function() {},
+
+	isPlainObject: function( obj ) {
+		var proto, Ctor;
+
+		// Detect obvious negatives
+		// Use toString instead of jQuery.type to catch host objects
+		if ( !obj || toString.call( obj ) !== "[object Object]" ) {
+			return false;
+		}
+
+		proto = getProto( obj );
+
+		// Objects with no prototype (e.g., `Object.create( null )`) are plain
+		if ( !proto ) {
+			return true;
+		}
+
+		// Objects with prototype are plain iff they were constructed by a global Object function
+		Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor;
+		return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString;
+	},
+
+	isEmptyObject: function( obj ) {
+		var name;
+
+		for ( name in obj ) {
+			return false;
+		}
+		return true;
+	},
+
+	// Evaluates a script in a provided context; falls back to the global one
+	// if not specified.
+	globalEval: function( code, options, doc ) {
+		DOMEval( code, { nonce: options && options.nonce }, doc );
+	},
+
+	each: function( obj, callback ) {
+		var length, i = 0;
+
+		if ( isArrayLike( obj ) ) {
+			length = obj.length;
+			for ( ; i < length; i++ ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		} else {
+			for ( i in obj ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		}
+
+		return obj;
+	},
+
+	// results is for internal usage only
+	makeArray: function( arr, results ) {
+		var ret = results || [];
+
+		if ( arr != null ) {
+			if ( isArrayLike( Object( arr ) ) ) {
+				jQuery.merge( ret,
+					typeof arr === "string" ?
+					[ arr ] : arr
+				);
+			} else {
+				push.call( ret, arr );
+			}
+		}
+
+		return ret;
+	},
+
+	inArray: function( elem, arr, i ) {
+		return arr == null ? -1 : indexOf.call( arr, elem, i );
+	},
+
+	// Support: Android <=4.0 only, PhantomJS 1 only
+	// push.apply(_, arraylike) throws on ancient WebKit
+	merge: function( first, second ) {
+		var len = +second.length,
+			j = 0,
+			i = first.length;
+
+		for ( ; j < len; j++ ) {
+			first[ i++ ] = second[ j ];
+		}
+
+		first.length = i;
+
+		return first;
+	},
+
+	grep: function( elems, callback, invert ) {
+		var callbackInverse,
+			matches = [],
+			i = 0,
+			length = elems.length,
+			callbackExpect = !invert;
+
+		// Go through the array, only saving the items
+		// that pass the validator function
+		for ( ; i < length; i++ ) {
+			callbackInverse = !callback( elems[ i ], i );
+			if ( callbackInverse !== callbackExpect ) {
+				matches.push( elems[ i ] );
+			}
+		}
+
+		return matches;
+	},
+
+	// arg is for internal usage only
+	map: function( elems, callback, arg ) {
+		var length, value,
+			i = 0,
+			ret = [];
+
+		// Go through the array, translating each of the items to their new values
+		if ( isArrayLike( elems ) ) {
+			length = elems.length;
+			for ( ; i < length; i++ ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+
+		// Go through every key on the object,
+		} else {
+			for ( i in elems ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+		}
+
+		// Flatten any nested arrays
+		return flat( ret );
+	},
+
+	// A global GUID counter for objects
+	guid: 1,
+
+	// jQuery.support is not used in Core but other projects attach their
+	// properties to it so it needs to exist.
+	support: support
+} );
+
+if ( typeof Symbol === "function" ) {
+	jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ];
+}
+
+// Populate the class2type map
+jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
+function( _i, name ) {
+	class2type[ "[object " + name + "]" ] = name.toLowerCase();
+} );
+
+function isArrayLike( obj ) {
+
+	// Support: real iOS 8.2 only (not reproducible in simulator)
+	// `in` check used to prevent JIT error (gh-2145)
+	// hasOwn isn't used here due to false negatives
+	// regarding Nodelist length in IE
+	var length = !!obj && "length" in obj && obj.length,
+		type = toType( obj );
+
+	if ( isFunction( obj ) || isWindow( obj ) ) {
+		return false;
+	}
+
+	return type === "array" || length === 0 ||
+		typeof length === "number" && length > 0 && ( length - 1 ) in obj;
+}
+var Sizzle =
+/*!
+ * Sizzle CSS Selector Engine v2.3.5
+ * https://sizzlejs.com/
+ *
+ * Copyright JS Foundation and other contributors
+ * Released under the MIT license
+ * https://js.foundation/
+ *
+ * Date: 2020-03-14
+ */
+( function( window ) {
+var i,
+	support,
+	Expr,
+	getText,
+	isXML,
+	tokenize,
+	compile,
+	select,
+	outermostContext,
+	sortInput,
+	hasDuplicate,
+
+	// Local document vars
+	setDocument,
+	document,
+	docElem,
+	documentIsHTML,
+	rbuggyQSA,
+	rbuggyMatches,
+	matches,
+	contains,
+
+	// Instance-specific data
+	expando = "sizzle" + 1 * new Date(),
+	preferredDoc = window.document,
+	dirruns = 0,
+	done = 0,
+	classCache = createCache(),
+	tokenCache = createCache(),
+	compilerCache = createCache(),
+	nonnativeSelectorCache = createCache(),
+	sortOrder = function( a, b ) {
+		if ( a === b ) {
+			hasDuplicate = true;
+		}
+		return 0;
+	},
+
+	// Instance methods
+	hasOwn = ( {} ).hasOwnProperty,
+	arr = [],
+	pop = arr.pop,
+	pushNative = arr.push,
+	push = arr.push,
+	slice = arr.slice,
+
+	// Use a stripped-down indexOf as it's faster than native
+	// https://jsperf.com/thor-indexof-vs-for/5
+	indexOf = function( list, elem ) {
+		var i = 0,
+			len = list.length;
+		for ( ; i < len; i++ ) {
+			if ( list[ i ] === elem ) {
+				return i;
+			}
+		}
+		return -1;
+	},
+
+	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" +
+		"ismap|loop|multiple|open|readonly|required|scoped",
+
+	// Regular expressions
+
+	// http://www.w3.org/TR/css3-selectors/#whitespace
+	whitespace = "[\\x20\\t\\r\\n\\f]",
+
+	// https://www.w3.org/TR/css-syntax-3/#ident-token-diagram
+	identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace +
+		"?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+",
+
+	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
+	attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace +
+
+		// Operator (capture 2)
+		"*([*^$|!~]?=)" + whitespace +
+
+		// "Attribute values must be CSS identifiers [capture 5]
+		// or strings [capture 3 or capture 4]"
+		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" +
+		whitespace + "*\\]",
+
+	pseudos = ":(" + identifier + ")(?:\\((" +
+
+		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
+		// 1. quoted (capture 3; capture 4 or capture 5)
+		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
+
+		// 2. simple (capture 6)
+		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
+
+		// 3. anything else (capture 2)
+		".*" +
+		")\\)|)",
+
+	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
+	rwhitespace = new RegExp( whitespace + "+", "g" ),
+	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" +
+		whitespace + "+$", "g" ),
+
+	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
+	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace +
+		"*" ),
+	rdescend = new RegExp( whitespace + "|>" ),
+
+	rpseudo = new RegExp( pseudos ),
+	ridentifier = new RegExp( "^" + identifier + "$" ),
+
+	matchExpr = {
+		"ID": new RegExp( "^#(" + identifier + ")" ),
+		"CLASS": new RegExp( "^\\.(" + identifier + ")" ),
+		"TAG": new RegExp( "^(" + identifier + "|[*])" ),
+		"ATTR": new RegExp( "^" + attributes ),
+		"PSEUDO": new RegExp( "^" + pseudos ),
+		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" +
+			whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" +
+			whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
+		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
+
+		// For use in libraries implementing .is()
+		// We use this for POS matching in `select`
+		"needsContext": new RegExp( "^" + whitespace +
+			"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace +
+			"*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
+	},
+
+	rhtml = /HTML$/i,
+	rinputs = /^(?:input|select|textarea|button)$/i,
+	rheader = /^h\d$/i,
+
+	rnative = /^[^{]+\{\s*\[native \w/,
+
+	// Easily-parseable/retrievable ID or TAG or CLASS selectors
+	rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,
+
+	rsibling = /[+~]/,
+
+	// CSS escapes
+	// http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
+	runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ),
+	funescape = function( escape, nonHex ) {
+		var high = "0x" + escape.slice( 1 ) - 0x10000;
+
+		return nonHex ?
+
+			// Strip the backslash prefix from a non-hex escape sequence
+			nonHex :
+
+			// Replace a hexadecimal escape sequence with the encoded Unicode code point
+			// Support: IE <=11+
+			// For values outside the Basic Multilingual Plane (BMP), manually construct a
+			// surrogate pair
+			high < 0 ?
+				String.fromCharCode( high + 0x10000 ) :
+				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
+	},
+
+	// CSS string/identifier serialization
+	// https://drafts.csswg.org/cssom/#common-serializing-idioms
+	rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g,
+	fcssescape = function( ch, asCodePoint ) {
+		if ( asCodePoint ) {
+
+			// U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER
+			if ( ch === "\0" ) {
+				return "\uFFFD";
+			}
+
+			// Control characters and (dependent upon position) numbers get escaped as code points
+			return ch.slice( 0, -1 ) + "\\" +
+				ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
+		}
+
+		// Other potentially-special ASCII characters get backslash-escaped
+		return "\\" + ch;
+	},
+
+	// Used for iframes
+	// See setDocument()
+	// Removing the function wrapper causes a "Permission Denied"
+	// error in IE
+	unloadHandler = function() {
+		setDocument();
+	},
+
+	inDisabledFieldset = addCombinator(
+		function( elem ) {
+			return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset";
+		},
+		{ dir: "parentNode", next: "legend" }
+	);
+
+// Optimize for push.apply( _, NodeList )
+try {
+	push.apply(
+		( arr = slice.call( preferredDoc.childNodes ) ),
+		preferredDoc.childNodes
+	);
+
+	// Support: Android<4.0
+	// Detect silently failing push.apply
+	// eslint-disable-next-line no-unused-expressions
+	arr[ preferredDoc.childNodes.length ].nodeType;
+} catch ( e ) {
+	push = { apply: arr.length ?
+
+		// Leverage slice if possible
+		function( target, els ) {
+			pushNative.apply( target, slice.call( els ) );
+		} :
+
+		// Support: IE<9
+		// Otherwise append directly
+		function( target, els ) {
+			var j = target.length,
+				i = 0;
+
+			// Can't trust NodeList.length
+			while ( ( target[ j++ ] = els[ i++ ] ) ) {}
+			target.length = j - 1;
+		}
+	};
+}
+
+function Sizzle( selector, context, results, seed ) {
+	var m, i, elem, nid, match, groups, newSelector,
+		newContext = context && context.ownerDocument,
+
+		// nodeType defaults to 9, since context defaults to document
+		nodeType = context ? context.nodeType : 9;
+
+	results = results || [];
+
+	// Return early from calls with invalid selector or context
+	if ( typeof selector !== "string" || !selector ||
+		nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) {
+
+		return results;
+	}
+
+	// Try to shortcut find operations (as opposed to filters) in HTML documents
+	if ( !seed ) {
+		setDocument( context );
+		context = context || document;
+
+		if ( documentIsHTML ) {
+
+			// If the selector is sufficiently simple, try using a "get*By*" DOM method
+			// (excepting DocumentFragment context, where the methods don't exist)
+			if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) {
+
+				// ID selector
+				if ( ( m = match[ 1 ] ) ) {
+
+					// Document context
+					if ( nodeType === 9 ) {
+						if ( ( elem = context.getElementById( m ) ) ) {
+
+							// Support: IE, Opera, Webkit
+							// TODO: identify versions
+							// getElementById can match elements by name instead of ID
+							if ( elem.id === m ) {
+								results.push( elem );
+								return results;
+							}
+						} else {
+							return results;
+						}
+
+					// Element context
+					} else {
+
+						// Support: IE, Opera, Webkit
+						// TODO: identify versions
+						// getElementById can match elements by name instead of ID
+						if ( newContext && ( elem = newContext.getElementById( m ) ) &&
+							contains( context, elem ) &&
+							elem.id === m ) {
+
+							results.push( elem );
+							return results;
+						}
+					}
+
+				// Type selector
+				} else if ( match[ 2 ] ) {
+					push.apply( results, context.getElementsByTagName( selector ) );
+					return results;
+
+				// Class selector
+				} else if ( ( m = match[ 3 ] ) && support.getElementsByClassName &&
+					context.getElementsByClassName ) {
+
+					push.apply( results, context.getElementsByClassName( m ) );
+					return results;
+				}
+			}
+
+			// Take advantage of querySelectorAll
+			if ( support.qsa &&
+				!nonnativeSelectorCache[ selector + " " ] &&
+				( !rbuggyQSA || !rbuggyQSA.test( selector ) ) &&
+
+				// Support: IE 8 only
+				// Exclude object elements
+				( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) {
+
+				newSelector = selector;
+				newContext = context;
+
+				// qSA considers elements outside a scoping root when evaluating child or
+				// descendant combinators, which is not what we want.
+				// In such cases, we work around the behavior by prefixing every selector in the
+				// list with an ID selector referencing the scope context.
+				// The technique has to be used as well when a leading combinator is used
+				// as such selectors are not recognized by querySelectorAll.
+				// Thanks to Andrew Dupont for this technique.
+				if ( nodeType === 1 &&
+					( rdescend.test( selector ) || rcombinators.test( selector ) ) ) {
+
+					// Expand context for sibling selectors
+					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
+						context;
+
+					// We can use :scope instead of the ID hack if the browser
+					// supports it & if we're not changing the context.
+					if ( newContext !== context || !support.scope ) {
+
+						// Capture the context ID, setting it first if necessary
+						if ( ( nid = context.getAttribute( "id" ) ) ) {
+							nid = nid.replace( rcssescape, fcssescape );
+						} else {
+							context.setAttribute( "id", ( nid = expando ) );
+						}
+					}
+
+					// Prefix every selector in the list
+					groups = tokenize( selector );
+					i = groups.length;
+					while ( i-- ) {
+						groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " +
+							toSelector( groups[ i ] );
+					}
+					newSelector = groups.join( "," );
+				}
+
+				try {
+					push.apply( results,
+						newContext.querySelectorAll( newSelector )
+					);
+					return results;
+				} catch ( qsaError ) {
+					nonnativeSelectorCache( selector, true );
+				} finally {
+					if ( nid === expando ) {
+						context.removeAttribute( "id" );
+					}
+				}
+			}
+		}
+	}
+
+	// All others
+	return select( selector.replace( rtrim, "$1" ), context, results, seed );
+}
+
+/**
+ * Create key-value caches of limited size
+ * @returns {function(string, object)} Returns the Object data after storing it on itself with
+ *	property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength)
+ *	deleting the oldest entry
+ */
+function createCache() {
+	var keys = [];
+
+	function cache( key, value ) {
+
+		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
+		if ( keys.push( key + " " ) > Expr.cacheLength ) {
+
+			// Only keep the most recent entries
+			delete cache[ keys.shift() ];
+		}
+		return ( cache[ key + " " ] = value );
+	}
+	return cache;
+}
+
+/**
+ * Mark a function for special use by Sizzle
+ * @param {Function} fn The function to mark
+ */
+function markFunction( fn ) {
+	fn[ expando ] = true;
+	return fn;
+}
+
+/**
+ * Support testing using an element
+ * @param {Function} fn Passed the created element and returns a boolean result
+ */
+function assert( fn ) {
+	var el = document.createElement( "fieldset" );
+
+	try {
+		return !!fn( el );
+	} catch ( e ) {
+		return false;
+	} finally {
+
+		// Remove from its parent by default
+		if ( el.parentNode ) {
+			el.parentNode.removeChild( el );
+		}
+
+		// release memory in IE
+		el = null;
+	}
+}
+
+/**
+ * Adds the same handler for all of the specified attrs
+ * @param {String} attrs Pipe-separated list of attributes
+ * @param {Function} handler The method that will be applied
+ */
+function addHandle( attrs, handler ) {
+	var arr = attrs.split( "|" ),
+		i = arr.length;
+
+	while ( i-- ) {
+		Expr.attrHandle[ arr[ i ] ] = handler;
+	}
+}
+
+/**
+ * Checks document order of two siblings
+ * @param {Element} a
+ * @param {Element} b
+ * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b
+ */
+function siblingCheck( a, b ) {
+	var cur = b && a,
+		diff = cur && a.nodeType === 1 && b.nodeType === 1 &&
+			a.sourceIndex - b.sourceIndex;
+
+	// Use IE sourceIndex if available on both nodes
+	if ( diff ) {
+		return diff;
+	}
+
+	// Check if b follows a
+	if ( cur ) {
+		while ( ( cur = cur.nextSibling ) ) {
+			if ( cur === b ) {
+				return -1;
+			}
+		}
+	}
+
+	return a ? 1 : -1;
+}
+
+/**
+ * Returns a function to use in pseudos for input types
+ * @param {String} type
+ */
+function createInputPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return name === "input" && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for buttons
+ * @param {String} type
+ */
+function createButtonPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return ( name === "input" || name === "button" ) && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for :enabled/:disabled
+ * @param {Boolean} disabled true for :disabled; false for :enabled
+ */
+function createDisabledPseudo( disabled ) {
+
+	// Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable
+	return function( elem ) {
+
+		// Only certain elements can match :enabled or :disabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled
+		if ( "form" in elem ) {
+
+			// Check for inherited disabledness on relevant non-disabled elements:
+			// * listed form-associated elements in a disabled fieldset
+			//   https://html.spec.whatwg.org/multipage/forms.html#category-listed
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled
+			// * option elements in a disabled optgroup
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled
+			// All such elements have a "form" property.
+			if ( elem.parentNode && elem.disabled === false ) {
+
+				// Option elements defer to a parent optgroup if present
+				if ( "label" in elem ) {
+					if ( "label" in elem.parentNode ) {
+						return elem.parentNode.disabled === disabled;
+					} else {
+						return elem.disabled === disabled;
+					}
+				}
+
+				// Support: IE 6 - 11
+				// Use the isDisabled shortcut property to check for disabled fieldset ancestors
+				return elem.isDisabled === disabled ||
+
+					// Where there is no isDisabled, check manually
+					/* jshint -W018 */
+					elem.isDisabled !== !disabled &&
+					inDisabledFieldset( elem ) === disabled;
+			}
+
+			return elem.disabled === disabled;
+
+		// Try to winnow out elements that can't be disabled before trusting the disabled property.
+		// Some victims get caught in our net (label, legend, menu, track), but it shouldn't
+		// even exist on them, let alone have a boolean value.
+		} else if ( "label" in elem ) {
+			return elem.disabled === disabled;
+		}
+
+		// Remaining elements are neither :enabled nor :disabled
+		return false;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for positionals
+ * @param {Function} fn
+ */
+function createPositionalPseudo( fn ) {
+	return markFunction( function( argument ) {
+		argument = +argument;
+		return markFunction( function( seed, matches ) {
+			var j,
+				matchIndexes = fn( [], seed.length, argument ),
+				i = matchIndexes.length;
+
+			// Match elements found at the specified indexes
+			while ( i-- ) {
+				if ( seed[ ( j = matchIndexes[ i ] ) ] ) {
+					seed[ j ] = !( matches[ j ] = seed[ j ] );
+				}
+			}
+		} );
+	} );
+}
+
+/**
+ * Checks a node for validity as a Sizzle context
+ * @param {Element|Object=} context
+ * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value
+ */
+function testContext( context ) {
+	return context && typeof context.getElementsByTagName !== "undefined" && context;
+}
+
+// Expose support vars for convenience
+support = Sizzle.support = {};
+
+/**
+ * Detects XML nodes
+ * @param {Element|Object} elem An element or a document
+ * @returns {Boolean} True iff elem is a non-HTML XML node
+ */
+isXML = Sizzle.isXML = function( elem ) {
+	var namespace = elem.namespaceURI,
+		docElem = ( elem.ownerDocument || elem ).documentElement;
+
+	// Support: IE <=8
+	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
+	// https://bugs.jquery.com/ticket/4833
+	return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" );
+};
+
+/**
+ * Sets document-related variables once based on the current document
+ * @param {Element|Object} [doc] An element or document object to use to set the document
+ * @returns {Object} Returns the current document
+ */
+setDocument = Sizzle.setDocument = function( node ) {
+	var hasCompare, subWindow,
+		doc = node ? node.ownerDocument || node : preferredDoc;
+
+	// Return early if doc is invalid or already selected
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) {
+		return document;
+	}
+
+	// Update global variables
+	document = doc;
+	docElem = document.documentElement;
+	documentIsHTML = !isXML( document );
+
+	// Support: IE 9 - 11+, Edge 12 - 18+
+	// Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936)
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( preferredDoc != document &&
+		( subWindow = document.defaultView ) && subWindow.top !== subWindow ) {
+
+		// Support: IE 11, Edge
+		if ( subWindow.addEventListener ) {
+			subWindow.addEventListener( "unload", unloadHandler, false );
+
+		// Support: IE 9 - 10 only
+		} else if ( subWindow.attachEvent ) {
+			subWindow.attachEvent( "onunload", unloadHandler );
+		}
+	}
+
+	// Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only,
+	// Safari 4 - 5 only, Opera <=11.6 - 12.x only
+	// IE/Edge & older browsers don't support the :scope pseudo-class.
+	// Support: Safari 6.0 only
+	// Safari 6.0 supports :scope but it's an alias of :root there.
+	support.scope = assert( function( el ) {
+		docElem.appendChild( el ).appendChild( document.createElement( "div" ) );
+		return typeof el.querySelectorAll !== "undefined" &&
+			!el.querySelectorAll( ":scope fieldset div" ).length;
+	} );
+
+	/* Attributes
+	---------------------------------------------------------------------- */
+
+	// Support: IE<8
+	// Verify that getAttribute really returns attributes and not properties
+	// (excepting IE8 booleans)
+	support.attributes = assert( function( el ) {
+		el.className = "i";
+		return !el.getAttribute( "className" );
+	} );
+
+	/* getElement(s)By*
+	---------------------------------------------------------------------- */
+
+	// Check if getElementsByTagName("*") returns only elements
+	support.getElementsByTagName = assert( function( el ) {
+		el.appendChild( document.createComment( "" ) );
+		return !el.getElementsByTagName( "*" ).length;
+	} );
+
+	// Support: IE<9
+	support.getElementsByClassName = rnative.test( document.getElementsByClassName );
+
+	// Support: IE<10
+	// Check if getElementById returns elements by name
+	// The broken getElementById methods don't pick up programmatically-set names,
+	// so use a roundabout getElementsByName test
+	support.getById = assert( function( el ) {
+		docElem.appendChild( el ).id = expando;
+		return !document.getElementsByName || !document.getElementsByName( expando ).length;
+	} );
+
+	// ID filter and find
+	if ( support.getById ) {
+		Expr.filter[ "ID" ] = function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				return elem.getAttribute( "id" ) === attrId;
+			};
+		};
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var elem = context.getElementById( id );
+				return elem ? [ elem ] : [];
+			}
+		};
+	} else {
+		Expr.filter[ "ID" ] =  function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				var node = typeof elem.getAttributeNode !== "undefined" &&
+					elem.getAttributeNode( "id" );
+				return node && node.value === attrId;
+			};
+		};
+
+		// Support: IE 6 - 7 only
+		// getElementById is not reliable as a find shortcut
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var node, i, elems,
+					elem = context.getElementById( id );
+
+				if ( elem ) {
+
+					// Verify the id attribute
+					node = elem.getAttributeNode( "id" );
+					if ( node && node.value === id ) {
+						return [ elem ];
+					}
+
+					// Fall back on getElementsByName
+					elems = context.getElementsByName( id );
+					i = 0;
+					while ( ( elem = elems[ i++ ] ) ) {
+						node = elem.getAttributeNode( "id" );
+						if ( node && node.value === id ) {
+							return [ elem ];
+						}
+					}
+				}
+
+				return [];
+			}
+		};
+	}
+
+	// Tag
+	Expr.find[ "TAG" ] = support.getElementsByTagName ?
+		function( tag, context ) {
+			if ( typeof context.getElementsByTagName !== "undefined" ) {
+				return context.getElementsByTagName( tag );
+
+			// DocumentFragment nodes don't have gEBTN
+			} else if ( support.qsa ) {
+				return context.querySelectorAll( tag );
+			}
+		} :
+
+		function( tag, context ) {
+			var elem,
+				tmp = [],
+				i = 0,
+
+				// By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too
+				results = context.getElementsByTagName( tag );
+
+			// Filter out possible comments
+			if ( tag === "*" ) {
+				while ( ( elem = results[ i++ ] ) ) {
+					if ( elem.nodeType === 1 ) {
+						tmp.push( elem );
+					}
+				}
+
+				return tmp;
+			}
+			return results;
+		};
+
+	// Class
+	Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) {
+		if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) {
+			return context.getElementsByClassName( className );
+		}
+	};
+
+	/* QSA/matchesSelector
+	---------------------------------------------------------------------- */
+
+	// QSA and matchesSelector support
+
+	// matchesSelector(:active) reports false when true (IE9/Opera 11.5)
+	rbuggyMatches = [];
+
+	// qSa(:focus) reports false when true (Chrome 21)
+	// We allow this because of a bug in IE8/9 that throws an error
+	// whenever `document.activeElement` is accessed on an iframe
+	// So, we allow :focus to pass through QSA all the time to avoid the IE error
+	// See https://bugs.jquery.com/ticket/13378
+	rbuggyQSA = [];
+
+	if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) {
+
+		// Build QSA regex
+		// Regex strategy adopted from Diego Perini
+		assert( function( el ) {
+
+			var input;
+
+			// Select is set to empty string on purpose
+			// This is to test IE's treatment of not explicitly
+			// setting a boolean content attribute,
+			// since its presence should be enough
+			// https://bugs.jquery.com/ticket/12359
+			docElem.appendChild( el ).innerHTML = "<a id='" + expando + "'></a>" +
+				"<select id='" + expando + "-\r\\' msallowcapture=''>" +
+				"<option selected=''></option></select>";
+
+			// Support: IE8, Opera 11-12.16
+			// Nothing should be selected when empty strings follow ^= or $= or *=
+			// The test attribute must be unknown in Opera but "safe" for WinRT
+			// https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
+			if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) {
+				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
+			}
+
+			// Support: IE8
+			// Boolean attributes and "value" are not treated correctly
+			if ( !el.querySelectorAll( "[selected]" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
+			}
+
+			// Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+
+			if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) {
+				rbuggyQSA.push( "~=" );
+			}
+
+			// Support: IE 11+, Edge 15 - 18+
+			// IE 11/Edge don't find elements on a `[name='']` query in some cases.
+			// Adding a temporary attribute to the document before the selection works
+			// around the issue.
+			// Interestingly, IE 10 & older don't seem to have the issue.
+			input = document.createElement( "input" );
+			input.setAttribute( "name", "" );
+			el.appendChild( input );
+			if ( !el.querySelectorAll( "[name='']" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" +
+					whitespace + "*(?:''|\"\")" );
+			}
+
+			// Webkit/Opera - :checked should return selected option elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			// IE8 throws error here and will not see later tests
+			if ( !el.querySelectorAll( ":checked" ).length ) {
+				rbuggyQSA.push( ":checked" );
+			}
+
+			// Support: Safari 8+, iOS 8+
+			// https://bugs.webkit.org/show_bug.cgi?id=136851
+			// In-page `selector#id sibling-combinator selector` fails
+			if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) {
+				rbuggyQSA.push( ".#.+[+~]" );
+			}
+
+			// Support: Firefox <=3.6 - 5 only
+			// Old Firefox doesn't throw on a badly-escaped identifier.
+			el.querySelectorAll( "\\\f" );
+			rbuggyQSA.push( "[\\r\\n\\f]" );
+		} );
+
+		assert( function( el ) {
+			el.innerHTML = "<a href='' disabled='disabled'></a>" +
+				"<select disabled='disabled'><option/></select>";
+
+			// Support: Windows 8 Native Apps
+			// The type and name attributes are restricted during .innerHTML assignment
+			var input = document.createElement( "input" );
+			input.setAttribute( "type", "hidden" );
+			el.appendChild( input ).setAttribute( "name", "D" );
+
+			// Support: IE8
+			// Enforce case-sensitivity of name attribute
+			if ( el.querySelectorAll( "[name=d]" ).length ) {
+				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
+			}
+
+			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
+			// IE8 throws error here and will not see later tests
+			if ( el.querySelectorAll( ":enabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: IE9-11+
+			// IE's :disabled selector does not pick up the children of disabled fieldsets
+			docElem.appendChild( el ).disabled = true;
+			if ( el.querySelectorAll( ":disabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: Opera 10 - 11 only
+			// Opera 10-11 does not throw on post-comma invalid pseudos
+			el.querySelectorAll( "*,:x" );
+			rbuggyQSA.push( ",.*:" );
+		} );
+	}
+
+	if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches ||
+		docElem.webkitMatchesSelector ||
+		docElem.mozMatchesSelector ||
+		docElem.oMatchesSelector ||
+		docElem.msMatchesSelector ) ) ) ) {
+
+		assert( function( el ) {
+
+			// Check to see if it's possible to do matchesSelector
+			// on a disconnected node (IE 9)
+			support.disconnectedMatch = matches.call( el, "*" );
+
+			// This should fail with an exception
+			// Gecko does not error, returns false instead
+			matches.call( el, "[s!='']:x" );
+			rbuggyMatches.push( "!=", pseudos );
+		} );
+	}
+
+	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) );
+	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) );
+
+	/* Contains
+	---------------------------------------------------------------------- */
+	hasCompare = rnative.test( docElem.compareDocumentPosition );
+
+	// Element contains another
+	// Purposefully self-exclusive
+	// As in, an element does not contain itself
+	contains = hasCompare || rnative.test( docElem.contains ) ?
+		function( a, b ) {
+			var adown = a.nodeType === 9 ? a.documentElement : a,
+				bup = b && b.parentNode;
+			return a === bup || !!( bup && bup.nodeType === 1 && (
+				adown.contains ?
+					adown.contains( bup ) :
+					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
+			) );
+		} :
+		function( a, b ) {
+			if ( b ) {
+				while ( ( b = b.parentNode ) ) {
+					if ( b === a ) {
+						return true;
+					}
+				}
+			}
+			return false;
+		};
+
+	/* Sorting
+	---------------------------------------------------------------------- */
+
+	// Document order sorting
+	sortOrder = hasCompare ?
+	function( a, b ) {
+
+		// Flag for duplicate removal
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		// Sort on method existence if only one input has compareDocumentPosition
+		var compare = !a.compareDocumentPosition - !b.compareDocumentPosition;
+		if ( compare ) {
+			return compare;
+		}
+
+		// Calculate position if both inputs belong to the same document
+		// Support: IE 11+, Edge 17 - 18+
+		// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+		// two documents; shallow comparisons work.
+		// eslint-disable-next-line eqeqeq
+		compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ?
+			a.compareDocumentPosition( b ) :
+
+			// Otherwise we know they are disconnected
+			1;
+
+		// Disconnected nodes
+		if ( compare & 1 ||
+			( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) {
+
+			// Choose the first element that is related to our preferred document
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( a == document || a.ownerDocument == preferredDoc &&
+				contains( preferredDoc, a ) ) {
+				return -1;
+			}
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( b == document || b.ownerDocument == preferredDoc &&
+				contains( preferredDoc, b ) ) {
+				return 1;
+			}
+
+			// Maintain original order
+			return sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+		}
+
+		return compare & 4 ? -1 : 1;
+	} :
+	function( a, b ) {
+
+		// Exit early if the nodes are identical
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		var cur,
+			i = 0,
+			aup = a.parentNode,
+			bup = b.parentNode,
+			ap = [ a ],
+			bp = [ b ];
+
+		// Parentless nodes are either documents or disconnected
+		if ( !aup || !bup ) {
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			return a == document ? -1 :
+				b == document ? 1 :
+				/* eslint-enable eqeqeq */
+				aup ? -1 :
+				bup ? 1 :
+				sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+
+		// If the nodes are siblings, we can do a quick check
+		} else if ( aup === bup ) {
+			return siblingCheck( a, b );
+		}
+
+		// Otherwise we need full lists of their ancestors for comparison
+		cur = a;
+		while ( ( cur = cur.parentNode ) ) {
+			ap.unshift( cur );
+		}
+		cur = b;
+		while ( ( cur = cur.parentNode ) ) {
+			bp.unshift( cur );
+		}
+
+		// Walk down the tree looking for a discrepancy
+		while ( ap[ i ] === bp[ i ] ) {
+			i++;
+		}
+
+		return i ?
+
+			// Do a sibling check if the nodes have a common ancestor
+			siblingCheck( ap[ i ], bp[ i ] ) :
+
+			// Otherwise nodes in our document sort first
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			ap[ i ] == preferredDoc ? -1 :
+			bp[ i ] == preferredDoc ? 1 :
+			/* eslint-enable eqeqeq */
+			0;
+	};
+
+	return document;
+};
+
+Sizzle.matches = function( expr, elements ) {
+	return Sizzle( expr, null, null, elements );
+};
+
+Sizzle.matchesSelector = function( elem, expr ) {
+	setDocument( elem );
+
+	if ( support.matchesSelector && documentIsHTML &&
+		!nonnativeSelectorCache[ expr + " " ] &&
+		( !rbuggyMatches || !rbuggyMatches.test( expr ) ) &&
+		( !rbuggyQSA     || !rbuggyQSA.test( expr ) ) ) {
+
+		try {
+			var ret = matches.call( elem, expr );
+
+			// IE 9's matchesSelector returns false on disconnected nodes
+			if ( ret || support.disconnectedMatch ||
+
+				// As well, disconnected nodes are said to be in a document
+				// fragment in IE 9
+				elem.document && elem.document.nodeType !== 11 ) {
+				return ret;
+			}
+		} catch ( e ) {
+			nonnativeSelectorCache( expr, true );
+		}
+	}
+
+	return Sizzle( expr, document, null, [ elem ] ).length > 0;
+};
+
+Sizzle.contains = function( context, elem ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( context.ownerDocument || context ) != document ) {
+		setDocument( context );
+	}
+	return contains( context, elem );
+};
+
+Sizzle.attr = function( elem, name ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( elem.ownerDocument || elem ) != document ) {
+		setDocument( elem );
+	}
+
+	var fn = Expr.attrHandle[ name.toLowerCase() ],
+
+		// Don't get fooled by Object.prototype properties (jQuery #13807)
+		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
+			fn( elem, name, !documentIsHTML ) :
+			undefined;
+
+	return val !== undefined ?
+		val :
+		support.attributes || !documentIsHTML ?
+			elem.getAttribute( name ) :
+			( val = elem.getAttributeNode( name ) ) && val.specified ?
+				val.value :
+				null;
+};
+
+Sizzle.escape = function( sel ) {
+	return ( sel + "" ).replace( rcssescape, fcssescape );
+};
+
+Sizzle.error = function( msg ) {
+	throw new Error( "Syntax error, unrecognized expression: " + msg );
+};
+
+/**
+ * Document sorting and removing duplicates
+ * @param {ArrayLike} results
+ */
+Sizzle.uniqueSort = function( results ) {
+	var elem,
+		duplicates = [],
+		j = 0,
+		i = 0;
+
+	// Unless we *know* we can detect duplicates, assume their presence
+	hasDuplicate = !support.detectDuplicates;
+	sortInput = !support.sortStable && results.slice( 0 );
+	results.sort( sortOrder );
+
+	if ( hasDuplicate ) {
+		while ( ( elem = results[ i++ ] ) ) {
+			if ( elem === results[ i ] ) {
+				j = duplicates.push( i );
+			}
+		}
+		while ( j-- ) {
+			results.splice( duplicates[ j ], 1 );
+		}
+	}
+
+	// Clear input after sorting to release objects
+	// See https://github.com/jquery/sizzle/pull/225
+	sortInput = null;
+
+	return results;
+};
+
+/**
+ * Utility function for retrieving the text value of an array of DOM nodes
+ * @param {Array|Element} elem
+ */
+getText = Sizzle.getText = function( elem ) {
+	var node,
+		ret = "",
+		i = 0,
+		nodeType = elem.nodeType;
+
+	if ( !nodeType ) {
+
+		// If no nodeType, this is expected to be an array
+		while ( ( node = elem[ i++ ] ) ) {
+
+			// Do not traverse comment nodes
+			ret += getText( node );
+		}
+	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
+
+		// Use textContent for elements
+		// innerText usage removed for consistency of new lines (jQuery #11153)
+		if ( typeof elem.textContent === "string" ) {
+			return elem.textContent;
+		} else {
+
+			// Traverse its children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				ret += getText( elem );
+			}
+		}
+	} else if ( nodeType === 3 || nodeType === 4 ) {
+		return elem.nodeValue;
+	}
+
+	// Do not include comment or processing instruction nodes
+
+	return ret;
+};
+
+Expr = Sizzle.selectors = {
+
+	// Can be adjusted by the user
+	cacheLength: 50,
+
+	createPseudo: markFunction,
+
+	match: matchExpr,
+
+	attrHandle: {},
+
+	find: {},
+
+	relative: {
+		">": { dir: "parentNode", first: true },
+		" ": { dir: "parentNode" },
+		"+": { dir: "previousSibling", first: true },
+		"~": { dir: "previousSibling" }
+	},
+
+	preFilter: {
+		"ATTR": function( match ) {
+			match[ 1 ] = match[ 1 ].replace( runescape, funescape );
+
+			// Move the given value to match[3] whether quoted or unquoted
+			match[ 3 ] = ( match[ 3 ] || match[ 4 ] ||
+				match[ 5 ] || "" ).replace( runescape, funescape );
+
+			if ( match[ 2 ] === "~=" ) {
+				match[ 3 ] = " " + match[ 3 ] + " ";
+			}
+
+			return match.slice( 0, 4 );
+		},
+
+		"CHILD": function( match ) {
+
+			/* matches from matchExpr["CHILD"]
+				1 type (only|nth|...)
+				2 what (child|of-type)
+				3 argument (even|odd|\d*|\d*n([+-]\d+)?|...)
+				4 xn-component of xn+y argument ([+-]?\d*n|)
+				5 sign of xn-component
+				6 x of xn-component
+				7 sign of y-component
+				8 y of y-component
+			*/
+			match[ 1 ] = match[ 1 ].toLowerCase();
+
+			if ( match[ 1 ].slice( 0, 3 ) === "nth" ) {
+
+				// nth-* requires argument
+				if ( !match[ 3 ] ) {
+					Sizzle.error( match[ 0 ] );
+				}
+
+				// numeric x and y parameters for Expr.filter.CHILD
+				// remember that false/true cast respectively to 0/1
+				match[ 4 ] = +( match[ 4 ] ?
+					match[ 5 ] + ( match[ 6 ] || 1 ) :
+					2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) );
+				match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" );
+
+				// other types prohibit arguments
+			} else if ( match[ 3 ] ) {
+				Sizzle.error( match[ 0 ] );
+			}
+
+			return match;
+		},
+
+		"PSEUDO": function( match ) {
+			var excess,
+				unquoted = !match[ 6 ] && match[ 2 ];
+
+			if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) {
+				return null;
+			}
+
+			// Accept quoted arguments as-is
+			if ( match[ 3 ] ) {
+				match[ 2 ] = match[ 4 ] || match[ 5 ] || "";
+
+			// Strip excess characters from unquoted arguments
+			} else if ( unquoted && rpseudo.test( unquoted ) &&
+
+				// Get excess from tokenize (recursively)
+				( excess = tokenize( unquoted, true ) ) &&
+
+				// advance to the next closing parenthesis
+				( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) {
+
+				// excess is a negative index
+				match[ 0 ] = match[ 0 ].slice( 0, excess );
+				match[ 2 ] = unquoted.slice( 0, excess );
+			}
+
+			// Return only captures needed by the pseudo filter method (type and argument)
+			return match.slice( 0, 3 );
+		}
+	},
+
+	filter: {
+
+		"TAG": function( nodeNameSelector ) {
+			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
+			return nodeNameSelector === "*" ?
+				function() {
+					return true;
+				} :
+				function( elem ) {
+					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
+				};
+		},
+
+		"CLASS": function( className ) {
+			var pattern = classCache[ className + " " ];
+
+			return pattern ||
+				( pattern = new RegExp( "(^|" + whitespace +
+					")" + className + "(" + whitespace + "|$)" ) ) && classCache(
+						className, function( elem ) {
+							return pattern.test(
+								typeof elem.className === "string" && elem.className ||
+								typeof elem.getAttribute !== "undefined" &&
+									elem.getAttribute( "class" ) ||
+								""
+							);
+				} );
+		},
+
+		"ATTR": function( name, operator, check ) {
+			return function( elem ) {
+				var result = Sizzle.attr( elem, name );
+
+				if ( result == null ) {
+					return operator === "!=";
+				}
+				if ( !operator ) {
+					return true;
+				}
+
+				result += "";
+
+				/* eslint-disable max-len */
+
+				return operator === "=" ? result === check :
+					operator === "!=" ? result !== check :
+					operator === "^=" ? check && result.indexOf( check ) === 0 :
+					operator === "*=" ? check && result.indexOf( check ) > -1 :
+					operator === "$=" ? check && result.slice( -check.length ) === check :
+					operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 :
+					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
+					false;
+				/* eslint-enable max-len */
+
+			};
+		},
+
+		"CHILD": function( type, what, _argument, first, last ) {
+			var simple = type.slice( 0, 3 ) !== "nth",
+				forward = type.slice( -4 ) !== "last",
+				ofType = what === "of-type";
+
+			return first === 1 && last === 0 ?
+
+				// Shortcut for :nth-*(n)
+				function( elem ) {
+					return !!elem.parentNode;
+				} :
+
+				function( elem, _context, xml ) {
+					var cache, uniqueCache, outerCache, node, nodeIndex, start,
+						dir = simple !== forward ? "nextSibling" : "previousSibling",
+						parent = elem.parentNode,
+						name = ofType && elem.nodeName.toLowerCase(),
+						useCache = !xml && !ofType,
+						diff = false;
+
+					if ( parent ) {
+
+						// :(first|last|only)-(child|of-type)
+						if ( simple ) {
+							while ( dir ) {
+								node = elem;
+								while ( ( node = node[ dir ] ) ) {
+									if ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) {
+
+										return false;
+									}
+								}
+
+								// Reverse direction for :only-* (if we haven't yet done so)
+								start = dir = type === "only" && !start && "nextSibling";
+							}
+							return true;
+						}
+
+						start = [ forward ? parent.firstChild : parent.lastChild ];
+
+						// non-xml :nth-child(...) stores cache data on `parent`
+						if ( forward && useCache ) {
+
+							// Seek `elem` from a previously-cached index
+
+							// ...in a gzip-friendly way
+							node = parent;
+							outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+							// Support: IE <9 only
+							// Defend against cloned attroperties (jQuery gh-1709)
+							uniqueCache = outerCache[ node.uniqueID ] ||
+								( outerCache[ node.uniqueID ] = {} );
+
+							cache = uniqueCache[ type ] || [];
+							nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+							diff = nodeIndex && cache[ 2 ];
+							node = nodeIndex && parent.childNodes[ nodeIndex ];
+
+							while ( ( node = ++nodeIndex && node && node[ dir ] ||
+
+								// Fallback to seeking `elem` from the start
+								( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+								// When found, cache indexes on `parent` and break
+								if ( node.nodeType === 1 && ++diff && node === elem ) {
+									uniqueCache[ type ] = [ dirruns, nodeIndex, diff ];
+									break;
+								}
+							}
+
+						} else {
+
+							// Use previously-cached element index if available
+							if ( useCache ) {
+
+								// ...in a gzip-friendly way
+								node = elem;
+								outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+								// Support: IE <9 only
+								// Defend against cloned attroperties (jQuery gh-1709)
+								uniqueCache = outerCache[ node.uniqueID ] ||
+									( outerCache[ node.uniqueID ] = {} );
+
+								cache = uniqueCache[ type ] || [];
+								nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+								diff = nodeIndex;
+							}
+
+							// xml :nth-child(...)
+							// or :nth-last-child(...) or :nth(-last)?-of-type(...)
+							if ( diff === false ) {
+
+								// Use the same loop as above to seek `elem` from the start
+								while ( ( node = ++nodeIndex && node && node[ dir ] ||
+									( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+									if ( ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) &&
+										++diff ) {
+
+										// Cache the index of each encountered element
+										if ( useCache ) {
+											outerCache = node[ expando ] ||
+												( node[ expando ] = {} );
+
+											// Support: IE <9 only
+											// Defend against cloned attroperties (jQuery gh-1709)
+											uniqueCache = outerCache[ node.uniqueID ] ||
+												( outerCache[ node.uniqueID ] = {} );
+
+											uniqueCache[ type ] = [ dirruns, diff ];
+										}
+
+										if ( node === elem ) {
+											break;
+										}
+									}
+								}
+							}
+						}
+
+						// Incorporate the offset, then check against cycle size
+						diff -= last;
+						return diff === first || ( diff % first === 0 && diff / first >= 0 );
+					}
+				};
+		},
+
+		"PSEUDO": function( pseudo, argument ) {
+
+			// pseudo-class names are case-insensitive
+			// http://www.w3.org/TR/selectors/#pseudo-classes
+			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
+			// Remember that setFilters inherits from pseudos
+			var args,
+				fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] ||
+					Sizzle.error( "unsupported pseudo: " + pseudo );
+
+			// The user may use createPseudo to indicate that
+			// arguments are needed to create the filter function
+			// just as Sizzle does
+			if ( fn[ expando ] ) {
+				return fn( argument );
+			}
+
+			// But maintain support for old signatures
+			if ( fn.length > 1 ) {
+				args = [ pseudo, pseudo, "", argument ];
+				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
+					markFunction( function( seed, matches ) {
+						var idx,
+							matched = fn( seed, argument ),
+							i = matched.length;
+						while ( i-- ) {
+							idx = indexOf( seed, matched[ i ] );
+							seed[ idx ] = !( matches[ idx ] = matched[ i ] );
+						}
+					} ) :
+					function( elem ) {
+						return fn( elem, 0, args );
+					};
+			}
+
+			return fn;
+		}
+	},
+
+	pseudos: {
+
+		// Potentially complex pseudos
+		"not": markFunction( function( selector ) {
+
+			// Trim the selector passed to compile
+			// to avoid treating leading and trailing
+			// spaces as combinators
+			var input = [],
+				results = [],
+				matcher = compile( selector.replace( rtrim, "$1" ) );
+
+			return matcher[ expando ] ?
+				markFunction( function( seed, matches, _context, xml ) {
+					var elem,
+						unmatched = matcher( seed, null, xml, [] ),
+						i = seed.length;
+
+					// Match elements unmatched by `matcher`
+					while ( i-- ) {
+						if ( ( elem = unmatched[ i ] ) ) {
+							seed[ i ] = !( matches[ i ] = elem );
+						}
+					}
+				} ) :
+				function( elem, _context, xml ) {
+					input[ 0 ] = elem;
+					matcher( input, null, xml, results );
+
+					// Don't keep the element (issue #299)
+					input[ 0 ] = null;
+					return !results.pop();
+				};
+		} ),
+
+		"has": markFunction( function( selector ) {
+			return function( elem ) {
+				return Sizzle( selector, elem ).length > 0;
+			};
+		} ),
+
+		"contains": markFunction( function( text ) {
+			text = text.replace( runescape, funescape );
+			return function( elem ) {
+				return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1;
+			};
+		} ),
+
+		// "Whether an element is represented by a :lang() selector
+		// is based solely on the element's language value
+		// being equal to the identifier C,
+		// or beginning with the identifier C immediately followed by "-".
+		// The matching of C against the element's language value is performed case-insensitively.
+		// The identifier C does not have to be a valid language name."
+		// http://www.w3.org/TR/selectors/#lang-pseudo
+		"lang": markFunction( function( lang ) {
+
+			// lang value must be a valid identifier
+			if ( !ridentifier.test( lang || "" ) ) {
+				Sizzle.error( "unsupported lang: " + lang );
+			}
+			lang = lang.replace( runescape, funescape ).toLowerCase();
+			return function( elem ) {
+				var elemLang;
+				do {
+					if ( ( elemLang = documentIsHTML ?
+						elem.lang :
+						elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) {
+
+						elemLang = elemLang.toLowerCase();
+						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
+					}
+				} while ( ( elem = elem.parentNode ) && elem.nodeType === 1 );
+				return false;
+			};
+		} ),
+
+		// Miscellaneous
+		"target": function( elem ) {
+			var hash = window.location && window.location.hash;
+			return hash && hash.slice( 1 ) === elem.id;
+		},
+
+		"root": function( elem ) {
+			return elem === docElem;
+		},
+
+		"focus": function( elem ) {
+			return elem === document.activeElement &&
+				( !document.hasFocus || document.hasFocus() ) &&
+				!!( elem.type || elem.href || ~elem.tabIndex );
+		},
+
+		// Boolean properties
+		"enabled": createDisabledPseudo( false ),
+		"disabled": createDisabledPseudo( true ),
+
+		"checked": function( elem ) {
+
+			// In CSS3, :checked should return both checked and selected elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			var nodeName = elem.nodeName.toLowerCase();
+			return ( nodeName === "input" && !!elem.checked ) ||
+				( nodeName === "option" && !!elem.selected );
+		},
+
+		"selected": function( elem ) {
+
+			// Accessing this property makes selected-by-default
+			// options in Safari work properly
+			if ( elem.parentNode ) {
+				// eslint-disable-next-line no-unused-expressions
+				elem.parentNode.selectedIndex;
+			}
+
+			return elem.selected === true;
+		},
+
+		// Contents
+		"empty": function( elem ) {
+
+			// http://www.w3.org/TR/selectors/#empty-pseudo
+			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
+			//   but not by others (comment: 8; processing instruction: 7; etc.)
+			// nodeType < 6 works because attributes (2) do not appear as children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				if ( elem.nodeType < 6 ) {
+					return false;
+				}
+			}
+			return true;
+		},
+
+		"parent": function( elem ) {
+			return !Expr.pseudos[ "empty" ]( elem );
+		},
+
+		// Element/input types
+		"header": function( elem ) {
+			return rheader.test( elem.nodeName );
+		},
+
+		"input": function( elem ) {
+			return rinputs.test( elem.nodeName );
+		},
+
+		"button": function( elem ) {
+			var name = elem.nodeName.toLowerCase();
+			return name === "input" && elem.type === "button" || name === "button";
+		},
+
+		"text": function( elem ) {
+			var attr;
+			return elem.nodeName.toLowerCase() === "input" &&
+				elem.type === "text" &&
+
+				// Support: IE<8
+				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
+				( ( attr = elem.getAttribute( "type" ) ) == null ||
+					attr.toLowerCase() === "text" );
+		},
+
+		// Position-in-collection
+		"first": createPositionalPseudo( function() {
+			return [ 0 ];
+		} ),
+
+		"last": createPositionalPseudo( function( _matchIndexes, length ) {
+			return [ length - 1 ];
+		} ),
+
+		"eq": createPositionalPseudo( function( _matchIndexes, length, argument ) {
+			return [ argument < 0 ? argument + length : argument ];
+		} ),
+
+		"even": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 0;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"odd": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 1;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"lt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ?
+				argument + length :
+				argument > length ?
+					length :
+					argument;
+			for ( ; --i >= 0; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"gt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ? argument + length : argument;
+			for ( ; ++i < length; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} )
+	}
+};
+
+Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ];
+
+// Add button/input type pseudos
+for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
+	Expr.pseudos[ i ] = createInputPseudo( i );
+}
+for ( i in { submit: true, reset: true } ) {
+	Expr.pseudos[ i ] = createButtonPseudo( i );
+}
+
+// Easy API for creating new setFilters
+function setFilters() {}
+setFilters.prototype = Expr.filters = Expr.pseudos;
+Expr.setFilters = new setFilters();
+
+tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
+	var matched, match, tokens, type,
+		soFar, groups, preFilters,
+		cached = tokenCache[ selector + " " ];
+
+	if ( cached ) {
+		return parseOnly ? 0 : cached.slice( 0 );
+	}
+
+	soFar = selector;
+	groups = [];
+	preFilters = Expr.preFilter;
+
+	while ( soFar ) {
+
+		// Comma and first run
+		if ( !matched || ( match = rcomma.exec( soFar ) ) ) {
+			if ( match ) {
+
+				// Don't consume trailing commas as valid
+				soFar = soFar.slice( match[ 0 ].length ) || soFar;
+			}
+			groups.push( ( tokens = [] ) );
+		}
+
+		matched = false;
+
+		// Combinators
+		if ( ( match = rcombinators.exec( soFar ) ) ) {
+			matched = match.shift();
+			tokens.push( {
+				value: matched,
+
+				// Cast descendant combinators to space
+				type: match[ 0 ].replace( rtrim, " " )
+			} );
+			soFar = soFar.slice( matched.length );
+		}
+
+		// Filters
+		for ( type in Expr.filter ) {
+			if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] ||
+				( match = preFilters[ type ]( match ) ) ) ) {
+				matched = match.shift();
+				tokens.push( {
+					value: matched,
+					type: type,
+					matches: match
+				} );
+				soFar = soFar.slice( matched.length );
+			}
+		}
+
+		if ( !matched ) {
+			break;
+		}
+	}
+
+	// Return the length of the invalid excess
+	// if we're just parsing
+	// Otherwise, throw an error or return tokens
+	return parseOnly ?
+		soFar.length :
+		soFar ?
+			Sizzle.error( selector ) :
+
+			// Cache the tokens
+			tokenCache( selector, groups ).slice( 0 );
+};
+
+function toSelector( tokens ) {
+	var i = 0,
+		len = tokens.length,
+		selector = "";
+	for ( ; i < len; i++ ) {
+		selector += tokens[ i ].value;
+	}
+	return selector;
+}
+
+function addCombinator( matcher, combinator, base ) {
+	var dir = combinator.dir,
+		skip = combinator.next,
+		key = skip || dir,
+		checkNonElements = base && key === "parentNode",
+		doneName = done++;
+
+	return combinator.first ?
+
+		// Check against closest ancestor/preceding element
+		function( elem, context, xml ) {
+			while ( ( elem = elem[ dir ] ) ) {
+				if ( elem.nodeType === 1 || checkNonElements ) {
+					return matcher( elem, context, xml );
+				}
+			}
+			return false;
+		} :
+
+		// Check against all ancestor/preceding elements
+		function( elem, context, xml ) {
+			var oldCache, uniqueCache, outerCache,
+				newCache = [ dirruns, doneName ];
+
+			// We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching
+			if ( xml ) {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						if ( matcher( elem, context, xml ) ) {
+							return true;
+						}
+					}
+				}
+			} else {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						outerCache = elem[ expando ] || ( elem[ expando ] = {} );
+
+						// Support: IE <9 only
+						// Defend against cloned attroperties (jQuery gh-1709)
+						uniqueCache = outerCache[ elem.uniqueID ] ||
+							( outerCache[ elem.uniqueID ] = {} );
+
+						if ( skip && skip === elem.nodeName.toLowerCase() ) {
+							elem = elem[ dir ] || elem;
+						} else if ( ( oldCache = uniqueCache[ key ] ) &&
+							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
+
+							// Assign to newCache so results back-propagate to previous elements
+							return ( newCache[ 2 ] = oldCache[ 2 ] );
+						} else {
+
+							// Reuse newcache so results back-propagate to previous elements
+							uniqueCache[ key ] = newCache;
+
+							// A match means we're done; a fail means we have to keep checking
+							if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) {
+								return true;
+							}
+						}
+					}
+				}
+			}
+			return false;
+		};
+}
+
+function elementMatcher( matchers ) {
+	return matchers.length > 1 ?
+		function( elem, context, xml ) {
+			var i = matchers.length;
+			while ( i-- ) {
+				if ( !matchers[ i ]( elem, context, xml ) ) {
+					return false;
+				}
+			}
+			return true;
+		} :
+		matchers[ 0 ];
+}
+
+function multipleContexts( selector, contexts, results ) {
+	var i = 0,
+		len = contexts.length;
+	for ( ; i < len; i++ ) {
+		Sizzle( selector, contexts[ i ], results );
+	}
+	return results;
+}
+
+function condense( unmatched, map, filter, context, xml ) {
+	var elem,
+		newUnmatched = [],
+		i = 0,
+		len = unmatched.length,
+		mapped = map != null;
+
+	for ( ; i < len; i++ ) {
+		if ( ( elem = unmatched[ i ] ) ) {
+			if ( !filter || filter( elem, context, xml ) ) {
+				newUnmatched.push( elem );
+				if ( mapped ) {
+					map.push( i );
+				}
+			}
+		}
+	}
+
+	return newUnmatched;
+}
+
+function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) {
+	if ( postFilter && !postFilter[ expando ] ) {
+		postFilter = setMatcher( postFilter );
+	}
+	if ( postFinder && !postFinder[ expando ] ) {
+		postFinder = setMatcher( postFinder, postSelector );
+	}
+	return markFunction( function( seed, results, context, xml ) {
+		var temp, i, elem,
+			preMap = [],
+			postMap = [],
+			preexisting = results.length,
+
+			// Get initial elements from seed or context
+			elems = seed || multipleContexts(
+				selector || "*",
+				context.nodeType ? [ context ] : context,
+				[]
+			),
+
+			// Prefilter to get matcher input, preserving a map for seed-results synchronization
+			matcherIn = preFilter && ( seed || !selector ) ?
+				condense( elems, preMap, preFilter, context, xml ) :
+				elems,
+
+			matcherOut = matcher ?
+
+				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
+				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
+
+					// ...intermediate processing is necessary
+					[] :
+
+					// ...otherwise use results directly
+					results :
+				matcherIn;
+
+		// Find primary matches
+		if ( matcher ) {
+			matcher( matcherIn, matcherOut, context, xml );
+		}
+
+		// Apply postFilter
+		if ( postFilter ) {
+			temp = condense( matcherOut, postMap );
+			postFilter( temp, [], context, xml );
+
+			// Un-match failing elements by moving them back to matcherIn
+			i = temp.length;
+			while ( i-- ) {
+				if ( ( elem = temp[ i ] ) ) {
+					matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem );
+				}
+			}
+		}
+
+		if ( seed ) {
+			if ( postFinder || preFilter ) {
+				if ( postFinder ) {
+
+					// Get the final matcherOut by condensing this intermediate into postFinder contexts
+					temp = [];
+					i = matcherOut.length;
+					while ( i-- ) {
+						if ( ( elem = matcherOut[ i ] ) ) {
+
+							// Restore matcherIn since elem is not yet a final match
+							temp.push( ( matcherIn[ i ] = elem ) );
+						}
+					}
+					postFinder( null, ( matcherOut = [] ), temp, xml );
+				}
+
+				// Move matched elements from seed to results to keep them synchronized
+				i = matcherOut.length;
+				while ( i-- ) {
+					if ( ( elem = matcherOut[ i ] ) &&
+						( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) {
+
+						seed[ temp ] = !( results[ temp ] = elem );
+					}
+				}
+			}
+
+		// Add elements to results, through postFinder if defined
+		} else {
+			matcherOut = condense(
+				matcherOut === results ?
+					matcherOut.splice( preexisting, matcherOut.length ) :
+					matcherOut
+			);
+			if ( postFinder ) {
+				postFinder( null, results, matcherOut, xml );
+			} else {
+				push.apply( results, matcherOut );
+			}
+		}
+	} );
+}
+
+function matcherFromTokens( tokens ) {
+	var checkContext, matcher, j,
+		len = tokens.length,
+		leadingRelative = Expr.relative[ tokens[ 0 ].type ],
+		implicitRelative = leadingRelative || Expr.relative[ " " ],
+		i = leadingRelative ? 1 : 0,
+
+		// The foundational matcher ensures that elements are reachable from top-level context(s)
+		matchContext = addCombinator( function( elem ) {
+			return elem === checkContext;
+		}, implicitRelative, true ),
+		matchAnyContext = addCombinator( function( elem ) {
+			return indexOf( checkContext, elem ) > -1;
+		}, implicitRelative, true ),
+		matchers = [ function( elem, context, xml ) {
+			var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
+				( checkContext = context ).nodeType ?
+					matchContext( elem, context, xml ) :
+					matchAnyContext( elem, context, xml ) );
+
+			// Avoid hanging onto element (issue #299)
+			checkContext = null;
+			return ret;
+		} ];
+
+	for ( ; i < len; i++ ) {
+		if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) {
+			matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ];
+		} else {
+			matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches );
+
+			// Return special upon seeing a positional matcher
+			if ( matcher[ expando ] ) {
+
+				// Find the next relative operator (if any) for proper handling
+				j = ++i;
+				for ( ; j < len; j++ ) {
+					if ( Expr.relative[ tokens[ j ].type ] ) {
+						break;
+					}
+				}
+				return setMatcher(
+					i > 1 && elementMatcher( matchers ),
+					i > 1 && toSelector(
+
+					// If the preceding token was a descendant combinator, insert an implicit any-element `*`
+					tokens
+						.slice( 0, i - 1 )
+						.concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } )
+					).replace( rtrim, "$1" ),
+					matcher,
+					i < j && matcherFromTokens( tokens.slice( i, j ) ),
+					j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ),
+					j < len && toSelector( tokens )
+				);
+			}
+			matchers.push( matcher );
+		}
+	}
+
+	return elementMatcher( matchers );
+}
+
+function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
+	var bySet = setMatchers.length > 0,
+		byElement = elementMatchers.length > 0,
+		superMatcher = function( seed, context, xml, results, outermost ) {
+			var elem, j, matcher,
+				matchedCount = 0,
+				i = "0",
+				unmatched = seed && [],
+				setMatched = [],
+				contextBackup = outermostContext,
+
+				// We must always have either seed elements or outermost context
+				elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ),
+
+				// Use integer dirruns iff this is the outermost matcher
+				dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ),
+				len = elems.length;
+
+			if ( outermost ) {
+
+				// Support: IE 11+, Edge 17 - 18+
+				// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+				// two documents; shallow comparisons work.
+				// eslint-disable-next-line eqeqeq
+				outermostContext = context == document || context || outermost;
+			}
+
+			// Add elements passing elementMatchers directly to results
+			// Support: IE<9, Safari
+			// Tolerate NodeList properties (IE: "length"; Safari: <number>) matching elements by id
+			for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) {
+				if ( byElement && elem ) {
+					j = 0;
+
+					// Support: IE 11+, Edge 17 - 18+
+					// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+					// two documents; shallow comparisons work.
+					// eslint-disable-next-line eqeqeq
+					if ( !context && elem.ownerDocument != document ) {
+						setDocument( elem );
+						xml = !documentIsHTML;
+					}
+					while ( ( matcher = elementMatchers[ j++ ] ) ) {
+						if ( matcher( elem, context || document, xml ) ) {
+							results.push( elem );
+							break;
+						}
+					}
+					if ( outermost ) {
+						dirruns = dirrunsUnique;
+					}
+				}
+
+				// Track unmatched elements for set filters
+				if ( bySet ) {
+
+					// They will have gone through all possible matchers
+					if ( ( elem = !matcher && elem ) ) {
+						matchedCount--;
+					}
+
+					// Lengthen the array for every element, matched or not
+					if ( seed ) {
+						unmatched.push( elem );
+					}
+				}
+			}
+
+			// `i` is now the count of elements visited above, and adding it to `matchedCount`
+			// makes the latter nonnegative.
+			matchedCount += i;
+
+			// Apply set filters to unmatched elements
+			// NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount`
+			// equals `i`), unless we didn't visit _any_ elements in the above loop because we have
+			// no element matchers and no seed.
+			// Incrementing an initially-string "0" `i` allows `i` to remain a string only in that
+			// case, which will result in a "00" `matchedCount` that differs from `i` but is also
+			// numerically zero.
+			if ( bySet && i !== matchedCount ) {
+				j = 0;
+				while ( ( matcher = setMatchers[ j++ ] ) ) {
+					matcher( unmatched, setMatched, context, xml );
+				}
+
+				if ( seed ) {
+
+					// Reintegrate element matches to eliminate the need for sorting
+					if ( matchedCount > 0 ) {
+						while ( i-- ) {
+							if ( !( unmatched[ i ] || setMatched[ i ] ) ) {
+								setMatched[ i ] = pop.call( results );
+							}
+						}
+					}
+
+					// Discard index placeholder values to get only actual matches
+					setMatched = condense( setMatched );
+				}
+
+				// Add matches to results
+				push.apply( results, setMatched );
+
+				// Seedless set matches succeeding multiple successful matchers stipulate sorting
+				if ( outermost && !seed && setMatched.length > 0 &&
+					( matchedCount + setMatchers.length ) > 1 ) {
+
+					Sizzle.uniqueSort( results );
+				}
+			}
+
+			// Override manipulation of globals by nested matchers
+			if ( outermost ) {
+				dirruns = dirrunsUnique;
+				outermostContext = contextBackup;
+			}
+
+			return unmatched;
+		};
+
+	return bySet ?
+		markFunction( superMatcher ) :
+		superMatcher;
+}
+
+compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
+	var i,
+		setMatchers = [],
+		elementMatchers = [],
+		cached = compilerCache[ selector + " " ];
+
+	if ( !cached ) {
+
+		// Generate a function of recursive functions that can be used to check each element
+		if ( !match ) {
+			match = tokenize( selector );
+		}
+		i = match.length;
+		while ( i-- ) {
+			cached = matcherFromTokens( match[ i ] );
+			if ( cached[ expando ] ) {
+				setMatchers.push( cached );
+			} else {
+				elementMatchers.push( cached );
+			}
+		}
+
+		// Cache the compiled function
+		cached = compilerCache(
+			selector,
+			matcherFromGroupMatchers( elementMatchers, setMatchers )
+		);
+
+		// Save selector and tokenization
+		cached.selector = selector;
+	}
+	return cached;
+};
+
+/**
+ * A low-level selection function that works with Sizzle's compiled
+ *  selector functions
+ * @param {String|Function} selector A selector or a pre-compiled
+ *  selector function built with Sizzle.compile
+ * @param {Element} context
+ * @param {Array} [results]
+ * @param {Array} [seed] A set of elements to match against
+ */
+select = Sizzle.select = function( selector, context, results, seed ) {
+	var i, tokens, token, type, find,
+		compiled = typeof selector === "function" && selector,
+		match = !seed && tokenize( ( selector = compiled.selector || selector ) );
+
+	results = results || [];
+
+	// Try to minimize operations if there is only one selector in the list and no seed
+	// (the latter of which guarantees us context)
+	if ( match.length === 1 ) {
+
+		// Reduce context if the leading compound selector is an ID
+		tokens = match[ 0 ] = match[ 0 ].slice( 0 );
+		if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" &&
+			context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) {
+
+			context = ( Expr.find[ "ID" ]( token.matches[ 0 ]
+				.replace( runescape, funescape ), context ) || [] )[ 0 ];
+			if ( !context ) {
+				return results;
+
+			// Precompiled matchers will still verify ancestry, so step up a level
+			} else if ( compiled ) {
+				context = context.parentNode;
+			}
+
+			selector = selector.slice( tokens.shift().value.length );
+		}
+
+		// Fetch a seed set for right-to-left matching
+		i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length;
+		while ( i-- ) {
+			token = tokens[ i ];
+
+			// Abort if we hit a combinator
+			if ( Expr.relative[ ( type = token.type ) ] ) {
+				break;
+			}
+			if ( ( find = Expr.find[ type ] ) ) {
+
+				// Search, expanding context for leading sibling combinators
+				if ( ( seed = find(
+					token.matches[ 0 ].replace( runescape, funescape ),
+					rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) ||
+						context
+				) ) ) {
+
+					// If seed is empty or no tokens remain, we can return early
+					tokens.splice( i, 1 );
+					selector = seed.length && toSelector( tokens );
+					if ( !selector ) {
+						push.apply( results, seed );
+						return results;
+					}
+
+					break;
+				}
+			}
+		}
+	}
+
+	// Compile and execute a filtering function if one is not provided
+	// Provide `match` to avoid retokenization if we modified the selector above
+	( compiled || compile( selector, match ) )(
+		seed,
+		context,
+		!documentIsHTML,
+		results,
+		!context || rsibling.test( selector ) && testContext( context.parentNode ) || context
+	);
+	return results;
+};
+
+// One-time assignments
+
+// Sort stability
+support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando;
+
+// Support: Chrome 14-35+
+// Always assume duplicates if they aren't passed to the comparison function
+support.detectDuplicates = !!hasDuplicate;
+
+// Initialize against the default document
+setDocument();
+
+// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
+// Detached nodes confoundingly follow *each other*
+support.sortDetached = assert( function( el ) {
+
+	// Should return 1, but returns 4 (following)
+	return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1;
+} );
+
+// Support: IE<8
+// Prevent attribute/property "interpolation"
+// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
+if ( !assert( function( el ) {
+	el.innerHTML = "<a href='#'></a>";
+	return el.firstChild.getAttribute( "href" ) === "#";
+} ) ) {
+	addHandle( "type|href|height|width", function( elem, name, isXML ) {
+		if ( !isXML ) {
+			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
+		}
+	} );
+}
+
+// Support: IE<9
+// Use defaultValue in place of getAttribute("value")
+if ( !support.attributes || !assert( function( el ) {
+	el.innerHTML = "<input/>";
+	el.firstChild.setAttribute( "value", "" );
+	return el.firstChild.getAttribute( "value" ) === "";
+} ) ) {
+	addHandle( "value", function( elem, _name, isXML ) {
+		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
+			return elem.defaultValue;
+		}
+	} );
+}
+
+// Support: IE<9
+// Use getAttributeNode to fetch booleans when getAttribute lies
+if ( !assert( function( el ) {
+	return el.getAttribute( "disabled" ) == null;
+} ) ) {
+	addHandle( booleans, function( elem, name, isXML ) {
+		var val;
+		if ( !isXML ) {
+			return elem[ name ] === true ? name.toLowerCase() :
+				( val = elem.getAttributeNode( name ) ) && val.specified ?
+					val.value :
+					null;
+		}
+	} );
+}
+
+return Sizzle;
+
+} )( window );
+
+
+
+jQuery.find = Sizzle;
+jQuery.expr = Sizzle.selectors;
+
+// Deprecated
+jQuery.expr[ ":" ] = jQuery.expr.pseudos;
+jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort;
+jQuery.text = Sizzle.getText;
+jQuery.isXMLDoc = Sizzle.isXML;
+jQuery.contains = Sizzle.contains;
+jQuery.escapeSelector = Sizzle.escape;
+
+
+
+
+var dir = function( elem, dir, until ) {
+	var matched = [],
+		truncate = until !== undefined;
+
+	while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) {
+		if ( elem.nodeType === 1 ) {
+			if ( truncate && jQuery( elem ).is( until ) ) {
+				break;
+			}
+			matched.push( elem );
+		}
+	}
+	return matched;
+};
+
+
+var siblings = function( n, elem ) {
+	var matched = [];
+
+	for ( ; n; n = n.nextSibling ) {
+		if ( n.nodeType === 1 && n !== elem ) {
+			matched.push( n );
+		}
+	}
+
+	return matched;
+};
+
+
+var rneedsContext = jQuery.expr.match.needsContext;
+
+
+
+function nodeName( elem, name ) {
+
+  return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
+
+};
+var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i );
+
+
+
+// Implement the identical functionality for filter and not
+function winnow( elements, qualifier, not ) {
+	if ( isFunction( qualifier ) ) {
+		return jQuery.grep( elements, function( elem, i ) {
+			return !!qualifier.call( elem, i, elem ) !== not;
+		} );
+	}
+
+	// Single element
+	if ( qualifier.nodeType ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( elem === qualifier ) !== not;
+		} );
+	}
+
+	// Arraylike of elements (jQuery, arguments, Array)
+	if ( typeof qualifier !== "string" ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( indexOf.call( qualifier, elem ) > -1 ) !== not;
+		} );
+	}
+
+	// Filtered directly for both simple and complex selectors
+	return jQuery.filter( qualifier, elements, not );
+}
+
+jQuery.filter = function( expr, elems, not ) {
+	var elem = elems[ 0 ];
+
+	if ( not ) {
+		expr = ":not(" + expr + ")";
+	}
+
+	if ( elems.length === 1 && elem.nodeType === 1 ) {
+		return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : [];
+	}
+
+	return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) {
+		return elem.nodeType === 1;
+	} ) );
+};
+
+jQuery.fn.extend( {
+	find: function( selector ) {
+		var i, ret,
+			len = this.length,
+			self = this;
+
+		if ( typeof selector !== "string" ) {
+			return this.pushStack( jQuery( selector ).filter( function() {
+				for ( i = 0; i < len; i++ ) {
+					if ( jQuery.contains( self[ i ], this ) ) {
+						return true;
+					}
+				}
+			} ) );
+		}
+
+		ret = this.pushStack( [] );
+
+		for ( i = 0; i < len; i++ ) {
+			jQuery.find( selector, self[ i ], ret );
+		}
+
+		return len > 1 ? jQuery.uniqueSort( ret ) : ret;
+	},
+	filter: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], false ) );
+	},
+	not: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], true ) );
+	},
+	is: function( selector ) {
+		return !!winnow(
+			this,
+
+			// If this is a positional/relative selector, check membership in the returned set
+			// so $("p:first").is("p:last") won't return true for a doc with two "p".
+			typeof selector === "string" && rneedsContext.test( selector ) ?
+				jQuery( selector ) :
+				selector || [],
+			false
+		).length;
+	}
+} );
+
+
+// Initialize a jQuery object
+
+
+// A central reference to the root jQuery(document)
+var rootjQuery,
+
+	// A simple way to check for HTML strings
+	// Prioritize #id over <tag> to avoid XSS via location.hash (#9521)
+	// Strict HTML recognition (#11290: must start with <)
+	// Shortcut simple #id case for speed
+	rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/,
+
+	init = jQuery.fn.init = function( selector, context, root ) {
+		var match, elem;
+
+		// HANDLE: $(""), $(null), $(undefined), $(false)
+		if ( !selector ) {
+			return this;
+		}
+
+		// Method init() accepts an alternate rootjQuery
+		// so migrate can support jQuery.sub (gh-2101)
+		root = root || rootjQuery;
+
+		// Handle HTML strings
+		if ( typeof selector === "string" ) {
+			if ( selector[ 0 ] === "<" &&
+				selector[ selector.length - 1 ] === ">" &&
+				selector.length >= 3 ) {
+
+				// Assume that strings that start and end with <> are HTML and skip the regex check
+				match = [ null, selector, null ];
+
+			} else {
+				match = rquickExpr.exec( selector );
+			}
+
+			// Match html or make sure no context is specified for #id
+			if ( match && ( match[ 1 ] || !context ) ) {
+
+				// HANDLE: $(html) -> $(array)
+				if ( match[ 1 ] ) {
+					context = context instanceof jQuery ? context[ 0 ] : context;
+
+					// Option to run scripts is true for back-compat
+					// Intentionally let the error be thrown if parseHTML is not present
+					jQuery.merge( this, jQuery.parseHTML(
+						match[ 1 ],
+						context && context.nodeType ? context.ownerDocument || context : document,
+						true
+					) );
+
+					// HANDLE: $(html, props)
+					if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) {
+						for ( match in context ) {
+
+							// Properties of context are called as methods if possible
+							if ( isFunction( this[ match ] ) ) {
+								this[ match ]( context[ match ] );
+
+							// ...and otherwise set as attributes
+							} else {
+								this.attr( match, context[ match ] );
+							}
+						}
+					}
+
+					return this;
+
+				// HANDLE: $(#id)
+				} else {
+					elem = document.getElementById( match[ 2 ] );
+
+					if ( elem ) {
+
+						// Inject the element directly into the jQuery object
+						this[ 0 ] = elem;
+						this.length = 1;
+					}
+					return this;
+				}
+
+			// HANDLE: $(expr, $(...))
+			} else if ( !context || context.jquery ) {
+				return ( context || root ).find( selector );
+
+			// HANDLE: $(expr, context)
+			// (which is just equivalent to: $(context).find(expr)
+			} else {
+				return this.constructor( context ).find( selector );
+			}
+
+		// HANDLE: $(DOMElement)
+		} else if ( selector.nodeType ) {
+			this[ 0 ] = selector;
+			this.length = 1;
+			return this;
+
+		// HANDLE: $(function)
+		// Shortcut for document ready
+		} else if ( isFunction( selector ) ) {
+			return root.ready !== undefined ?
+				root.ready( selector ) :
+
+				// Execute immediately if ready is not present
+				selector( jQuery );
+		}
+
+		return jQuery.makeArray( selector, this );
+	};
+
+// Give the init function the jQuery prototype for later instantiation
+init.prototype = jQuery.fn;
+
+// Initialize central reference
+rootjQuery = jQuery( document );
+
+
+var rparentsprev = /^(?:parents|prev(?:Until|All))/,
+
+	// Methods guaranteed to produce a unique set when starting from a unique set
+	guaranteedUnique = {
+		children: true,
+		contents: true,
+		next: true,
+		prev: true
+	};
+
+jQuery.fn.extend( {
+	has: function( target ) {
+		var targets = jQuery( target, this ),
+			l = targets.length;
+
+		return this.filter( function() {
+			var i = 0;
+			for ( ; i < l; i++ ) {
+				if ( jQuery.contains( this, targets[ i ] ) ) {
+					return true;
+				}
+			}
+		} );
+	},
+
+	closest: function( selectors, context ) {
+		var cur,
+			i = 0,
+			l = this.length,
+			matched = [],
+			targets = typeof selectors !== "string" && jQuery( selectors );
+
+		// Positional selectors never match, since there's no _selection_ context
+		if ( !rneedsContext.test( selectors ) ) {
+			for ( ; i < l; i++ ) {
+				for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) {
+
+					// Always skip document fragments
+					if ( cur.nodeType < 11 && ( targets ?
+						targets.index( cur ) > -1 :
+
+						// Don't pass non-elements to Sizzle
+						cur.nodeType === 1 &&
+							jQuery.find.matchesSelector( cur, selectors ) ) ) {
+
+						matched.push( cur );
+						break;
+					}
+				}
+			}
+		}
+
+		return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched );
+	},
+
+	// Determine the position of an element within the set
+	index: function( elem ) {
+
+		// No argument, return index in parent
+		if ( !elem ) {
+			return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1;
+		}
+
+		// Index in selector
+		if ( typeof elem === "string" ) {
+			return indexOf.call( jQuery( elem ), this[ 0 ] );
+		}
+
+		// Locate the position of the desired element
+		return indexOf.call( this,
+
+			// If it receives a jQuery object, the first element is used
+			elem.jquery ? elem[ 0 ] : elem
+		);
+	},
+
+	add: function( selector, context ) {
+		return this.pushStack(
+			jQuery.uniqueSort(
+				jQuery.merge( this.get(), jQuery( selector, context ) )
+			)
+		);
+	},
+
+	addBack: function( selector ) {
+		return this.add( selector == null ?
+			this.prevObject : this.prevObject.filter( selector )
+		);
+	}
+} );
+
+function sibling( cur, dir ) {
+	while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {}
+	return cur;
+}
+
+jQuery.each( {
+	parent: function( elem ) {
+		var parent = elem.parentNode;
+		return parent && parent.nodeType !== 11 ? parent : null;
+	},
+	parents: function( elem ) {
+		return dir( elem, "parentNode" );
+	},
+	parentsUntil: function( elem, _i, until ) {
+		return dir( elem, "parentNode", until );
+	},
+	next: function( elem ) {
+		return sibling( elem, "nextSibling" );
+	},
+	prev: function( elem ) {
+		return sibling( elem, "previousSibling" );
+	},
+	nextAll: function( elem ) {
+		return dir( elem, "nextSibling" );
+	},
+	prevAll: function( elem ) {
+		return dir( elem, "previousSibling" );
+	},
+	nextUntil: function( elem, _i, until ) {
+		return dir( elem, "nextSibling", until );
+	},
+	prevUntil: function( elem, _i, until ) {
+		return dir( elem, "previousSibling", until );
+	},
+	siblings: function( elem ) {
+		return siblings( ( elem.parentNode || {} ).firstChild, elem );
+	},
+	children: function( elem ) {
+		return siblings( elem.firstChild );
+	},
+	contents: function( elem ) {
+		if ( elem.contentDocument != null &&
+
+			// Support: IE 11+
+			// <object> elements with no `data` attribute has an object
+			// `contentDocument` with a `null` prototype.
+			getProto( elem.contentDocument ) ) {
+
+			return elem.contentDocument;
+		}
+
+		// Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only
+		// Treat the template element as a regular one in browsers that
+		// don't support it.
+		if ( nodeName( elem, "template" ) ) {
+			elem = elem.content || elem;
+		}
+
+		return jQuery.merge( [], elem.childNodes );
+	}
+}, function( name, fn ) {
+	jQuery.fn[ name ] = function( until, selector ) {
+		var matched = jQuery.map( this, fn, until );
+
+		if ( name.slice( -5 ) !== "Until" ) {
+			selector = until;
+		}
+
+		if ( selector && typeof selector === "string" ) {
+			matched = jQuery.filter( selector, matched );
+		}
+
+		if ( this.length > 1 ) {
+
+			// Remove duplicates
+			if ( !guaranteedUnique[ name ] ) {
+				jQuery.uniqueSort( matched );
+			}
+
+			// Reverse order for parents* and prev-derivatives
+			if ( rparentsprev.test( name ) ) {
+				matched.reverse();
+			}
+		}
+
+		return this.pushStack( matched );
+	};
+} );
+var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g );
+
+
+
+// Convert String-formatted options into Object-formatted ones
+function createOptions( options ) {
+	var object = {};
+	jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) {
+		object[ flag ] = true;
+	} );
+	return object;
+}
+
+/*
+ * Create a callback list using the following parameters:
+ *
+ *	options: an optional list of space-separated options that will change how
+ *			the callback list behaves or a more traditional option object
+ *
+ * By default a callback list will act like an event callback list and can be
+ * "fired" multiple times.
+ *
+ * Possible options:
+ *
+ *	once:			will ensure the callback list can only be fired once (like a Deferred)
+ *
+ *	memory:			will keep track of previous values and will call any callback added
+ *					after the list has been fired right away with the latest "memorized"
+ *					values (like a Deferred)
+ *
+ *	unique:			will ensure a callback can only be added once (no duplicate in the list)
+ *
+ *	stopOnFalse:	interrupt callings when a callback returns false
+ *
+ */
+jQuery.Callbacks = function( options ) {
+
+	// Convert options from String-formatted to Object-formatted if needed
+	// (we check in cache first)
+	options = typeof options === "string" ?
+		createOptions( options ) :
+		jQuery.extend( {}, options );
+
+	var // Flag to know if list is currently firing
+		firing,
+
+		// Last fire value for non-forgettable lists
+		memory,
+
+		// Flag to know if list was already fired
+		fired,
+
+		// Flag to prevent firing
+		locked,
+
+		// Actual callback list
+		list = [],
+
+		// Queue of execution data for repeatable lists
+		queue = [],
+
+		// Index of currently firing callback (modified by add/remove as needed)
+		firingIndex = -1,
+
+		// Fire callbacks
+		fire = function() {
+
+			// Enforce single-firing
+			locked = locked || options.once;
+
+			// Execute callbacks for all pending executions,
+			// respecting firingIndex overrides and runtime changes
+			fired = firing = true;
+			for ( ; queue.length; firingIndex = -1 ) {
+				memory = queue.shift();
+				while ( ++firingIndex < list.length ) {
+
+					// Run callback and check for early termination
+					if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false &&
+						options.stopOnFalse ) {
+
+						// Jump to end and forget the data so .add doesn't re-fire
+						firingIndex = list.length;
+						memory = false;
+					}
+				}
+			}
+
+			// Forget the data if we're done with it
+			if ( !options.memory ) {
+				memory = false;
+			}
+
+			firing = false;
+
+			// Clean up if we're done firing for good
+			if ( locked ) {
+
+				// Keep an empty list if we have data for future add calls
+				if ( memory ) {
+					list = [];
+
+				// Otherwise, this object is spent
+				} else {
+					list = "";
+				}
+			}
+		},
+
+		// Actual Callbacks object
+		self = {
+
+			// Add a callback or a collection of callbacks to the list
+			add: function() {
+				if ( list ) {
+
+					// If we have memory from a past run, we should fire after adding
+					if ( memory && !firing ) {
+						firingIndex = list.length - 1;
+						queue.push( memory );
+					}
+
+					( function add( args ) {
+						jQuery.each( args, function( _, arg ) {
+							if ( isFunction( arg ) ) {
+								if ( !options.unique || !self.has( arg ) ) {
+									list.push( arg );
+								}
+							} else if ( arg && arg.length && toType( arg ) !== "string" ) {
+
+								// Inspect recursively
+								add( arg );
+							}
+						} );
+					} )( arguments );
+
+					if ( memory && !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Remove a callback from the list
+			remove: function() {
+				jQuery.each( arguments, function( _, arg ) {
+					var index;
+					while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) {
+						list.splice( index, 1 );
+
+						// Handle firing indexes
+						if ( index <= firingIndex ) {
+							firingIndex--;
+						}
+					}
+				} );
+				return this;
+			},
+
+			// Check if a given callback is in the list.
+			// If no argument is given, return whether or not list has callbacks attached.
+			has: function( fn ) {
+				return fn ?
+					jQuery.inArray( fn, list ) > -1 :
+					list.length > 0;
+			},
+
+			// Remove all callbacks from the list
+			empty: function() {
+				if ( list ) {
+					list = [];
+				}
+				return this;
+			},
+
+			// Disable .fire and .add
+			// Abort any current/pending executions
+			// Clear all callbacks and values
+			disable: function() {
+				locked = queue = [];
+				list = memory = "";
+				return this;
+			},
+			disabled: function() {
+				return !list;
+			},
+
+			// Disable .fire
+			// Also disable .add unless we have memory (since it would have no effect)
+			// Abort any pending executions
+			lock: function() {
+				locked = queue = [];
+				if ( !memory && !firing ) {
+					list = memory = "";
+				}
+				return this;
+			},
+			locked: function() {
+				return !!locked;
+			},
+
+			// Call all callbacks with the given context and arguments
+			fireWith: function( context, args ) {
+				if ( !locked ) {
+					args = args || [];
+					args = [ context, args.slice ? args.slice() : args ];
+					queue.push( args );
+					if ( !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Call all the callbacks with the given arguments
+			fire: function() {
+				self.fireWith( this, arguments );
+				return this;
+			},
+
+			// To know if the callbacks have already been called at least once
+			fired: function() {
+				return !!fired;
+			}
+		};
+
+	return self;
+};
+
+
+function Identity( v ) {
+	return v;
+}
+function Thrower( ex ) {
+	throw ex;
+}
+
+function adoptValue( value, resolve, reject, noValue ) {
+	var method;
+
+	try {
+
+		// Check for promise aspect first to privilege synchronous behavior
+		if ( value && isFunction( ( method = value.promise ) ) ) {
+			method.call( value ).done( resolve ).fail( reject );
+
+		// Other thenables
+		} else if ( value && isFunction( ( method = value.then ) ) ) {
+			method.call( value, resolve, reject );
+
+		// Other non-thenables
+		} else {
+
+			// Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer:
+			// * false: [ value ].slice( 0 ) => resolve( value )
+			// * true: [ value ].slice( 1 ) => resolve()
+			resolve.apply( undefined, [ value ].slice( noValue ) );
+		}
+
+	// For Promises/A+, convert exceptions into rejections
+	// Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in
+	// Deferred#then to conditionally suppress rejection.
+	} catch ( value ) {
+
+		// Support: Android 4.0 only
+		// Strict mode functions invoked without .call/.apply get global-object context
+		reject.apply( undefined, [ value ] );
+	}
+}
+
+jQuery.extend( {
+
+	Deferred: function( func ) {
+		var tuples = [
+
+				// action, add listener, callbacks,
+				// ... .then handlers, argument index, [final state]
+				[ "notify", "progress", jQuery.Callbacks( "memory" ),
+					jQuery.Callbacks( "memory" ), 2 ],
+				[ "resolve", "done", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 0, "resolved" ],
+				[ "reject", "fail", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 1, "rejected" ]
+			],
+			state = "pending",
+			promise = {
+				state: function() {
+					return state;
+				},
+				always: function() {
+					deferred.done( arguments ).fail( arguments );
+					return this;
+				},
+				"catch": function( fn ) {
+					return promise.then( null, fn );
+				},
+
+				// Keep pipe for back-compat
+				pipe: function( /* fnDone, fnFail, fnProgress */ ) {
+					var fns = arguments;
+
+					return jQuery.Deferred( function( newDefer ) {
+						jQuery.each( tuples, function( _i, tuple ) {
+
+							// Map tuples (progress, done, fail) to arguments (done, fail, progress)
+							var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ];
+
+							// deferred.progress(function() { bind to newDefer or newDefer.notify })
+							// deferred.done(function() { bind to newDefer or newDefer.resolve })
+							// deferred.fail(function() { bind to newDefer or newDefer.reject })
+							deferred[ tuple[ 1 ] ]( function() {
+								var returned = fn && fn.apply( this, arguments );
+								if ( returned && isFunction( returned.promise ) ) {
+									returned.promise()
+										.progress( newDefer.notify )
+										.done( newDefer.resolve )
+										.fail( newDefer.reject );
+								} else {
+									newDefer[ tuple[ 0 ] + "With" ](
+										this,
+										fn ? [ returned ] : arguments
+									);
+								}
+							} );
+						} );
+						fns = null;
+					} ).promise();
+				},
+				then: function( onFulfilled, onRejected, onProgress ) {
+					var maxDepth = 0;
+					function resolve( depth, deferred, handler, special ) {
+						return function() {
+							var that = this,
+								args = arguments,
+								mightThrow = function() {
+									var returned, then;
+
+									// Support: Promises/A+ section 2.3.3.3.3
+									// https://promisesaplus.com/#point-59
+									// Ignore double-resolution attempts
+									if ( depth < maxDepth ) {
+										return;
+									}
+
+									returned = handler.apply( that, args );
+
+									// Support: Promises/A+ section 2.3.1
+									// https://promisesaplus.com/#point-48
+									if ( returned === deferred.promise() ) {
+										throw new TypeError( "Thenable self-resolution" );
+									}
+
+									// Support: Promises/A+ sections 2.3.3.1, 3.5
+									// https://promisesaplus.com/#point-54
+									// https://promisesaplus.com/#point-75
+									// Retrieve `then` only once
+									then = returned &&
+
+										// Support: Promises/A+ section 2.3.4
+										// https://promisesaplus.com/#point-64
+										// Only check objects and functions for thenability
+										( typeof returned === "object" ||
+											typeof returned === "function" ) &&
+										returned.then;
+
+									// Handle a returned thenable
+									if ( isFunction( then ) ) {
+
+										// Special processors (notify) just wait for resolution
+										if ( special ) {
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special )
+											);
+
+										// Normal processors (resolve) also hook into progress
+										} else {
+
+											// ...and disregard older resolution values
+											maxDepth++;
+
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special ),
+												resolve( maxDepth, deferred, Identity,
+													deferred.notifyWith )
+											);
+										}
+
+									// Handle all other returned values
+									} else {
+
+										// Only substitute handlers pass on context
+										// and multiple values (non-spec behavior)
+										if ( handler !== Identity ) {
+											that = undefined;
+											args = [ returned ];
+										}
+
+										// Process the value(s)
+										// Default process is resolve
+										( special || deferred.resolveWith )( that, args );
+									}
+								},
+
+								// Only normal processors (resolve) catch and reject exceptions
+								process = special ?
+									mightThrow :
+									function() {
+										try {
+											mightThrow();
+										} catch ( e ) {
+
+											if ( jQuery.Deferred.exceptionHook ) {
+												jQuery.Deferred.exceptionHook( e,
+													process.stackTrace );
+											}
+
+											// Support: Promises/A+ section 2.3.3.3.4.1
+											// https://promisesaplus.com/#point-61
+											// Ignore post-resolution exceptions
+											if ( depth + 1 >= maxDepth ) {
+
+												// Only substitute handlers pass on context
+												// and multiple values (non-spec behavior)
+												if ( handler !== Thrower ) {
+													that = undefined;
+													args = [ e ];
+												}
+
+												deferred.rejectWith( that, args );
+											}
+										}
+									};
+
+							// Support: Promises/A+ section 2.3.3.3.1
+							// https://promisesaplus.com/#point-57
+							// Re-resolve promises immediately to dodge false rejection from
+							// subsequent errors
+							if ( depth ) {
+								process();
+							} else {
+
+								// Call an optional hook to record the stack, in case of exception
+								// since it's otherwise lost when execution goes async
+								if ( jQuery.Deferred.getStackHook ) {
+									process.stackTrace = jQuery.Deferred.getStackHook();
+								}
+								window.setTimeout( process );
+							}
+						};
+					}
+
+					return jQuery.Deferred( function( newDefer ) {
+
+						// progress_handlers.add( ... )
+						tuples[ 0 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onProgress ) ?
+									onProgress :
+									Identity,
+								newDefer.notifyWith
+							)
+						);
+
+						// fulfilled_handlers.add( ... )
+						tuples[ 1 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onFulfilled ) ?
+									onFulfilled :
+									Identity
+							)
+						);
+
+						// rejected_handlers.add( ... )
+						tuples[ 2 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onRejected ) ?
+									onRejected :
+									Thrower
+							)
+						);
+					} ).promise();
+				},
+
+				// Get a promise for this deferred
+				// If obj is provided, the promise aspect is added to the object
+				promise: function( obj ) {
+					return obj != null ? jQuery.extend( obj, promise ) : promise;
+				}
+			},
+			deferred = {};
+
+		// Add list-specific methods
+		jQuery.each( tuples, function( i, tuple ) {
+			var list = tuple[ 2 ],
+				stateString = tuple[ 5 ];
+
+			// promise.progress = list.add
+			// promise.done = list.add
+			// promise.fail = list.add
+			promise[ tuple[ 1 ] ] = list.add;
+
+			// Handle state
+			if ( stateString ) {
+				list.add(
+					function() {
+
+						// state = "resolved" (i.e., fulfilled)
+						// state = "rejected"
+						state = stateString;
+					},
+
+					// rejected_callbacks.disable
+					// fulfilled_callbacks.disable
+					tuples[ 3 - i ][ 2 ].disable,
+
+					// rejected_handlers.disable
+					// fulfilled_handlers.disable
+					tuples[ 3 - i ][ 3 ].disable,
+
+					// progress_callbacks.lock
+					tuples[ 0 ][ 2 ].lock,
+
+					// progress_handlers.lock
+					tuples[ 0 ][ 3 ].lock
+				);
+			}
+
+			// progress_handlers.fire
+			// fulfilled_handlers.fire
+			// rejected_handlers.fire
+			list.add( tuple[ 3 ].fire );
+
+			// deferred.notify = function() { deferred.notifyWith(...) }
+			// deferred.resolve = function() { deferred.resolveWith(...) }
+			// deferred.reject = function() { deferred.rejectWith(...) }
+			deferred[ tuple[ 0 ] ] = function() {
+				deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments );
+				return this;
+			};
+
+			// deferred.notifyWith = list.fireWith
+			// deferred.resolveWith = list.fireWith
+			// deferred.rejectWith = list.fireWith
+			deferred[ tuple[ 0 ] + "With" ] = list.fireWith;
+		} );
+
+		// Make the deferred a promise
+		promise.promise( deferred );
+
+		// Call given func if any
+		if ( func ) {
+			func.call( deferred, deferred );
+		}
+
+		// All done!
+		return deferred;
+	},
+
+	// Deferred helper
+	when: function( singleValue ) {
+		var
+
+			// count of uncompleted subordinates
+			remaining = arguments.length,
+
+			// count of unprocessed arguments
+			i = remaining,
+
+			// subordinate fulfillment data
+			resolveContexts = Array( i ),
+			resolveValues = slice.call( arguments ),
+
+			// the master Deferred
+			master = jQuery.Deferred(),
+
+			// subordinate callback factory
+			updateFunc = function( i ) {
+				return function( value ) {
+					resolveContexts[ i ] = this;
+					resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
+					if ( !( --remaining ) ) {
+						master.resolveWith( resolveContexts, resolveValues );
+					}
+				};
+			};
+
+		// Single- and empty arguments are adopted like Promise.resolve
+		if ( remaining <= 1 ) {
+			adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject,
+				!remaining );
+
+			// Use .then() to unwrap secondary thenables (cf. gh-3000)
+			if ( master.state() === "pending" ||
+				isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) {
+
+				return master.then();
+			}
+		}
+
+		// Multiple arguments are aggregated like Promise.all array elements
+		while ( i-- ) {
+			adoptValue( resolveValues[ i ], updateFunc( i ), master.reject );
+		}
+
+		return master.promise();
+	}
+} );
+
+
+// These usually indicate a programmer mistake during development,
+// warn about them ASAP rather than swallowing them by default.
+var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/;
+
+jQuery.Deferred.exceptionHook = function( error, stack ) {
+
+	// Support: IE 8 - 9 only
+	// Console exists when dev tools are open, which can happen at any time
+	if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) {
+		window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack );
+	}
+};
+
+
+
+
+jQuery.readyException = function( error ) {
+	window.setTimeout( function() {
+		throw error;
+	} );
+};
+
+
+
+
+// The deferred used on DOM ready
+var readyList = jQuery.Deferred();
+
+jQuery.fn.ready = function( fn ) {
+
+	readyList
+		.then( fn )
+
+		// Wrap jQuery.readyException in a function so that the lookup
+		// happens at the time of error handling instead of callback
+		// registration.
+		.catch( function( error ) {
+			jQuery.readyException( error );
+		} );
+
+	return this;
+};
+
+jQuery.extend( {
+
+	// Is the DOM ready to be used? Set to true once it occurs.
+	isReady: false,
+
+	// A counter to track how many items to wait for before
+	// the ready event fires. See #6781
+	readyWait: 1,
+
+	// Handle when the DOM is ready
+	ready: function( wait ) {
+
+		// Abort if there are pending holds or we're already ready
+		if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) {
+			return;
+		}
+
+		// Remember that the DOM is ready
+		jQuery.isReady = true;
+
+		// If a normal DOM Ready event fired, decrement, and wait if need be
+		if ( wait !== true && --jQuery.readyWait > 0 ) {
+			return;
+		}
+
+		// If there are functions bound, to execute
+		readyList.resolveWith( document, [ jQuery ] );
+	}
+} );
+
+jQuery.ready.then = readyList.then;
+
+// The ready event handler and self cleanup method
+function completed() {
+	document.removeEventListener( "DOMContentLoaded", completed );
+	window.removeEventListener( "load", completed );
+	jQuery.ready();
+}
+
+// Catch cases where $(document).ready() is called
+// after the browser event has already occurred.
+// Support: IE <=9 - 10 only
+// Older IE sometimes signals "interactive" too soon
+if ( document.readyState === "complete" ||
+	( document.readyState !== "loading" && !document.documentElement.doScroll ) ) {
+
+	// Handle it asynchronously to allow scripts the opportunity to delay ready
+	window.setTimeout( jQuery.ready );
+
+} else {
+
+	// Use the handy event callback
+	document.addEventListener( "DOMContentLoaded", completed );
+
+	// A fallback to window.onload, that will always work
+	window.addEventListener( "load", completed );
+}
+
+
+
+
+// Multifunctional method to get and set values of a collection
+// The value/s can optionally be executed if it's a function
+var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
+	var i = 0,
+		len = elems.length,
+		bulk = key == null;
+
+	// Sets many values
+	if ( toType( key ) === "object" ) {
+		chainable = true;
+		for ( i in key ) {
+			access( elems, fn, i, key[ i ], true, emptyGet, raw );
+		}
+
+	// Sets one value
+	} else if ( value !== undefined ) {
+		chainable = true;
+
+		if ( !isFunction( value ) ) {
+			raw = true;
+		}
+
+		if ( bulk ) {
+
+			// Bulk operations run against the entire set
+			if ( raw ) {
+				fn.call( elems, value );
+				fn = null;
+
+			// ...except when executing function values
+			} else {
+				bulk = fn;
+				fn = function( elem, _key, value ) {
+					return bulk.call( jQuery( elem ), value );
+				};
+			}
+		}
+
+		if ( fn ) {
+			for ( ; i < len; i++ ) {
+				fn(
+					elems[ i ], key, raw ?
+					value :
+					value.call( elems[ i ], i, fn( elems[ i ], key ) )
+				);
+			}
+		}
+	}
+
+	if ( chainable ) {
+		return elems;
+	}
+
+	// Gets
+	if ( bulk ) {
+		return fn.call( elems );
+	}
+
+	return len ? fn( elems[ 0 ], key ) : emptyGet;
+};
+
+
+// Matches dashed string for camelizing
+var rmsPrefix = /^-ms-/,
+	rdashAlpha = /-([a-z])/g;
+
+// Used by camelCase as callback to replace()
+function fcamelCase( _all, letter ) {
+	return letter.toUpperCase();
+}
+
+// Convert dashed to camelCase; used by the css and data modules
+// Support: IE <=9 - 11, Edge 12 - 15
+// Microsoft forgot to hump their vendor prefix (#9572)
+function camelCase( string ) {
+	return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase );
+}
+var acceptData = function( owner ) {
+
+	// Accepts only:
+	//  - Node
+	//    - Node.ELEMENT_NODE
+	//    - Node.DOCUMENT_NODE
+	//  - Object
+	//    - Any
+	return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType );
+};
+
+
+
+
+function Data() {
+	this.expando = jQuery.expando + Data.uid++;
+}
+
+Data.uid = 1;
+
+Data.prototype = {
+
+	cache: function( owner ) {
+
+		// Check if the owner object already has a cache
+		var value = owner[ this.expando ];
+
+		// If not, create one
+		if ( !value ) {
+			value = {};
+
+			// We can accept data for non-element nodes in modern browsers,
+			// but we should not, see #8335.
+			// Always return an empty object.
+			if ( acceptData( owner ) ) {
+
+				// If it is a node unlikely to be stringify-ed or looped over
+				// use plain assignment
+				if ( owner.nodeType ) {
+					owner[ this.expando ] = value;
+
+				// Otherwise secure it in a non-enumerable property
+				// configurable must be true to allow the property to be
+				// deleted when data is removed
+				} else {
+					Object.defineProperty( owner, this.expando, {
+						value: value,
+						configurable: true
+					} );
+				}
+			}
+		}
+
+		return value;
+	},
+	set: function( owner, data, value ) {
+		var prop,
+			cache = this.cache( owner );
+
+		// Handle: [ owner, key, value ] args
+		// Always use camelCase key (gh-2257)
+		if ( typeof data === "string" ) {
+			cache[ camelCase( data ) ] = value;
+
+		// Handle: [ owner, { properties } ] args
+		} else {
+
+			// Copy the properties one-by-one to the cache object
+			for ( prop in data ) {
+				cache[ camelCase( prop ) ] = data[ prop ];
+			}
+		}
+		return cache;
+	},
+	get: function( owner, key ) {
+		return key === undefined ?
+			this.cache( owner ) :
+
+			// Always use camelCase key (gh-2257)
+			owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ];
+	},
+	access: function( owner, key, value ) {
+
+		// In cases where either:
+		//
+		//   1. No key was specified
+		//   2. A string key was specified, but no value provided
+		//
+		// Take the "read" path and allow the get method to determine
+		// which value to return, respectively either:
+		//
+		//   1. The entire cache object
+		//   2. The data stored at the key
+		//
+		if ( key === undefined ||
+				( ( key && typeof key === "string" ) && value === undefined ) ) {
+
+			return this.get( owner, key );
+		}
+
+		// When the key is not a string, or both a key and value
+		// are specified, set or extend (existing objects) with either:
+		//
+		//   1. An object of properties
+		//   2. A key and value
+		//
+		this.set( owner, key, value );
+
+		// Since the "set" path can have two possible entry points
+		// return the expected data based on which path was taken[*]
+		return value !== undefined ? value : key;
+	},
+	remove: function( owner, key ) {
+		var i,
+			cache = owner[ this.expando ];
+
+		if ( cache === undefined ) {
+			return;
+		}
+
+		if ( key !== undefined ) {
+
+			// Support array or space separated string of keys
+			if ( Array.isArray( key ) ) {
+
+				// If key is an array of keys...
+				// We always set camelCase keys, so remove that.
+				key = key.map( camelCase );
+			} else {
+				key = camelCase( key );
+
+				// If a key with the spaces exists, use it.
+				// Otherwise, create an array by matching non-whitespace
+				key = key in cache ?
+					[ key ] :
+					( key.match( rnothtmlwhite ) || [] );
+			}
+
+			i = key.length;
+
+			while ( i-- ) {
+				delete cache[ key[ i ] ];
+			}
+		}
+
+		// Remove the expando if there's no more data
+		if ( key === undefined || jQuery.isEmptyObject( cache ) ) {
+
+			// Support: Chrome <=35 - 45
+			// Webkit & Blink performance suffers when deleting properties
+			// from DOM nodes, so set to undefined instead
+			// https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted)
+			if ( owner.nodeType ) {
+				owner[ this.expando ] = undefined;
+			} else {
+				delete owner[ this.expando ];
+			}
+		}
+	},
+	hasData: function( owner ) {
+		var cache = owner[ this.expando ];
+		return cache !== undefined && !jQuery.isEmptyObject( cache );
+	}
+};
+var dataPriv = new Data();
+
+var dataUser = new Data();
+
+
+
+//	Implementation Summary
+//
+//	1. Enforce API surface and semantic compatibility with 1.9.x branch
+//	2. Improve the module's maintainability by reducing the storage
+//		paths to a single mechanism.
+//	3. Use the same single mechanism to support "private" and "user" data.
+//	4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData)
+//	5. Avoid exposing implementation details on user objects (eg. expando properties)
+//	6. Provide a clear path for implementation upgrade to WeakMap in 2014
+
+var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,
+	rmultiDash = /[A-Z]/g;
+
+function getData( data ) {
+	if ( data === "true" ) {
+		return true;
+	}
+
+	if ( data === "false" ) {
+		return false;
+	}
+
+	if ( data === "null" ) {
+		return null;
+	}
+
+	// Only convert to a number if it doesn't change the string
+	if ( data === +data + "" ) {
+		return +data;
+	}
+
+	if ( rbrace.test( data ) ) {
+		return JSON.parse( data );
+	}
+
+	return data;
+}
+
+function dataAttr( elem, key, data ) {
+	var name;
+
+	// If nothing was found internally, try to fetch any
+	// data from the HTML5 data-* attribute
+	if ( data === undefined && elem.nodeType === 1 ) {
+		name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase();
+		data = elem.getAttribute( name );
+
+		if ( typeof data === "string" ) {
+			try {
+				data = getData( data );
+			} catch ( e ) {}
+
+			// Make sure we set the data so it isn't changed later
+			dataUser.set( elem, key, data );
+		} else {
+			data = undefined;
+		}
+	}
+	return data;
+}
+
+jQuery.extend( {
+	hasData: function( elem ) {
+		return dataUser.hasData( elem ) || dataPriv.hasData( elem );
+	},
+
+	data: function( elem, name, data ) {
+		return dataUser.access( elem, name, data );
+	},
+
+	removeData: function( elem, name ) {
+		dataUser.remove( elem, name );
+	},
+
+	// TODO: Now that all calls to _data and _removeData have been replaced
+	// with direct calls to dataPriv methods, these can be deprecated.
+	_data: function( elem, name, data ) {
+		return dataPriv.access( elem, name, data );
+	},
+
+	_removeData: function( elem, name ) {
+		dataPriv.remove( elem, name );
+	}
+} );
+
+jQuery.fn.extend( {
+	data: function( key, value ) {
+		var i, name, data,
+			elem = this[ 0 ],
+			attrs = elem && elem.attributes;
+
+		// Gets all values
+		if ( key === undefined ) {
+			if ( this.length ) {
+				data = dataUser.get( elem );
+
+				if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) {
+					i = attrs.length;
+					while ( i-- ) {
+
+						// Support: IE 11 only
+						// The attrs elements can be null (#14894)
+						if ( attrs[ i ] ) {
+							name = attrs[ i ].name;
+							if ( name.indexOf( "data-" ) === 0 ) {
+								name = camelCase( name.slice( 5 ) );
+								dataAttr( elem, name, data[ name ] );
+							}
+						}
+					}
+					dataPriv.set( elem, "hasDataAttrs", true );
+				}
+			}
+
+			return data;
+		}
+
+		// Sets multiple values
+		if ( typeof key === "object" ) {
+			return this.each( function() {
+				dataUser.set( this, key );
+			} );
+		}
+
+		return access( this, function( value ) {
+			var data;
+
+			// The calling jQuery object (element matches) is not empty
+			// (and therefore has an element appears at this[ 0 ]) and the
+			// `value` parameter was not undefined. An empty jQuery object
+			// will result in `undefined` for elem = this[ 0 ] which will
+			// throw an exception if an attempt to read a data cache is made.
+			if ( elem && value === undefined ) {
+
+				// Attempt to get data from the cache
+				// The key will always be camelCased in Data
+				data = dataUser.get( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// Attempt to "discover" the data in
+				// HTML5 custom data-* attrs
+				data = dataAttr( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// We tried really hard, but the data doesn't exist.
+				return;
+			}
+
+			// Set the data...
+			this.each( function() {
+
+				// We always store the camelCased key
+				dataUser.set( this, key, value );
+			} );
+		}, null, value, arguments.length > 1, null, true );
+	},
+
+	removeData: function( key ) {
+		return this.each( function() {
+			dataUser.remove( this, key );
+		} );
+	}
+} );
+
+
+jQuery.extend( {
+	queue: function( elem, type, data ) {
+		var queue;
+
+		if ( elem ) {
+			type = ( type || "fx" ) + "queue";
+			queue = dataPriv.get( elem, type );
+
+			// Speed up dequeue by getting out quickly if this is just a lookup
+			if ( data ) {
+				if ( !queue || Array.isArray( data ) ) {
+					queue = dataPriv.access( elem, type, jQuery.makeArray( data ) );
+				} else {
+					queue.push( data );
+				}
+			}
+			return queue || [];
+		}
+	},
+
+	dequeue: function( elem, type ) {
+		type = type || "fx";
+
+		var queue = jQuery.queue( elem, type ),
+			startLength = queue.length,
+			fn = queue.shift(),
+			hooks = jQuery._queueHooks( elem, type ),
+			next = function() {
+				jQuery.dequeue( elem, type );
+			};
+
+		// If the fx queue is dequeued, always remove the progress sentinel
+		if ( fn === "inprogress" ) {
+			fn = queue.shift();
+			startLength--;
+		}
+
+		if ( fn ) {
+
+			// Add a progress sentinel to prevent the fx queue from being
+			// automatically dequeued
+			if ( type === "fx" ) {
+				queue.unshift( "inprogress" );
+			}
+
+			// Clear up the last queue stop function
+			delete hooks.stop;
+			fn.call( elem, next, hooks );
+		}
+
+		if ( !startLength && hooks ) {
+			hooks.empty.fire();
+		}
+	},
+
+	// Not public - generate a queueHooks object, or return the current one
+	_queueHooks: function( elem, type ) {
+		var key = type + "queueHooks";
+		return dataPriv.get( elem, key ) || dataPriv.access( elem, key, {
+			empty: jQuery.Callbacks( "once memory" ).add( function() {
+				dataPriv.remove( elem, [ type + "queue", key ] );
+			} )
+		} );
+	}
+} );
+
+jQuery.fn.extend( {
+	queue: function( type, data ) {
+		var setter = 2;
+
+		if ( typeof type !== "string" ) {
+			data = type;
+			type = "fx";
+			setter--;
+		}
+
+		if ( arguments.length < setter ) {
+			return jQuery.queue( this[ 0 ], type );
+		}
+
+		return data === undefined ?
+			this :
+			this.each( function() {
+				var queue = jQuery.queue( this, type, data );
+
+				// Ensure a hooks for this queue
+				jQuery._queueHooks( this, type );
+
+				if ( type === "fx" && queue[ 0 ] !== "inprogress" ) {
+					jQuery.dequeue( this, type );
+				}
+			} );
+	},
+	dequeue: function( type ) {
+		return this.each( function() {
+			jQuery.dequeue( this, type );
+		} );
+	},
+	clearQueue: function( type ) {
+		return this.queue( type || "fx", [] );
+	},
+
+	// Get a promise resolved when queues of a certain type
+	// are emptied (fx is the type by default)
+	promise: function( type, obj ) {
+		var tmp,
+			count = 1,
+			defer = jQuery.Deferred(),
+			elements = this,
+			i = this.length,
+			resolve = function() {
+				if ( !( --count ) ) {
+					defer.resolveWith( elements, [ elements ] );
+				}
+			};
+
+		if ( typeof type !== "string" ) {
+			obj = type;
+			type = undefined;
+		}
+		type = type || "fx";
+
+		while ( i-- ) {
+			tmp = dataPriv.get( elements[ i ], type + "queueHooks" );
+			if ( tmp && tmp.empty ) {
+				count++;
+				tmp.empty.add( resolve );
+			}
+		}
+		resolve();
+		return defer.promise( obj );
+	}
+} );
+var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source;
+
+var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" );
+
+
+var cssExpand = [ "Top", "Right", "Bottom", "Left" ];
+
+var documentElement = document.documentElement;
+
+
+
+	var isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem );
+		},
+		composed = { composed: true };
+
+	// Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only
+	// Check attachment across shadow DOM boundaries when possible (gh-3504)
+	// Support: iOS 10.0-10.2 only
+	// Early iOS 10 versions support `attachShadow` but not `getRootNode`,
+	// leading to errors. We need to check for `getRootNode`.
+	if ( documentElement.getRootNode ) {
+		isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem ) ||
+				elem.getRootNode( composed ) === elem.ownerDocument;
+		};
+	}
+var isHiddenWithinTree = function( elem, el ) {
+
+		// isHiddenWithinTree might be called from jQuery#filter function;
+		// in that case, element will be second argument
+		elem = el || elem;
+
+		// Inline style trumps all
+		return elem.style.display === "none" ||
+			elem.style.display === "" &&
+
+			// Otherwise, check computed style
+			// Support: Firefox <=43 - 45
+			// Disconnected elements can have computed display: none, so first confirm that elem is
+			// in the document.
+			isAttached( elem ) &&
+
+			jQuery.css( elem, "display" ) === "none";
+	};
+
+
+
+function adjustCSS( elem, prop, valueParts, tween ) {
+	var adjusted, scale,
+		maxIterations = 20,
+		currentValue = tween ?
+			function() {
+				return tween.cur();
+			} :
+			function() {
+				return jQuery.css( elem, prop, "" );
+			},
+		initial = currentValue(),
+		unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ),
+
+		// Starting value computation is required for potential unit mismatches
+		initialInUnit = elem.nodeType &&
+			( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) &&
+			rcssNum.exec( jQuery.css( elem, prop ) );
+
+	if ( initialInUnit && initialInUnit[ 3 ] !== unit ) {
+
+		// Support: Firefox <=54
+		// Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144)
+		initial = initial / 2;
+
+		// Trust units reported by jQuery.css
+		unit = unit || initialInUnit[ 3 ];
+
+		// Iteratively approximate from a nonzero starting point
+		initialInUnit = +initial || 1;
+
+		while ( maxIterations-- ) {
+
+			// Evaluate and update our best guess (doubling guesses that zero out).
+			// Finish if the scale equals or crosses 1 (making the old*new product non-positive).
+			jQuery.style( elem, prop, initialInUnit + unit );
+			if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) {
+				maxIterations = 0;
+			}
+			initialInUnit = initialInUnit / scale;
+
+		}
+
+		initialInUnit = initialInUnit * 2;
+		jQuery.style( elem, prop, initialInUnit + unit );
+
+		// Make sure we update the tween properties later on
+		valueParts = valueParts || [];
+	}
+
+	if ( valueParts ) {
+		initialInUnit = +initialInUnit || +initial || 0;
+
+		// Apply relative offset (+=/-=) if specified
+		adjusted = valueParts[ 1 ] ?
+			initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] :
+			+valueParts[ 2 ];
+		if ( tween ) {
+			tween.unit = unit;
+			tween.start = initialInUnit;
+			tween.end = adjusted;
+		}
+	}
+	return adjusted;
+}
+
+
+var defaultDisplayMap = {};
+
+function getDefaultDisplay( elem ) {
+	var temp,
+		doc = elem.ownerDocument,
+		nodeName = elem.nodeName,
+		display = defaultDisplayMap[ nodeName ];
+
+	if ( display ) {
+		return display;
+	}
+
+	temp = doc.body.appendChild( doc.createElement( nodeName ) );
+	display = jQuery.css( temp, "display" );
+
+	temp.parentNode.removeChild( temp );
+
+	if ( display === "none" ) {
+		display = "block";
+	}
+	defaultDisplayMap[ nodeName ] = display;
+
+	return display;
+}
+
+function showHide( elements, show ) {
+	var display, elem,
+		values = [],
+		index = 0,
+		length = elements.length;
+
+	// Determine new display value for elements that need to change
+	for ( ; index < length; index++ ) {
+		elem = elements[ index ];
+		if ( !elem.style ) {
+			continue;
+		}
+
+		display = elem.style.display;
+		if ( show ) {
+
+			// Since we force visibility upon cascade-hidden elements, an immediate (and slow)
+			// check is required in this first loop unless we have a nonempty display value (either
+			// inline or about-to-be-restored)
+			if ( display === "none" ) {
+				values[ index ] = dataPriv.get( elem, "display" ) || null;
+				if ( !values[ index ] ) {
+					elem.style.display = "";
+				}
+			}
+			if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) {
+				values[ index ] = getDefaultDisplay( elem );
+			}
+		} else {
+			if ( display !== "none" ) {
+				values[ index ] = "none";
+
+				// Remember what we're overwriting
+				dataPriv.set( elem, "display", display );
+			}
+		}
+	}
+
+	// Set the display of the elements in a second loop to avoid constant reflow
+	for ( index = 0; index < length; index++ ) {
+		if ( values[ index ] != null ) {
+			elements[ index ].style.display = values[ index ];
+		}
+	}
+
+	return elements;
+}
+
+jQuery.fn.extend( {
+	show: function() {
+		return showHide( this, true );
+	},
+	hide: function() {
+		return showHide( this );
+	},
+	toggle: function( state ) {
+		if ( typeof state === "boolean" ) {
+			return state ? this.show() : this.hide();
+		}
+
+		return this.each( function() {
+			if ( isHiddenWithinTree( this ) ) {
+				jQuery( this ).show();
+			} else {
+				jQuery( this ).hide();
+			}
+		} );
+	}
+} );
+var rcheckableType = ( /^(?:checkbox|radio)$/i );
+
+var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i );
+
+var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i );
+
+
+
+( function() {
+	var fragment = document.createDocumentFragment(),
+		div = fragment.appendChild( document.createElement( "div" ) ),
+		input = document.createElement( "input" );
+
+	// Support: Android 4.0 - 4.3 only
+	// Check state lost if the name is set (#11217)
+	// Support: Windows Web Apps (WWA)
+	// `name` and `type` must use .setAttribute for WWA (#14901)
+	input.setAttribute( "type", "radio" );
+	input.setAttribute( "checked", "checked" );
+	input.setAttribute( "name", "t" );
+
+	div.appendChild( input );
+
+	// Support: Android <=4.1 only
+	// Older WebKit doesn't clone checked state correctly in fragments
+	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
+
+	// Support: IE <=11 only
+	// Make sure textarea (and checkbox) defaultValue is properly cloned
+	div.innerHTML = "<textarea>x</textarea>";
+	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
+
+	// Support: IE <=9 only
+	// IE <=9 replaces <option> tags with their contents when inserted outside of
+	// the select element.
+	div.innerHTML = "<option></option>";
+	support.option = !!div.lastChild;
+} )();
+
+
+// We have to close these tags to support XHTML (#13200)
+var wrapMap = {
+
+	// XHTML parsers do not magically insert elements in the
+	// same way that tag soup parsers do. So we cannot shorten
+	// this by omitting <tbody> or other required elements.
+	thead: [ 1, "<table>", "</table>" ],
+	col: [ 2, "<table><colgroup>", "</colgroup></table>" ],
+	tr: [ 2, "<table><tbody>", "</tbody></table>" ],
+	td: [ 3, "<table><tbody><tr>", "</tr></tbody></table>" ],
+
+	_default: [ 0, "", "" ]
+};
+
+wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
+wrapMap.th = wrapMap.td;
+
+// Support: IE <=9 only
+if ( !support.option ) {
+	wrapMap.optgroup = wrapMap.option = [ 1, "<select multiple='multiple'>", "</select>" ];
+}
+
+
+function getAll( context, tag ) {
+
+	// Support: IE <=9 - 11 only
+	// Use typeof to avoid zero-argument method invocation on host objects (#15151)
+	var ret;
+
+	if ( typeof context.getElementsByTagName !== "undefined" ) {
+		ret = context.getElementsByTagName( tag || "*" );
+
+	} else if ( typeof context.querySelectorAll !== "undefined" ) {
+		ret = context.querySelectorAll( tag || "*" );
+
+	} else {
+		ret = [];
+	}
+
+	if ( tag === undefined || tag && nodeName( context, tag ) ) {
+		return jQuery.merge( [ context ], ret );
+	}
+
+	return ret;
+}
+
+
+// Mark scripts as having already been evaluated
+function setGlobalEval( elems, refElements ) {
+	var i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		dataPriv.set(
+			elems[ i ],
+			"globalEval",
+			!refElements || dataPriv.get( refElements[ i ], "globalEval" )
+		);
+	}
+}
+
+
+var rhtml = /<|&#?\w+;/;
+
+function buildFragment( elems, context, scripts, selection, ignored ) {
+	var elem, tmp, tag, wrap, attached, j,
+		fragment = context.createDocumentFragment(),
+		nodes = [],
+		i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		elem = elems[ i ];
+
+		if ( elem || elem === 0 ) {
+
+			// Add nodes directly
+			if ( toType( elem ) === "object" ) {
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem );
+
+			// Convert non-html into a text node
+			} else if ( !rhtml.test( elem ) ) {
+				nodes.push( context.createTextNode( elem ) );
+
+			// Convert html into DOM nodes
+			} else {
+				tmp = tmp || fragment.appendChild( context.createElement( "div" ) );
+
+				// Deserialize a standard representation
+				tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase();
+				wrap = wrapMap[ tag ] || wrapMap._default;
+				tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ];
+
+				// Descend through wrappers to the right content
+				j = wrap[ 0 ];
+				while ( j-- ) {
+					tmp = tmp.lastChild;
+				}
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, tmp.childNodes );
+
+				// Remember the top-level container
+				tmp = fragment.firstChild;
+
+				// Ensure the created nodes are orphaned (#12392)
+				tmp.textContent = "";
+			}
+		}
+	}
+
+	// Remove wrapper from fragment
+	fragment.textContent = "";
+
+	i = 0;
+	while ( ( elem = nodes[ i++ ] ) ) {
+
+		// Skip elements already in the context collection (trac-4087)
+		if ( selection && jQuery.inArray( elem, selection ) > -1 ) {
+			if ( ignored ) {
+				ignored.push( elem );
+			}
+			continue;
+		}
+
+		attached = isAttached( elem );
+
+		// Append to fragment
+		tmp = getAll( fragment.appendChild( elem ), "script" );
+
+		// Preserve script evaluation history
+		if ( attached ) {
+			setGlobalEval( tmp );
+		}
+
+		// Capture executables
+		if ( scripts ) {
+			j = 0;
+			while ( ( elem = tmp[ j++ ] ) ) {
+				if ( rscriptType.test( elem.type || "" ) ) {
+					scripts.push( elem );
+				}
+			}
+		}
+	}
+
+	return fragment;
+}
+
+
+var
+	rkeyEvent = /^key/,
+	rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/,
+	rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
+
+function returnTrue() {
+	return true;
+}
+
+function returnFalse() {
+	return false;
+}
+
+// Support: IE <=9 - 11+
+// focus() and blur() are asynchronous, except when they are no-op.
+// So expect focus to be synchronous when the element is already active,
+// and blur to be synchronous when the element is not already active.
+// (focus and blur are always synchronous in other supported browsers,
+// this just defines when we can count on it).
+function expectSync( elem, type ) {
+	return ( elem === safeActiveElement() ) === ( type === "focus" );
+}
+
+// Support: IE <=9 only
+// Accessing document.activeElement can throw unexpectedly
+// https://bugs.jquery.com/ticket/13393
+function safeActiveElement() {
+	try {
+		return document.activeElement;
+	} catch ( err ) { }
+}
+
+function on( elem, types, selector, data, fn, one ) {
+	var origFn, type;
+
+	// Types can be a map of types/handlers
+	if ( typeof types === "object" ) {
+
+		// ( types-Object, selector, data )
+		if ( typeof selector !== "string" ) {
+
+			// ( types-Object, data )
+			data = data || selector;
+			selector = undefined;
+		}
+		for ( type in types ) {
+			on( elem, type, selector, data, types[ type ], one );
+		}
+		return elem;
+	}
+
+	if ( data == null && fn == null ) {
+
+		// ( types, fn )
+		fn = selector;
+		data = selector = undefined;
+	} else if ( fn == null ) {
+		if ( typeof selector === "string" ) {
+
+			// ( types, selector, fn )
+			fn = data;
+			data = undefined;
+		} else {
+
+			// ( types, data, fn )
+			fn = data;
+			data = selector;
+			selector = undefined;
+		}
+	}
+	if ( fn === false ) {
+		fn = returnFalse;
+	} else if ( !fn ) {
+		return elem;
+	}
+
+	if ( one === 1 ) {
+		origFn = fn;
+		fn = function( event ) {
+
+			// Can use an empty set, since event contains the info
+			jQuery().off( event );
+			return origFn.apply( this, arguments );
+		};
+
+		// Use same guid so caller can remove using origFn
+		fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ );
+	}
+	return elem.each( function() {
+		jQuery.event.add( this, types, fn, data, selector );
+	} );
+}
+
+/*
+ * Helper functions for managing events -- not part of the public interface.
+ * Props to Dean Edwards' addEvent library for many of the ideas.
+ */
+jQuery.event = {
+
+	global: {},
+
+	add: function( elem, types, handler, data, selector ) {
+
+		var handleObjIn, eventHandle, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.get( elem );
+
+		// Only attach events to objects that accept data
+		if ( !acceptData( elem ) ) {
+			return;
+		}
+
+		// Caller can pass in an object of custom data in lieu of the handler
+		if ( handler.handler ) {
+			handleObjIn = handler;
+			handler = handleObjIn.handler;
+			selector = handleObjIn.selector;
+		}
+
+		// Ensure that invalid selectors throw exceptions at attach time
+		// Evaluate against documentElement in case elem is a non-element node (e.g., document)
+		if ( selector ) {
+			jQuery.find.matchesSelector( documentElement, selector );
+		}
+
+		// Make sure that the handler has a unique ID, used to find/remove it later
+		if ( !handler.guid ) {
+			handler.guid = jQuery.guid++;
+		}
+
+		// Init the element's event structure and main handler, if this is the first
+		if ( !( events = elemData.events ) ) {
+			events = elemData.events = Object.create( null );
+		}
+		if ( !( eventHandle = elemData.handle ) ) {
+			eventHandle = elemData.handle = function( e ) {
+
+				// Discard the second event of a jQuery.event.trigger() and
+				// when an event is called after a page has unloaded
+				return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ?
+					jQuery.event.dispatch.apply( elem, arguments ) : undefined;
+			};
+		}
+
+		// Handle multiple events separated by a space
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// There *must* be a type, no attaching namespace-only handlers
+			if ( !type ) {
+				continue;
+			}
+
+			// If event changes its type, use the special event handlers for the changed type
+			special = jQuery.event.special[ type ] || {};
+
+			// If selector defined, determine special event api type, otherwise given type
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+
+			// Update special based on newly reset type
+			special = jQuery.event.special[ type ] || {};
+
+			// handleObj is passed to all event handlers
+			handleObj = jQuery.extend( {
+				type: type,
+				origType: origType,
+				data: data,
+				handler: handler,
+				guid: handler.guid,
+				selector: selector,
+				needsContext: selector && jQuery.expr.match.needsContext.test( selector ),
+				namespace: namespaces.join( "." )
+			}, handleObjIn );
+
+			// Init the event handler queue if we're the first
+			if ( !( handlers = events[ type ] ) ) {
+				handlers = events[ type ] = [];
+				handlers.delegateCount = 0;
+
+				// Only use addEventListener if the special events handler returns false
+				if ( !special.setup ||
+					special.setup.call( elem, data, namespaces, eventHandle ) === false ) {
+
+					if ( elem.addEventListener ) {
+						elem.addEventListener( type, eventHandle );
+					}
+				}
+			}
+
+			if ( special.add ) {
+				special.add.call( elem, handleObj );
+
+				if ( !handleObj.handler.guid ) {
+					handleObj.handler.guid = handler.guid;
+				}
+			}
+
+			// Add to the element's handler list, delegates in front
+			if ( selector ) {
+				handlers.splice( handlers.delegateCount++, 0, handleObj );
+			} else {
+				handlers.push( handleObj );
+			}
+
+			// Keep track of which events have ever been used, for event optimization
+			jQuery.event.global[ type ] = true;
+		}
+
+	},
+
+	// Detach an event or set of events from an element
+	remove: function( elem, types, handler, selector, mappedTypes ) {
+
+		var j, origCount, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.hasData( elem ) && dataPriv.get( elem );
+
+		if ( !elemData || !( events = elemData.events ) ) {
+			return;
+		}
+
+		// Once for each type.namespace in types; type may be omitted
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// Unbind all events (on this namespace, if provided) for the element
+			if ( !type ) {
+				for ( type in events ) {
+					jQuery.event.remove( elem, type + types[ t ], handler, selector, true );
+				}
+				continue;
+			}
+
+			special = jQuery.event.special[ type ] || {};
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+			handlers = events[ type ] || [];
+			tmp = tmp[ 2 ] &&
+				new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" );
+
+			// Remove matching events
+			origCount = j = handlers.length;
+			while ( j-- ) {
+				handleObj = handlers[ j ];
+
+				if ( ( mappedTypes || origType === handleObj.origType ) &&
+					( !handler || handler.guid === handleObj.guid ) &&
+					( !tmp || tmp.test( handleObj.namespace ) ) &&
+					( !selector || selector === handleObj.selector ||
+						selector === "**" && handleObj.selector ) ) {
+					handlers.splice( j, 1 );
+
+					if ( handleObj.selector ) {
+						handlers.delegateCount--;
+					}
+					if ( special.remove ) {
+						special.remove.call( elem, handleObj );
+					}
+				}
+			}
+
+			// Remove generic event handler if we removed something and no more handlers exist
+			// (avoids potential for endless recursion during removal of special event handlers)
+			if ( origCount && !handlers.length ) {
+				if ( !special.teardown ||
+					special.teardown.call( elem, namespaces, elemData.handle ) === false ) {
+
+					jQuery.removeEvent( elem, type, elemData.handle );
+				}
+
+				delete events[ type ];
+			}
+		}
+
+		// Remove data and the expando if it's no longer used
+		if ( jQuery.isEmptyObject( events ) ) {
+			dataPriv.remove( elem, "handle events" );
+		}
+	},
+
+	dispatch: function( nativeEvent ) {
+
+		var i, j, ret, matched, handleObj, handlerQueue,
+			args = new Array( arguments.length ),
+
+			// Make a writable jQuery.Event from the native event object
+			event = jQuery.event.fix( nativeEvent ),
+
+			handlers = (
+					dataPriv.get( this, "events" ) || Object.create( null )
+				)[ event.type ] || [],
+			special = jQuery.event.special[ event.type ] || {};
+
+		// Use the fix-ed jQuery.Event rather than the (read-only) native event
+		args[ 0 ] = event;
+
+		for ( i = 1; i < arguments.length; i++ ) {
+			args[ i ] = arguments[ i ];
+		}
+
+		event.delegateTarget = this;
+
+		// Call the preDispatch hook for the mapped type, and let it bail if desired
+		if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) {
+			return;
+		}
+
+		// Determine handlers
+		handlerQueue = jQuery.event.handlers.call( this, event, handlers );
+
+		// Run delegates first; they may want to stop propagation beneath us
+		i = 0;
+		while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) {
+			event.currentTarget = matched.elem;
+
+			j = 0;
+			while ( ( handleObj = matched.handlers[ j++ ] ) &&
+				!event.isImmediatePropagationStopped() ) {
+
+				// If the event is namespaced, then each handler is only invoked if it is
+				// specially universal or its namespaces are a superset of the event's.
+				if ( !event.rnamespace || handleObj.namespace === false ||
+					event.rnamespace.test( handleObj.namespace ) ) {
+
+					event.handleObj = handleObj;
+					event.data = handleObj.data;
+
+					ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle ||
+						handleObj.handler ).apply( matched.elem, args );
+
+					if ( ret !== undefined ) {
+						if ( ( event.result = ret ) === false ) {
+							event.preventDefault();
+							event.stopPropagation();
+						}
+					}
+				}
+			}
+		}
+
+		// Call the postDispatch hook for the mapped type
+		if ( special.postDispatch ) {
+			special.postDispatch.call( this, event );
+		}
+
+		return event.result;
+	},
+
+	handlers: function( event, handlers ) {
+		var i, handleObj, sel, matchedHandlers, matchedSelectors,
+			handlerQueue = [],
+			delegateCount = handlers.delegateCount,
+			cur = event.target;
+
+		// Find delegate handlers
+		if ( delegateCount &&
+
+			// Support: IE <=9
+			// Black-hole SVG <use> instance trees (trac-13180)
+			cur.nodeType &&
+
+			// Support: Firefox <=42
+			// Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861)
+			// https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click
+			// Support: IE 11 only
+			// ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343)
+			!( event.type === "click" && event.button >= 1 ) ) {
+
+			for ( ; cur !== this; cur = cur.parentNode || this ) {
+
+				// Don't check non-elements (#13208)
+				// Don't process clicks on disabled elements (#6911, #8165, #11382, #11764)
+				if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) {
+					matchedHandlers = [];
+					matchedSelectors = {};
+					for ( i = 0; i < delegateCount; i++ ) {
+						handleObj = handlers[ i ];
+
+						// Don't conflict with Object.prototype properties (#13203)
+						sel = handleObj.selector + " ";
+
+						if ( matchedSelectors[ sel ] === undefined ) {
+							matchedSelectors[ sel ] = handleObj.needsContext ?
+								jQuery( sel, this ).index( cur ) > -1 :
+								jQuery.find( sel, this, null, [ cur ] ).length;
+						}
+						if ( matchedSelectors[ sel ] ) {
+							matchedHandlers.push( handleObj );
+						}
+					}
+					if ( matchedHandlers.length ) {
+						handlerQueue.push( { elem: cur, handlers: matchedHandlers } );
+					}
+				}
+			}
+		}
+
+		// Add the remaining (directly-bound) handlers
+		cur = this;
+		if ( delegateCount < handlers.length ) {
+			handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } );
+		}
+
+		return handlerQueue;
+	},
+
+	addProp: function( name, hook ) {
+		Object.defineProperty( jQuery.Event.prototype, name, {
+			enumerable: true,
+			configurable: true,
+
+			get: isFunction( hook ) ?
+				function() {
+					if ( this.originalEvent ) {
+							return hook( this.originalEvent );
+					}
+				} :
+				function() {
+					if ( this.originalEvent ) {
+							return this.originalEvent[ name ];
+					}
+				},
+
+			set: function( value ) {
+				Object.defineProperty( this, name, {
+					enumerable: true,
+					configurable: true,
+					writable: true,
+					value: value
+				} );
+			}
+		} );
+	},
+
+	fix: function( originalEvent ) {
+		return originalEvent[ jQuery.expando ] ?
+			originalEvent :
+			new jQuery.Event( originalEvent );
+	},
+
+	special: {
+		load: {
+
+			// Prevent triggered image.load events from bubbling to window.load
+			noBubble: true
+		},
+		click: {
+
+			// Utilize native event to ensure correct state for checkable inputs
+			setup: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Claim the first handler
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					// dataPriv.set( el, "click", ... )
+					leverageNative( el, "click", returnTrue );
+				}
+
+				// Return false to allow normal processing in the caller
+				return false;
+			},
+			trigger: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Force setup before triggering a click
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					leverageNative( el, "click" );
+				}
+
+				// Return non-false to allow normal event-path propagation
+				return true;
+			},
+
+			// For cross-browser consistency, suppress native .click() on links
+			// Also prevent it if we're currently inside a leveraged native-event stack
+			_default: function( event ) {
+				var target = event.target;
+				return rcheckableType.test( target.type ) &&
+					target.click && nodeName( target, "input" ) &&
+					dataPriv.get( target, "click" ) ||
+					nodeName( target, "a" );
+			}
+		},
+
+		beforeunload: {
+			postDispatch: function( event ) {
+
+				// Support: Firefox 20+
+				// Firefox doesn't alert if the returnValue field is not set.
+				if ( event.result !== undefined && event.originalEvent ) {
+					event.originalEvent.returnValue = event.result;
+				}
+			}
+		}
+	}
+};
+
+// Ensure the presence of an event listener that handles manually-triggered
+// synthetic events by interrupting progress until reinvoked in response to
+// *native* events that it fires directly, ensuring that state changes have
+// already occurred before other listeners are invoked.
+function leverageNative( el, type, expectSync ) {
+
+	// Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add
+	if ( !expectSync ) {
+		if ( dataPriv.get( el, type ) === undefined ) {
+			jQuery.event.add( el, type, returnTrue );
+		}
+		return;
+	}
+
+	// Register the controller as a special universal handler for all event namespaces
+	dataPriv.set( el, type, false );
+	jQuery.event.add( el, type, {
+		namespace: false,
+		handler: function( event ) {
+			var notAsync, result,
+				saved = dataPriv.get( this, type );
+
+			if ( ( event.isTrigger & 1 ) && this[ type ] ) {
+
+				// Interrupt processing of the outer synthetic .trigger()ed event
+				// Saved data should be false in such cases, but might be a leftover capture object
+				// from an async native handler (gh-4350)
+				if ( !saved.length ) {
+
+					// Store arguments for use when handling the inner native event
+					// There will always be at least one argument (an event object), so this array
+					// will not be confused with a leftover capture object.
+					saved = slice.call( arguments );
+					dataPriv.set( this, type, saved );
+
+					// Trigger the native event and capture its result
+					// Support: IE <=9 - 11+
+					// focus() and blur() are asynchronous
+					notAsync = expectSync( this, type );
+					this[ type ]();
+					result = dataPriv.get( this, type );
+					if ( saved !== result || notAsync ) {
+						dataPriv.set( this, type, false );
+					} else {
+						result = {};
+					}
+					if ( saved !== result ) {
+
+						// Cancel the outer synthetic event
+						event.stopImmediatePropagation();
+						event.preventDefault();
+						return result.value;
+					}
+
+				// If this is an inner synthetic event for an event with a bubbling surrogate
+				// (focus or blur), assume that the surrogate already propagated from triggering the
+				// native event and prevent that from happening again here.
+				// This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the
+				// bubbling surrogate propagates *after* the non-bubbling base), but that seems
+				// less bad than duplication.
+				} else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) {
+					event.stopPropagation();
+				}
+
+			// If this is a native event triggered above, everything is now in order
+			// Fire an inner synthetic event with the original arguments
+			} else if ( saved.length ) {
+
+				// ...and capture the result
+				dataPriv.set( this, type, {
+					value: jQuery.event.trigger(
+
+						// Support: IE <=9 - 11+
+						// Extend with the prototype to reset the above stopImmediatePropagation()
+						jQuery.extend( saved[ 0 ], jQuery.Event.prototype ),
+						saved.slice( 1 ),
+						this
+					)
+				} );
+
+				// Abort handling of the native event
+				event.stopImmediatePropagation();
+			}
+		}
+	} );
+}
+
+jQuery.removeEvent = function( elem, type, handle ) {
+
+	// This "if" is needed for plain objects
+	if ( elem.removeEventListener ) {
+		elem.removeEventListener( type, handle );
+	}
+};
+
+jQuery.Event = function( src, props ) {
+
+	// Allow instantiation without the 'new' keyword
+	if ( !( this instanceof jQuery.Event ) ) {
+		return new jQuery.Event( src, props );
+	}
+
+	// Event object
+	if ( src && src.type ) {
+		this.originalEvent = src;
+		this.type = src.type;
+
+		// Events bubbling up the document may have been marked as prevented
+		// by a handler lower down the tree; reflect the correct value.
+		this.isDefaultPrevented = src.defaultPrevented ||
+				src.defaultPrevented === undefined &&
+
+				// Support: Android <=2.3 only
+				src.returnValue === false ?
+			returnTrue :
+			returnFalse;
+
+		// Create target properties
+		// Support: Safari <=6 - 7 only
+		// Target should not be a text node (#504, #13143)
+		this.target = ( src.target && src.target.nodeType === 3 ) ?
+			src.target.parentNode :
+			src.target;
+
+		this.currentTarget = src.currentTarget;
+		this.relatedTarget = src.relatedTarget;
+
+	// Event type
+	} else {
+		this.type = src;
+	}
+
+	// Put explicitly provided properties onto the event object
+	if ( props ) {
+		jQuery.extend( this, props );
+	}
+
+	// Create a timestamp if incoming event doesn't have one
+	this.timeStamp = src && src.timeStamp || Date.now();
+
+	// Mark it as fixed
+	this[ jQuery.expando ] = true;
+};
+
+// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding
+// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html
+jQuery.Event.prototype = {
+	constructor: jQuery.Event,
+	isDefaultPrevented: returnFalse,
+	isPropagationStopped: returnFalse,
+	isImmediatePropagationStopped: returnFalse,
+	isSimulated: false,
+
+	preventDefault: function() {
+		var e = this.originalEvent;
+
+		this.isDefaultPrevented = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.preventDefault();
+		}
+	},
+	stopPropagation: function() {
+		var e = this.originalEvent;
+
+		this.isPropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopPropagation();
+		}
+	},
+	stopImmediatePropagation: function() {
+		var e = this.originalEvent;
+
+		this.isImmediatePropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopImmediatePropagation();
+		}
+
+		this.stopPropagation();
+	}
+};
+
+// Includes all common event props including KeyEvent and MouseEvent specific props
+jQuery.each( {
+	altKey: true,
+	bubbles: true,
+	cancelable: true,
+	changedTouches: true,
+	ctrlKey: true,
+	detail: true,
+	eventPhase: true,
+	metaKey: true,
+	pageX: true,
+	pageY: true,
+	shiftKey: true,
+	view: true,
+	"char": true,
+	code: true,
+	charCode: true,
+	key: true,
+	keyCode: true,
+	button: true,
+	buttons: true,
+	clientX: true,
+	clientY: true,
+	offsetX: true,
+	offsetY: true,
+	pointerId: true,
+	pointerType: true,
+	screenX: true,
+	screenY: true,
+	targetTouches: true,
+	toElement: true,
+	touches: true,
+
+	which: function( event ) {
+		var button = event.button;
+
+		// Add which for key events
+		if ( event.which == null && rkeyEvent.test( event.type ) ) {
+			return event.charCode != null ? event.charCode : event.keyCode;
+		}
+
+		// Add which for click: 1 === left; 2 === middle; 3 === right
+		if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) {
+			if ( button & 1 ) {
+				return 1;
+			}
+
+			if ( button & 2 ) {
+				return 3;
+			}
+
+			if ( button & 4 ) {
+				return 2;
+			}
+
+			return 0;
+		}
+
+		return event.which;
+	}
+}, jQuery.event.addProp );
+
+jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) {
+	jQuery.event.special[ type ] = {
+
+		// Utilize native event if possible so blur/focus sequence is correct
+		setup: function() {
+
+			// Claim the first handler
+			// dataPriv.set( this, "focus", ... )
+			// dataPriv.set( this, "blur", ... )
+			leverageNative( this, type, expectSync );
+
+			// Return false to allow normal processing in the caller
+			return false;
+		},
+		trigger: function() {
+
+			// Force setup before trigger
+			leverageNative( this, type );
+
+			// Return non-false to allow normal event-path propagation
+			return true;
+		},
+
+		delegateType: delegateType
+	};
+} );
+
+// Create mouseenter/leave events using mouseover/out and event-time checks
+// so that event delegation works in jQuery.
+// Do the same for pointerenter/pointerleave and pointerover/pointerout
+//
+// Support: Safari 7 only
+// Safari sends mouseenter too often; see:
+// https://bugs.chromium.org/p/chromium/issues/detail?id=470258
+// for the description of the bug (it existed in older Chrome versions as well).
+jQuery.each( {
+	mouseenter: "mouseover",
+	mouseleave: "mouseout",
+	pointerenter: "pointerover",
+	pointerleave: "pointerout"
+}, function( orig, fix ) {
+	jQuery.event.special[ orig ] = {
+		delegateType: fix,
+		bindType: fix,
+
+		handle: function( event ) {
+			var ret,
+				target = this,
+				related = event.relatedTarget,
+				handleObj = event.handleObj;
+
+			// For mouseenter/leave call the handler if related is outside the target.
+			// NB: No relatedTarget if the mouse left/entered the browser window
+			if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) {
+				event.type = handleObj.origType;
+				ret = handleObj.handler.apply( this, arguments );
+				event.type = fix;
+			}
+			return ret;
+		}
+	};
+} );
+
+jQuery.fn.extend( {
+
+	on: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn );
+	},
+	one: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn, 1 );
+	},
+	off: function( types, selector, fn ) {
+		var handleObj, type;
+		if ( types && types.preventDefault && types.handleObj ) {
+
+			// ( event )  dispatched jQuery.Event
+			handleObj = types.handleObj;
+			jQuery( types.delegateTarget ).off(
+				handleObj.namespace ?
+					handleObj.origType + "." + handleObj.namespace :
+					handleObj.origType,
+				handleObj.selector,
+				handleObj.handler
+			);
+			return this;
+		}
+		if ( typeof types === "object" ) {
+
+			// ( types-object [, selector] )
+			for ( type in types ) {
+				this.off( type, selector, types[ type ] );
+			}
+			return this;
+		}
+		if ( selector === false || typeof selector === "function" ) {
+
+			// ( types [, fn] )
+			fn = selector;
+			selector = undefined;
+		}
+		if ( fn === false ) {
+			fn = returnFalse;
+		}
+		return this.each( function() {
+			jQuery.event.remove( this, types, fn, selector );
+		} );
+	}
+} );
+
+
+var
+
+	// Support: IE <=10 - 11, Edge 12 - 13 only
+	// In IE/Edge using regex groups here causes severe slowdowns.
+	// See https://connect.microsoft.com/IE/feedback/details/1736512/
+	rnoInnerhtml = /<script|<style|<link/i,
+
+	// checked="checked" or checked
+	rchecked = /checked\s*(?:[^=]|=\s*.checked.)/i,
+	rcleanScript = /^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g;
+
+// Prefer a tbody over its parent table for containing new rows
+function manipulationTarget( elem, content ) {
+	if ( nodeName( elem, "table" ) &&
+		nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) {
+
+		return jQuery( elem ).children( "tbody" )[ 0 ] || elem;
+	}
+
+	return elem;
+}
+
+// Replace/restore the type attribute of script elements for safe DOM manipulation
+function disableScript( elem ) {
+	elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type;
+	return elem;
+}
+function restoreScript( elem ) {
+	if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) {
+		elem.type = elem.type.slice( 5 );
+	} else {
+		elem.removeAttribute( "type" );
+	}
+
+	return elem;
+}
+
+function cloneCopyEvent( src, dest ) {
+	var i, l, type, pdataOld, udataOld, udataCur, events;
+
+	if ( dest.nodeType !== 1 ) {
+		return;
+	}
+
+	// 1. Copy private data: events, handlers, etc.
+	if ( dataPriv.hasData( src ) ) {
+		pdataOld = dataPriv.get( src );
+		events = pdataOld.events;
+
+		if ( events ) {
+			dataPriv.remove( dest, "handle events" );
+
+			for ( type in events ) {
+				for ( i = 0, l = events[ type ].length; i < l; i++ ) {
+					jQuery.event.add( dest, type, events[ type ][ i ] );
+				}
+			}
+		}
+	}
+
+	// 2. Copy user data
+	if ( dataUser.hasData( src ) ) {
+		udataOld = dataUser.access( src );
+		udataCur = jQuery.extend( {}, udataOld );
+
+		dataUser.set( dest, udataCur );
+	}
+}
+
+// Fix IE bugs, see support tests
+function fixInput( src, dest ) {
+	var nodeName = dest.nodeName.toLowerCase();
+
+	// Fails to persist the checked state of a cloned checkbox or radio button.
+	if ( nodeName === "input" && rcheckableType.test( src.type ) ) {
+		dest.checked = src.checked;
+
+	// Fails to return the selected option to the default selected state when cloning options
+	} else if ( nodeName === "input" || nodeName === "textarea" ) {
+		dest.defaultValue = src.defaultValue;
+	}
+}
+
+function domManip( collection, args, callback, ignored ) {
+
+	// Flatten any nested arrays
+	args = flat( args );
+
+	var fragment, first, scripts, hasScripts, node, doc,
+		i = 0,
+		l = collection.length,
+		iNoClone = l - 1,
+		value = args[ 0 ],
+		valueIsFunction = isFunction( value );
+
+	// We can't cloneNode fragments that contain checked, in WebKit
+	if ( valueIsFunction ||
+			( l > 1 && typeof value === "string" &&
+				!support.checkClone && rchecked.test( value ) ) ) {
+		return collection.each( function( index ) {
+			var self = collection.eq( index );
+			if ( valueIsFunction ) {
+				args[ 0 ] = value.call( this, index, self.html() );
+			}
+			domManip( self, args, callback, ignored );
+		} );
+	}
+
+	if ( l ) {
+		fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored );
+		first = fragment.firstChild;
+
+		if ( fragment.childNodes.length === 1 ) {
+			fragment = first;
+		}
+
+		// Require either new content or an interest in ignored elements to invoke the callback
+		if ( first || ignored ) {
+			scripts = jQuery.map( getAll( fragment, "script" ), disableScript );
+			hasScripts = scripts.length;
+
+			// Use the original fragment for the last item
+			// instead of the first because it can end up
+			// being emptied incorrectly in certain situations (#8070).
+			for ( ; i < l; i++ ) {
+				node = fragment;
+
+				if ( i !== iNoClone ) {
+					node = jQuery.clone( node, true, true );
+
+					// Keep references to cloned scripts for later restoration
+					if ( hasScripts ) {
+
+						// Support: Android <=4.0 only, PhantomJS 1 only
+						// push.apply(_, arraylike) throws on ancient WebKit
+						jQuery.merge( scripts, getAll( node, "script" ) );
+					}
+				}
+
+				callback.call( collection[ i ], node, i );
+			}
+
+			if ( hasScripts ) {
+				doc = scripts[ scripts.length - 1 ].ownerDocument;
+
+				// Reenable scripts
+				jQuery.map( scripts, restoreScript );
+
+				// Evaluate executable scripts on first document insertion
+				for ( i = 0; i < hasScripts; i++ ) {
+					node = scripts[ i ];
+					if ( rscriptType.test( node.type || "" ) &&
+						!dataPriv.access( node, "globalEval" ) &&
+						jQuery.contains( doc, node ) ) {
+
+						if ( node.src && ( node.type || "" ).toLowerCase()  !== "module" ) {
+
+							// Optional AJAX dependency, but won't run scripts if not present
+							if ( jQuery._evalUrl && !node.noModule ) {
+								jQuery._evalUrl( node.src, {
+									nonce: node.nonce || node.getAttribute( "nonce" )
+								}, doc );
+							}
+						} else {
+							DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc );
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return collection;
+}
+
+function remove( elem, selector, keepData ) {
+	var node,
+		nodes = selector ? jQuery.filter( selector, elem ) : elem,
+		i = 0;
+
+	for ( ; ( node = nodes[ i ] ) != null; i++ ) {
+		if ( !keepData && node.nodeType === 1 ) {
+			jQuery.cleanData( getAll( node ) );
+		}
+
+		if ( node.parentNode ) {
+			if ( keepData && isAttached( node ) ) {
+				setGlobalEval( getAll( node, "script" ) );
+			}
+			node.parentNode.removeChild( node );
+		}
+	}
+
+	return elem;
+}
+
+jQuery.extend( {
+	htmlPrefilter: function( html ) {
+		return html;
+	},
+
+	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
+		var i, l, srcElements, destElements,
+			clone = elem.cloneNode( true ),
+			inPage = isAttached( elem );
+
+		// Fix IE cloning issues
+		if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) &&
+				!jQuery.isXMLDoc( elem ) ) {
+
+			// We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2
+			destElements = getAll( clone );
+			srcElements = getAll( elem );
+
+			for ( i = 0, l = srcElements.length; i < l; i++ ) {
+				fixInput( srcElements[ i ], destElements[ i ] );
+			}
+		}
+
+		// Copy the events from the original to the clone
+		if ( dataAndEvents ) {
+			if ( deepDataAndEvents ) {
+				srcElements = srcElements || getAll( elem );
+				destElements = destElements || getAll( clone );
+
+				for ( i = 0, l = srcElements.length; i < l; i++ ) {
+					cloneCopyEvent( srcElements[ i ], destElements[ i ] );
+				}
+			} else {
+				cloneCopyEvent( elem, clone );
+			}
+		}
+
+		// Preserve script evaluation history
+		destElements = getAll( clone, "script" );
+		if ( destElements.length > 0 ) {
+			setGlobalEval( destElements, !inPage && getAll( elem, "script" ) );
+		}
+
+		// Return the cloned set
+		return clone;
+	},
+
+	cleanData: function( elems ) {
+		var data, elem, type,
+			special = jQuery.event.special,
+			i = 0;
+
+		for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) {
+			if ( acceptData( elem ) ) {
+				if ( ( data = elem[ dataPriv.expando ] ) ) {
+					if ( data.events ) {
+						for ( type in data.events ) {
+							if ( special[ type ] ) {
+								jQuery.event.remove( elem, type );
+
+							// This is a shortcut to avoid jQuery.event.remove's overhead
+							} else {
+								jQuery.removeEvent( elem, type, data.handle );
+							}
+						}
+					}
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataPriv.expando ] = undefined;
+				}
+				if ( elem[ dataUser.expando ] ) {
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataUser.expando ] = undefined;
+				}
+			}
+		}
+	}
+} );
+
+jQuery.fn.extend( {
+	detach: function( selector ) {
+		return remove( this, selector, true );
+	},
+
+	remove: function( selector ) {
+		return remove( this, selector );
+	},
+
+	text: function( value ) {
+		return access( this, function( value ) {
+			return value === undefined ?
+				jQuery.text( this ) :
+				this.empty().each( function() {
+					if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+						this.textContent = value;
+					}
+				} );
+		}, null, value, arguments.length );
+	},
+
+	append: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.appendChild( elem );
+			}
+		} );
+	},
+
+	prepend: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.insertBefore( elem, target.firstChild );
+			}
+		} );
+	},
+
+	before: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this );
+			}
+		} );
+	},
+
+	after: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this.nextSibling );
+			}
+		} );
+	},
+
+	empty: function() {
+		var elem,
+			i = 0;
+
+		for ( ; ( elem = this[ i ] ) != null; i++ ) {
+			if ( elem.nodeType === 1 ) {
+
+				// Prevent memory leaks
+				jQuery.cleanData( getAll( elem, false ) );
+
+				// Remove any remaining nodes
+				elem.textContent = "";
+			}
+		}
+
+		return this;
+	},
+
+	clone: function( dataAndEvents, deepDataAndEvents ) {
+		dataAndEvents = dataAndEvents == null ? false : dataAndEvents;
+		deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents;
+
+		return this.map( function() {
+			return jQuery.clone( this, dataAndEvents, deepDataAndEvents );
+		} );
+	},
+
+	html: function( value ) {
+		return access( this, function( value ) {
+			var elem = this[ 0 ] || {},
+				i = 0,
+				l = this.length;
+
+			if ( value === undefined && elem.nodeType === 1 ) {
+				return elem.innerHTML;
+			}
+
+			// See if we can take a shortcut and just use innerHTML
+			if ( typeof value === "string" && !rnoInnerhtml.test( value ) &&
+				!wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) {
+
+				value = jQuery.htmlPrefilter( value );
+
+				try {
+					for ( ; i < l; i++ ) {
+						elem = this[ i ] || {};
+
+						// Remove element nodes and prevent memory leaks
+						if ( elem.nodeType === 1 ) {
+							jQuery.cleanData( getAll( elem, false ) );
+							elem.innerHTML = value;
+						}
+					}
+
+					elem = 0;
+
+				// If using innerHTML throws an exception, use the fallback method
+				} catch ( e ) {}
+			}
+
+			if ( elem ) {
+				this.empty().append( value );
+			}
+		}, null, value, arguments.length );
+	},
+
+	replaceWith: function() {
+		var ignored = [];
+
+		// Make the changes, replacing each non-ignored context element with the new content
+		return domManip( this, arguments, function( elem ) {
+			var parent = this.parentNode;
+
+			if ( jQuery.inArray( this, ignored ) < 0 ) {
+				jQuery.cleanData( getAll( this ) );
+				if ( parent ) {
+					parent.replaceChild( elem, this );
+				}
+			}
+
+		// Force callback invocation
+		}, ignored );
+	}
+} );
+
+jQuery.each( {
+	appendTo: "append",
+	prependTo: "prepend",
+	insertBefore: "before",
+	insertAfter: "after",
+	replaceAll: "replaceWith"
+}, function( name, original ) {
+	jQuery.fn[ name ] = function( selector ) {
+		var elems,
+			ret = [],
+			insert = jQuery( selector ),
+			last = insert.length - 1,
+			i = 0;
+
+		for ( ; i <= last; i++ ) {
+			elems = i === last ? this : this.clone( true );
+			jQuery( insert[ i ] )[ original ]( elems );
+
+			// Support: Android <=4.0 only, PhantomJS 1 only
+			// .get() because push.apply(_, arraylike) throws on ancient WebKit
+			push.apply( ret, elems.get() );
+		}
+
+		return this.pushStack( ret );
+	};
+} );
+var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" );
+
+var getStyles = function( elem ) {
+
+		// Support: IE <=11 only, Firefox <=30 (#15098, #14150)
+		// IE throws on elements created in popups
+		// FF meanwhile throws on frame elements through "defaultView.getComputedStyle"
+		var view = elem.ownerDocument.defaultView;
+
+		if ( !view || !view.opener ) {
+			view = window;
+		}
+
+		return view.getComputedStyle( elem );
+	};
+
+var swap = function( elem, options, callback ) {
+	var ret, name,
+		old = {};
+
+	// Remember the old values, and insert the new ones
+	for ( name in options ) {
+		old[ name ] = elem.style[ name ];
+		elem.style[ name ] = options[ name ];
+	}
+
+	ret = callback.call( elem );
+
+	// Revert the old values
+	for ( name in options ) {
+		elem.style[ name ] = old[ name ];
+	}
+
+	return ret;
+};
+
+
+var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
+
+
+
+( function() {
+
+	// Executing both pixelPosition & boxSizingReliable tests require only one layout
+	// so they're executed at the same time to save the second computation.
+	function computeStyleTests() {
+
+		// This is a singleton, we need to execute it only once
+		if ( !div ) {
+			return;
+		}
+
+		container.style.cssText = "position:absolute;left:-11111px;width:60px;" +
+			"margin-top:1px;padding:0;border:0";
+		div.style.cssText =
+			"position:relative;display:block;box-sizing:border-box;overflow:scroll;" +
+			"margin:auto;border:1px;padding:1px;" +
+			"width:60%;top:1%";
+		documentElement.appendChild( container ).appendChild( div );
+
+		var divStyle = window.getComputedStyle( div );
+		pixelPositionVal = divStyle.top !== "1%";
+
+		// Support: Android 4.0 - 4.3 only, Firefox <=3 - 44
+		reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12;
+
+		// Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3
+		// Some styles come back with percentage values, even though they shouldn't
+		div.style.right = "60%";
+		pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36;
+
+		// Support: IE 9 - 11 only
+		// Detect misreporting of content dimensions for box-sizing:border-box elements
+		boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36;
+
+		// Support: IE 9 only
+		// Detect overflow:scroll screwiness (gh-3699)
+		// Support: Chrome <=64
+		// Don't get tricked when zoom affects offsetWidth (gh-4029)
+		div.style.position = "absolute";
+		scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12;
+
+		documentElement.removeChild( container );
+
+		// Nullify the div so it wouldn't be stored in the memory and
+		// it will also be a sign that checks already performed
+		div = null;
+	}
+
+	function roundPixelMeasures( measure ) {
+		return Math.round( parseFloat( measure ) );
+	}
+
+	var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal,
+		reliableTrDimensionsVal, reliableMarginLeftVal,
+		container = document.createElement( "div" ),
+		div = document.createElement( "div" );
+
+	// Finish early in limited (non-browser) environments
+	if ( !div.style ) {
+		return;
+	}
+
+	// Support: IE <=9 - 11 only
+	// Style of cloned element affects source element cloned (#8908)
+	div.style.backgroundClip = "content-box";
+	div.cloneNode( true ).style.backgroundClip = "";
+	support.clearCloneStyle = div.style.backgroundClip === "content-box";
+
+	jQuery.extend( support, {
+		boxSizingReliable: function() {
+			computeStyleTests();
+			return boxSizingReliableVal;
+		},
+		pixelBoxStyles: function() {
+			computeStyleTests();
+			return pixelBoxStylesVal;
+		},
+		pixelPosition: function() {
+			computeStyleTests();
+			return pixelPositionVal;
+		},
+		reliableMarginLeft: function() {
+			computeStyleTests();
+			return reliableMarginLeftVal;
+		},
+		scrollboxSize: function() {
+			computeStyleTests();
+			return scrollboxSizeVal;
+		},
+
+		// Support: IE 9 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Behavior in IE 9 is more subtle than in newer versions & it passes
+		// some versions of this test; make sure not to make it pass there!
+		reliableTrDimensions: function() {
+			var table, tr, trChild, trStyle;
+			if ( reliableTrDimensionsVal == null ) {
+				table = document.createElement( "table" );
+				tr = document.createElement( "tr" );
+				trChild = document.createElement( "div" );
+
+				table.style.cssText = "position:absolute;left:-11111px";
+				tr.style.height = "1px";
+				trChild.style.height = "9px";
+
+				documentElement
+					.appendChild( table )
+					.appendChild( tr )
+					.appendChild( trChild );
+
+				trStyle = window.getComputedStyle( tr );
+				reliableTrDimensionsVal = parseInt( trStyle.height ) > 3;
+
+				documentElement.removeChild( table );
+			}
+			return reliableTrDimensionsVal;
+		}
+	} );
+} )();
+
+
+function curCSS( elem, name, computed ) {
+	var width, minWidth, maxWidth, ret,
+
+		// Support: Firefox 51+
+		// Retrieving style before computed somehow
+		// fixes an issue with getting wrong values
+		// on detached elements
+		style = elem.style;
+
+	computed = computed || getStyles( elem );
+
+	// getPropertyValue is needed for:
+	//   .css('filter') (IE 9 only, #12537)
+	//   .css('--customProperty) (#3144)
+	if ( computed ) {
+		ret = computed.getPropertyValue( name ) || computed[ name ];
+
+		if ( ret === "" && !isAttached( elem ) ) {
+			ret = jQuery.style( elem, name );
+		}
+
+		// A tribute to the "awesome hack by Dean Edwards"
+		// Android Browser returns percentage for some values,
+		// but width seems to be reliably pixels.
+		// This is against the CSSOM draft spec:
+		// https://drafts.csswg.org/cssom/#resolved-values
+		if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) {
+
+			// Remember the original values
+			width = style.width;
+			minWidth = style.minWidth;
+			maxWidth = style.maxWidth;
+
+			// Put in the new values to get a computed value out
+			style.minWidth = style.maxWidth = style.width = ret;
+			ret = computed.width;
+
+			// Revert the changed values
+			style.width = width;
+			style.minWidth = minWidth;
+			style.maxWidth = maxWidth;
+		}
+	}
+
+	return ret !== undefined ?
+
+		// Support: IE <=9 - 11 only
+		// IE returns zIndex value as an integer.
+		ret + "" :
+		ret;
+}
+
+
+function addGetHookIf( conditionFn, hookFn ) {
+
+	// Define the hook, we'll check on the first run if it's really needed.
+	return {
+		get: function() {
+			if ( conditionFn() ) {
+
+				// Hook not needed (or it's not possible to use it due
+				// to missing dependency), remove it.
+				delete this.get;
+				return;
+			}
+
+			// Hook needed; redefine it so that the support test is not executed again.
+			return ( this.get = hookFn ).apply( this, arguments );
+		}
+	};
+}
+
+
+var cssPrefixes = [ "Webkit", "Moz", "ms" ],
+	emptyStyle = document.createElement( "div" ).style,
+	vendorProps = {};
+
+// Return a vendor-prefixed property or undefined
+function vendorPropName( name ) {
+
+	// Check for vendor prefixed names
+	var capName = name[ 0 ].toUpperCase() + name.slice( 1 ),
+		i = cssPrefixes.length;
+
+	while ( i-- ) {
+		name = cssPrefixes[ i ] + capName;
+		if ( name in emptyStyle ) {
+			return name;
+		}
+	}
+}
+
+// Return a potentially-mapped jQuery.cssProps or vendor prefixed property
+function finalPropName( name ) {
+	var final = jQuery.cssProps[ name ] || vendorProps[ name ];
+
+	if ( final ) {
+		return final;
+	}
+	if ( name in emptyStyle ) {
+		return name;
+	}
+	return vendorProps[ name ] = vendorPropName( name ) || name;
+}
+
+
+var
+
+	// Swappable if display is none or starts with table
+	// except "table", "table-cell", or "table-caption"
+	// See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display
+	rdisplayswap = /^(none|table(?!-c[ea]).+)/,
+	rcustomProp = /^--/,
+	cssShow = { position: "absolute", visibility: "hidden", display: "block" },
+	cssNormalTransform = {
+		letterSpacing: "0",
+		fontWeight: "400"
+	};
+
+function setPositiveNumber( _elem, value, subtract ) {
+
+	// Any relative (+/-) values have already been
+	// normalized at this point
+	var matches = rcssNum.exec( value );
+	return matches ?
+
+		// Guard against undefined "subtract", e.g., when used as in cssHooks
+		Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) :
+		value;
+}
+
+function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) {
+	var i = dimension === "width" ? 1 : 0,
+		extra = 0,
+		delta = 0;
+
+	// Adjustment may not be necessary
+	if ( box === ( isBorderBox ? "border" : "content" ) ) {
+		return 0;
+	}
+
+	for ( ; i < 4; i += 2 ) {
+
+		// Both box models exclude margin
+		if ( box === "margin" ) {
+			delta += jQuery.css( elem, box + cssExpand[ i ], true, styles );
+		}
+
+		// If we get here with a content-box, we're seeking "padding" or "border" or "margin"
+		if ( !isBorderBox ) {
+
+			// Add padding
+			delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+
+			// For "border" or "margin", add border
+			if ( box !== "padding" ) {
+				delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+
+			// But still keep track of it otherwise
+			} else {
+				extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+
+		// If we get here with a border-box (content + padding + border), we're seeking "content" or
+		// "padding" or "margin"
+		} else {
+
+			// For "content", subtract padding
+			if ( box === "content" ) {
+				delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+			}
+
+			// For "content" or "padding", subtract border
+			if ( box !== "margin" ) {
+				delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+		}
+	}
+
+	// Account for positive content-box scroll gutter when requested by providing computedVal
+	if ( !isBorderBox && computedVal >= 0 ) {
+
+		// offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border
+		// Assuming integer scroll gutter, subtract the rest and round down
+		delta += Math.max( 0, Math.ceil(
+			elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+			computedVal -
+			delta -
+			extra -
+			0.5
+
+		// If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter
+		// Use an explicit zero to avoid NaN (gh-3964)
+		) ) || 0;
+	}
+
+	return delta;
+}
+
+function getWidthOrHeight( elem, dimension, extra ) {
+
+	// Start with computed style
+	var styles = getStyles( elem ),
+
+		// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322).
+		// Fake content-box until we know it's needed to know the true value.
+		boxSizingNeeded = !support.boxSizingReliable() || extra,
+		isBorderBox = boxSizingNeeded &&
+			jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+		valueIsBorderBox = isBorderBox,
+
+		val = curCSS( elem, dimension, styles ),
+		offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 );
+
+	// Support: Firefox <=54
+	// Return a confounding non-pixel value or feign ignorance, as appropriate.
+	if ( rnumnonpx.test( val ) ) {
+		if ( !extra ) {
+			return val;
+		}
+		val = "auto";
+	}
+
+
+	// Support: IE 9 - 11 only
+	// Use offsetWidth/offsetHeight for when box sizing is unreliable.
+	// In those cases, the computed value can be trusted to be border-box.
+	if ( ( !support.boxSizingReliable() && isBorderBox ||
+
+		// Support: IE 10 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Interestingly, in some cases IE 9 doesn't suffer from this issue.
+		!support.reliableTrDimensions() && nodeName( elem, "tr" ) ||
+
+		// Fall back to offsetWidth/offsetHeight when value is "auto"
+		// This happens for inline elements with no explicit setting (gh-3571)
+		val === "auto" ||
+
+		// Support: Android <=4.1 - 4.3 only
+		// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
+		!parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) &&
+
+		// Make sure the element is visible & connected
+		elem.getClientRects().length ) {
+
+		isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
+
+		// Where available, offsetWidth/offsetHeight approximate border box dimensions.
+		// Where not available (e.g., SVG), assume unreliable box-sizing and interpret the
+		// retrieved value as a content box dimension.
+		valueIsBorderBox = offsetProp in elem;
+		if ( valueIsBorderBox ) {
+			val = elem[ offsetProp ];
+		}
+	}
+
+	// Normalize "" and auto
+	val = parseFloat( val ) || 0;
+
+	// Adjust for the element's box model
+	return ( val +
+		boxModelAdjustment(
+			elem,
+			dimension,
+			extra || ( isBorderBox ? "border" : "content" ),
+			valueIsBorderBox,
+			styles,
+
+			// Provide the current computed size to request scroll gutter calculation (gh-3589)
+			val
+		)
+	) + "px";
+}
+
+jQuery.extend( {
+
+	// Add in style property hooks for overriding the default
+	// behavior of getting and setting a style property
+	cssHooks: {
+		opacity: {
+			get: function( elem, computed ) {
+				if ( computed ) {
+
+					// We should always get a number back from opacity
+					var ret = curCSS( elem, "opacity" );
+					return ret === "" ? "1" : ret;
+				}
+			}
+		}
+	},
+
+	// Don't automatically add "px" to these possibly-unitless properties
+	cssNumber: {
+		"animationIterationCount": true,
+		"columnCount": true,
+		"fillOpacity": true,
+		"flexGrow": true,
+		"flexShrink": true,
+		"fontWeight": true,
+		"gridArea": true,
+		"gridColumn": true,
+		"gridColumnEnd": true,
+		"gridColumnStart": true,
+		"gridRow": true,
+		"gridRowEnd": true,
+		"gridRowStart": true,
+		"lineHeight": true,
+		"opacity": true,
+		"order": true,
+		"orphans": true,
+		"widows": true,
+		"zIndex": true,
+		"zoom": true
+	},
+
+	// Add in properties whose names you wish to fix before
+	// setting or getting the value
+	cssProps: {},
+
+	// Get and set the style property on a DOM Node
+	style: function( elem, name, value, extra ) {
+
+		// Don't set styles on text and comment nodes
+		if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) {
+			return;
+		}
+
+		// Make sure that we're working with the right name
+		var ret, type, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name ),
+			style = elem.style;
+
+		// Make sure that we're working with the right name. We don't
+		// want to query the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Gets hook for the prefixed version, then unprefixed version
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// Check if we're setting a value
+		if ( value !== undefined ) {
+			type = typeof value;
+
+			// Convert "+=" or "-=" to relative numbers (#7345)
+			if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) {
+				value = adjustCSS( elem, name, ret );
+
+				// Fixes bug #9237
+				type = "number";
+			}
+
+			// Make sure that null and NaN values aren't set (#7116)
+			if ( value == null || value !== value ) {
+				return;
+			}
+
+			// If a number was passed in, add the unit (except for certain CSS properties)
+			// The isCustomProp check can be removed in jQuery 4.0 when we only auto-append
+			// "px" to a few hardcoded values.
+			if ( type === "number" && !isCustomProp ) {
+				value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" );
+			}
+
+			// background-* props affect original clone's values
+			if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) {
+				style[ name ] = "inherit";
+			}
+
+			// If a hook was provided, use that value, otherwise just set the specified value
+			if ( !hooks || !( "set" in hooks ) ||
+				( value = hooks.set( elem, value, extra ) ) !== undefined ) {
+
+				if ( isCustomProp ) {
+					style.setProperty( name, value );
+				} else {
+					style[ name ] = value;
+				}
+			}
+
+		} else {
+
+			// If a hook was provided get the non-computed value from there
+			if ( hooks && "get" in hooks &&
+				( ret = hooks.get( elem, false, extra ) ) !== undefined ) {
+
+				return ret;
+			}
+
+			// Otherwise just get the value from the style object
+			return style[ name ];
+		}
+	},
+
+	css: function( elem, name, extra, styles ) {
+		var val, num, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name );
+
+		// Make sure that we're working with the right name. We don't
+		// want to modify the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Try prefixed name followed by the unprefixed name
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// If a hook was provided get the computed value from there
+		if ( hooks && "get" in hooks ) {
+			val = hooks.get( elem, true, extra );
+		}
+
+		// Otherwise, if a way to get the computed value exists, use that
+		if ( val === undefined ) {
+			val = curCSS( elem, name, styles );
+		}
+
+		// Convert "normal" to computed value
+		if ( val === "normal" && name in cssNormalTransform ) {
+			val = cssNormalTransform[ name ];
+		}
+
+		// Make numeric if forced or a qualifier was provided and val looks numeric
+		if ( extra === "" || extra ) {
+			num = parseFloat( val );
+			return extra === true || isFinite( num ) ? num || 0 : val;
+		}
+
+		return val;
+	}
+} );
+
+jQuery.each( [ "height", "width" ], function( _i, dimension ) {
+	jQuery.cssHooks[ dimension ] = {
+		get: function( elem, computed, extra ) {
+			if ( computed ) {
+
+				// Certain elements can have dimension info if we invisibly show them
+				// but it must have a current display style that would benefit
+				return rdisplayswap.test( jQuery.css( elem, "display" ) ) &&
+
+					// Support: Safari 8+
+					// Table columns in Safari have non-zero offsetWidth & zero
+					// getBoundingClientRect().width unless display is changed.
+					// Support: IE <=11 only
+					// Running getBoundingClientRect on a disconnected node
+					// in IE throws an error.
+					( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ?
+						swap( elem, cssShow, function() {
+							return getWidthOrHeight( elem, dimension, extra );
+						} ) :
+						getWidthOrHeight( elem, dimension, extra );
+			}
+		},
+
+		set: function( elem, value, extra ) {
+			var matches,
+				styles = getStyles( elem ),
+
+				// Only read styles.position if the test has a chance to fail
+				// to avoid forcing a reflow.
+				scrollboxSizeBuggy = !support.scrollboxSize() &&
+					styles.position === "absolute",
+
+				// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991)
+				boxSizingNeeded = scrollboxSizeBuggy || extra,
+				isBorderBox = boxSizingNeeded &&
+					jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+				subtract = extra ?
+					boxModelAdjustment(
+						elem,
+						dimension,
+						extra,
+						isBorderBox,
+						styles
+					) :
+					0;
+
+			// Account for unreliable border-box dimensions by comparing offset* to computed and
+			// faking a content-box to get border and padding (gh-3699)
+			if ( isBorderBox && scrollboxSizeBuggy ) {
+				subtract -= Math.ceil(
+					elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+					parseFloat( styles[ dimension ] ) -
+					boxModelAdjustment( elem, dimension, "border", false, styles ) -
+					0.5
+				);
+			}
+
+			// Convert to pixels if value adjustment is needed
+			if ( subtract && ( matches = rcssNum.exec( value ) ) &&
+				( matches[ 3 ] || "px" ) !== "px" ) {
+
+				elem.style[ dimension ] = value;
+				value = jQuery.css( elem, dimension );
+			}
+
+			return setPositiveNumber( elem, value, subtract );
+		}
+	};
+} );
+
+jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft,
+	function( elem, computed ) {
+		if ( computed ) {
+			return ( parseFloat( curCSS( elem, "marginLeft" ) ) ||
+				elem.getBoundingClientRect().left -
+					swap( elem, { marginLeft: 0 }, function() {
+						return elem.getBoundingClientRect().left;
+					} )
+				) + "px";
+		}
+	}
+);
+
+// These hooks are used by animate to expand properties
+jQuery.each( {
+	margin: "",
+	padding: "",
+	border: "Width"
+}, function( prefix, suffix ) {
+	jQuery.cssHooks[ prefix + suffix ] = {
+		expand: function( value ) {
+			var i = 0,
+				expanded = {},
+
+				// Assumes a single number if not a string
+				parts = typeof value === "string" ? value.split( " " ) : [ value ];
+
+			for ( ; i < 4; i++ ) {
+				expanded[ prefix + cssExpand[ i ] + suffix ] =
+					parts[ i ] || parts[ i - 2 ] || parts[ 0 ];
+			}
+
+			return expanded;
+		}
+	};
+
+	if ( prefix !== "margin" ) {
+		jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber;
+	}
+} );
+
+jQuery.fn.extend( {
+	css: function( name, value ) {
+		return access( this, function( elem, name, value ) {
+			var styles, len,
+				map = {},
+				i = 0;
+
+			if ( Array.isArray( name ) ) {
+				styles = getStyles( elem );
+				len = name.length;
+
+				for ( ; i < len; i++ ) {
+					map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles );
+				}
+
+				return map;
+			}
+
+			return value !== undefined ?
+				jQuery.style( elem, name, value ) :
+				jQuery.css( elem, name );
+		}, name, value, arguments.length > 1 );
+	}
+} );
+
+
+function Tween( elem, options, prop, end, easing ) {
+	return new Tween.prototype.init( elem, options, prop, end, easing );
+}
+jQuery.Tween = Tween;
+
+Tween.prototype = {
+	constructor: Tween,
+	init: function( elem, options, prop, end, easing, unit ) {
+		this.elem = elem;
+		this.prop = prop;
+		this.easing = easing || jQuery.easing._default;
+		this.options = options;
+		this.start = this.now = this.cur();
+		this.end = end;
+		this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" );
+	},
+	cur: function() {
+		var hooks = Tween.propHooks[ this.prop ];
+
+		return hooks && hooks.get ?
+			hooks.get( this ) :
+			Tween.propHooks._default.get( this );
+	},
+	run: function( percent ) {
+		var eased,
+			hooks = Tween.propHooks[ this.prop ];
+
+		if ( this.options.duration ) {
+			this.pos = eased = jQuery.easing[ this.easing ](
+				percent, this.options.duration * percent, 0, 1, this.options.duration
+			);
+		} else {
+			this.pos = eased = percent;
+		}
+		this.now = ( this.end - this.start ) * eased + this.start;
+
+		if ( this.options.step ) {
+			this.options.step.call( this.elem, this.now, this );
+		}
+
+		if ( hooks && hooks.set ) {
+			hooks.set( this );
+		} else {
+			Tween.propHooks._default.set( this );
+		}
+		return this;
+	}
+};
+
+Tween.prototype.init.prototype = Tween.prototype;
+
+Tween.propHooks = {
+	_default: {
+		get: function( tween ) {
+			var result;
+
+			// Use a property on the element directly when it is not a DOM element,
+			// or when there is no matching style property that exists.
+			if ( tween.elem.nodeType !== 1 ||
+				tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) {
+				return tween.elem[ tween.prop ];
+			}
+
+			// Passing an empty string as a 3rd parameter to .css will automatically
+			// attempt a parseFloat and fallback to a string if the parse fails.
+			// Simple values such as "10px" are parsed to Float;
+			// complex values such as "rotate(1rad)" are returned as-is.
+			result = jQuery.css( tween.elem, tween.prop, "" );
+
+			// Empty strings, null, undefined and "auto" are converted to 0.
+			return !result || result === "auto" ? 0 : result;
+		},
+		set: function( tween ) {
+
+			// Use step hook for back compat.
+			// Use cssHook if its there.
+			// Use .style if available and use plain properties where available.
+			if ( jQuery.fx.step[ tween.prop ] ) {
+				jQuery.fx.step[ tween.prop ]( tween );
+			} else if ( tween.elem.nodeType === 1 && (
+					jQuery.cssHooks[ tween.prop ] ||
+					tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) {
+				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
+			} else {
+				tween.elem[ tween.prop ] = tween.now;
+			}
+		}
+	}
+};
+
+// Support: IE <=9 only
+// Panic based approach to setting things on disconnected nodes
+Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = {
+	set: function( tween ) {
+		if ( tween.elem.nodeType && tween.elem.parentNode ) {
+			tween.elem[ tween.prop ] = tween.now;
+		}
+	}
+};
+
+jQuery.easing = {
+	linear: function( p ) {
+		return p;
+	},
+	swing: function( p ) {
+		return 0.5 - Math.cos( p * Math.PI ) / 2;
+	},
+	_default: "swing"
+};
+
+jQuery.fx = Tween.prototype.init;
+
+// Back compat <1.8 extension point
+jQuery.fx.step = {};
+
+
+
+
+var
+	fxNow, inProgress,
+	rfxtypes = /^(?:toggle|show|hide)$/,
+	rrun = /queueHooks$/;
+
+function schedule() {
+	if ( inProgress ) {
+		if ( document.hidden === false && window.requestAnimationFrame ) {
+			window.requestAnimationFrame( schedule );
+		} else {
+			window.setTimeout( schedule, jQuery.fx.interval );
+		}
+
+		jQuery.fx.tick();
+	}
+}
+
+// Animations created synchronously will run synchronously
+function createFxNow() {
+	window.setTimeout( function() {
+		fxNow = undefined;
+	} );
+	return ( fxNow = Date.now() );
+}
+
+// Generate parameters to create a standard animation
+function genFx( type, includeWidth ) {
+	var which,
+		i = 0,
+		attrs = { height: type };
+
+	// If we include width, step value is 1 to do all cssExpand values,
+	// otherwise step value is 2 to skip over Left and Right
+	includeWidth = includeWidth ? 1 : 0;
+	for ( ; i < 4; i += 2 - includeWidth ) {
+		which = cssExpand[ i ];
+		attrs[ "margin" + which ] = attrs[ "padding" + which ] = type;
+	}
+
+	if ( includeWidth ) {
+		attrs.opacity = attrs.width = type;
+	}
+
+	return attrs;
+}
+
+function createTween( value, prop, animation ) {
+	var tween,
+		collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ),
+		index = 0,
+		length = collection.length;
+	for ( ; index < length; index++ ) {
+		if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) {
+
+			// We're done with this property
+			return tween;
+		}
+	}
+}
+
+function defaultPrefilter( elem, props, opts ) {
+	var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display,
+		isBox = "width" in props || "height" in props,
+		anim = this,
+		orig = {},
+		style = elem.style,
+		hidden = elem.nodeType && isHiddenWithinTree( elem ),
+		dataShow = dataPriv.get( elem, "fxshow" );
+
+	// Queue-skipping animations hijack the fx hooks
+	if ( !opts.queue ) {
+		hooks = jQuery._queueHooks( elem, "fx" );
+		if ( hooks.unqueued == null ) {
+			hooks.unqueued = 0;
+			oldfire = hooks.empty.fire;
+			hooks.empty.fire = function() {
+				if ( !hooks.unqueued ) {
+					oldfire();
+				}
+			};
+		}
+		hooks.unqueued++;
+
+		anim.always( function() {
+
+			// Ensure the complete handler is called before this completes
+			anim.always( function() {
+				hooks.unqueued--;
+				if ( !jQuery.queue( elem, "fx" ).length ) {
+					hooks.empty.fire();
+				}
+			} );
+		} );
+	}
+
+	// Detect show/hide animations
+	for ( prop in props ) {
+		value = props[ prop ];
+		if ( rfxtypes.test( value ) ) {
+			delete props[ prop ];
+			toggle = toggle || value === "toggle";
+			if ( value === ( hidden ? "hide" : "show" ) ) {
+
+				// Pretend to be hidden if this is a "show" and
+				// there is still data from a stopped show/hide
+				if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) {
+					hidden = true;
+
+				// Ignore all other no-op show/hide data
+				} else {
+					continue;
+				}
+			}
+			orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop );
+		}
+	}
+
+	// Bail out if this is a no-op like .hide().hide()
+	propTween = !jQuery.isEmptyObject( props );
+	if ( !propTween && jQuery.isEmptyObject( orig ) ) {
+		return;
+	}
+
+	// Restrict "overflow" and "display" styles during box animations
+	if ( isBox && elem.nodeType === 1 ) {
+
+		// Support: IE <=9 - 11, Edge 12 - 15
+		// Record all 3 overflow attributes because IE does not infer the shorthand
+		// from identically-valued overflowX and overflowY and Edge just mirrors
+		// the overflowX value there.
+		opts.overflow = [ style.overflow, style.overflowX, style.overflowY ];
+
+		// Identify a display type, preferring old show/hide data over the CSS cascade
+		restoreDisplay = dataShow && dataShow.display;
+		if ( restoreDisplay == null ) {
+			restoreDisplay = dataPriv.get( elem, "display" );
+		}
+		display = jQuery.css( elem, "display" );
+		if ( display === "none" ) {
+			if ( restoreDisplay ) {
+				display = restoreDisplay;
+			} else {
+
+				// Get nonempty value(s) by temporarily forcing visibility
+				showHide( [ elem ], true );
+				restoreDisplay = elem.style.display || restoreDisplay;
+				display = jQuery.css( elem, "display" );
+				showHide( [ elem ] );
+			}
+		}
+
+		// Animate inline elements as inline-block
+		if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) {
+			if ( jQuery.css( elem, "float" ) === "none" ) {
+
+				// Restore the original display value at the end of pure show/hide animations
+				if ( !propTween ) {
+					anim.done( function() {
+						style.display = restoreDisplay;
+					} );
+					if ( restoreDisplay == null ) {
+						display = style.display;
+						restoreDisplay = display === "none" ? "" : display;
+					}
+				}
+				style.display = "inline-block";
+			}
+		}
+	}
+
+	if ( opts.overflow ) {
+		style.overflow = "hidden";
+		anim.always( function() {
+			style.overflow = opts.overflow[ 0 ];
+			style.overflowX = opts.overflow[ 1 ];
+			style.overflowY = opts.overflow[ 2 ];
+		} );
+	}
+
+	// Implement show/hide animations
+	propTween = false;
+	for ( prop in orig ) {
+
+		// General show/hide setup for this element animation
+		if ( !propTween ) {
+			if ( dataShow ) {
+				if ( "hidden" in dataShow ) {
+					hidden = dataShow.hidden;
+				}
+			} else {
+				dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } );
+			}
+
+			// Store hidden/visible for toggle so `.stop().toggle()` "reverses"
+			if ( toggle ) {
+				dataShow.hidden = !hidden;
+			}
+
+			// Show elements before animating them
+			if ( hidden ) {
+				showHide( [ elem ], true );
+			}
+
+			/* eslint-disable no-loop-func */
+
+			anim.done( function() {
+
+			/* eslint-enable no-loop-func */
+
+				// The final step of a "hide" animation is actually hiding the element
+				if ( !hidden ) {
+					showHide( [ elem ] );
+				}
+				dataPriv.remove( elem, "fxshow" );
+				for ( prop in orig ) {
+					jQuery.style( elem, prop, orig[ prop ] );
+				}
+			} );
+		}
+
+		// Per-property setup
+		propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim );
+		if ( !( prop in dataShow ) ) {
+			dataShow[ prop ] = propTween.start;
+			if ( hidden ) {
+				propTween.end = propTween.start;
+				propTween.start = 0;
+			}
+		}
+	}
+}
+
+function propFilter( props, specialEasing ) {
+	var index, name, easing, value, hooks;
+
+	// camelCase, specialEasing and expand cssHook pass
+	for ( index in props ) {
+		name = camelCase( index );
+		easing = specialEasing[ name ];
+		value = props[ index ];
+		if ( Array.isArray( value ) ) {
+			easing = value[ 1 ];
+			value = props[ index ] = value[ 0 ];
+		}
+
+		if ( index !== name ) {
+			props[ name ] = value;
+			delete props[ index ];
+		}
+
+		hooks = jQuery.cssHooks[ name ];
+		if ( hooks && "expand" in hooks ) {
+			value = hooks.expand( value );
+			delete props[ name ];
+
+			// Not quite $.extend, this won't overwrite existing keys.
+			// Reusing 'index' because we have the correct "name"
+			for ( index in value ) {
+				if ( !( index in props ) ) {
+					props[ index ] = value[ index ];
+					specialEasing[ index ] = easing;
+				}
+			}
+		} else {
+			specialEasing[ name ] = easing;
+		}
+	}
+}
+
+function Animation( elem, properties, options ) {
+	var result,
+		stopped,
+		index = 0,
+		length = Animation.prefilters.length,
+		deferred = jQuery.Deferred().always( function() {
+
+			// Don't match elem in the :animated selector
+			delete tick.elem;
+		} ),
+		tick = function() {
+			if ( stopped ) {
+				return false;
+			}
+			var currentTime = fxNow || createFxNow(),
+				remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ),
+
+				// Support: Android 2.3 only
+				// Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497)
+				temp = remaining / animation.duration || 0,
+				percent = 1 - temp,
+				index = 0,
+				length = animation.tweens.length;
+
+			for ( ; index < length; index++ ) {
+				animation.tweens[ index ].run( percent );
+			}
+
+			deferred.notifyWith( elem, [ animation, percent, remaining ] );
+
+			// If there's more to do, yield
+			if ( percent < 1 && length ) {
+				return remaining;
+			}
+
+			// If this was an empty animation, synthesize a final progress notification
+			if ( !length ) {
+				deferred.notifyWith( elem, [ animation, 1, 0 ] );
+			}
+
+			// Resolve the animation and report its conclusion
+			deferred.resolveWith( elem, [ animation ] );
+			return false;
+		},
+		animation = deferred.promise( {
+			elem: elem,
+			props: jQuery.extend( {}, properties ),
+			opts: jQuery.extend( true, {
+				specialEasing: {},
+				easing: jQuery.easing._default
+			}, options ),
+			originalProperties: properties,
+			originalOptions: options,
+			startTime: fxNow || createFxNow(),
+			duration: options.duration,
+			tweens: [],
+			createTween: function( prop, end ) {
+				var tween = jQuery.Tween( elem, animation.opts, prop, end,
+						animation.opts.specialEasing[ prop ] || animation.opts.easing );
+				animation.tweens.push( tween );
+				return tween;
+			},
+			stop: function( gotoEnd ) {
+				var index = 0,
+
+					// If we are going to the end, we want to run all the tweens
+					// otherwise we skip this part
+					length = gotoEnd ? animation.tweens.length : 0;
+				if ( stopped ) {
+					return this;
+				}
+				stopped = true;
+				for ( ; index < length; index++ ) {
+					animation.tweens[ index ].run( 1 );
+				}
+
+				// Resolve when we played the last frame; otherwise, reject
+				if ( gotoEnd ) {
+					deferred.notifyWith( elem, [ animation, 1, 0 ] );
+					deferred.resolveWith( elem, [ animation, gotoEnd ] );
+				} else {
+					deferred.rejectWith( elem, [ animation, gotoEnd ] );
+				}
+				return this;
+			}
+		} ),
+		props = animation.props;
+
+	propFilter( props, animation.opts.specialEasing );
+
+	for ( ; index < length; index++ ) {
+		result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts );
+		if ( result ) {
+			if ( isFunction( result.stop ) ) {
+				jQuery._queueHooks( animation.elem, animation.opts.queue ).stop =
+					result.stop.bind( result );
+			}
+			return result;
+		}
+	}
+
+	jQuery.map( props, createTween, animation );
+
+	if ( isFunction( animation.opts.start ) ) {
+		animation.opts.start.call( elem, animation );
+	}
+
+	// Attach callbacks from options
+	animation
+		.progress( animation.opts.progress )
+		.done( animation.opts.done, animation.opts.complete )
+		.fail( animation.opts.fail )
+		.always( animation.opts.always );
+
+	jQuery.fx.timer(
+		jQuery.extend( tick, {
+			elem: elem,
+			anim: animation,
+			queue: animation.opts.queue
+		} )
+	);
+
+	return animation;
+}
+
+jQuery.Animation = jQuery.extend( Animation, {
+
+	tweeners: {
+		"*": [ function( prop, value ) {
+			var tween = this.createTween( prop, value );
+			adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween );
+			return tween;
+		} ]
+	},
+
+	tweener: function( props, callback ) {
+		if ( isFunction( props ) ) {
+			callback = props;
+			props = [ "*" ];
+		} else {
+			props = props.match( rnothtmlwhite );
+		}
+
+		var prop,
+			index = 0,
+			length = props.length;
+
+		for ( ; index < length; index++ ) {
+			prop = props[ index ];
+			Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || [];
+			Animation.tweeners[ prop ].unshift( callback );
+		}
+	},
+
+	prefilters: [ defaultPrefilter ],
+
+	prefilter: function( callback, prepend ) {
+		if ( prepend ) {
+			Animation.prefilters.unshift( callback );
+		} else {
+			Animation.prefilters.push( callback );
+		}
+	}
+} );
+
+jQuery.speed = function( speed, easing, fn ) {
+	var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : {
+		complete: fn || !fn && easing ||
+			isFunction( speed ) && speed,
+		duration: speed,
+		easing: fn && easing || easing && !isFunction( easing ) && easing
+	};
+
+	// Go to the end state if fx are off
+	if ( jQuery.fx.off ) {
+		opt.duration = 0;
+
+	} else {
+		if ( typeof opt.duration !== "number" ) {
+			if ( opt.duration in jQuery.fx.speeds ) {
+				opt.duration = jQuery.fx.speeds[ opt.duration ];
+
+			} else {
+				opt.duration = jQuery.fx.speeds._default;
+			}
+		}
+	}
+
+	// Normalize opt.queue - true/undefined/null -> "fx"
+	if ( opt.queue == null || opt.queue === true ) {
+		opt.queue = "fx";
+	}
+
+	// Queueing
+	opt.old = opt.complete;
+
+	opt.complete = function() {
+		if ( isFunction( opt.old ) ) {
+			opt.old.call( this );
+		}
+
+		if ( opt.queue ) {
+			jQuery.dequeue( this, opt.queue );
+		}
+	};
+
+	return opt;
+};
+
+jQuery.fn.extend( {
+	fadeTo: function( speed, to, easing, callback ) {
+
+		// Show any hidden elements after setting opacity to 0
+		return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show()
+
+			// Animate to the value specified
+			.end().animate( { opacity: to }, speed, easing, callback );
+	},
+	animate: function( prop, speed, easing, callback ) {
+		var empty = jQuery.isEmptyObject( prop ),
+			optall = jQuery.speed( speed, easing, callback ),
+			doAnimation = function() {
+
+				// Operate on a copy of prop so per-property easing won't be lost
+				var anim = Animation( this, jQuery.extend( {}, prop ), optall );
+
+				// Empty animations, or finishing resolves immediately
+				if ( empty || dataPriv.get( this, "finish" ) ) {
+					anim.stop( true );
+				}
+			};
+			doAnimation.finish = doAnimation;
+
+		return empty || optall.queue === false ?
+			this.each( doAnimation ) :
+			this.queue( optall.queue, doAnimation );
+	},
+	stop: function( type, clearQueue, gotoEnd ) {
+		var stopQueue = function( hooks ) {
+			var stop = hooks.stop;
+			delete hooks.stop;
+			stop( gotoEnd );
+		};
+
+		if ( typeof type !== "string" ) {
+			gotoEnd = clearQueue;
+			clearQueue = type;
+			type = undefined;
+		}
+		if ( clearQueue ) {
+			this.queue( type || "fx", [] );
+		}
+
+		return this.each( function() {
+			var dequeue = true,
+				index = type != null && type + "queueHooks",
+				timers = jQuery.timers,
+				data = dataPriv.get( this );
+
+			if ( index ) {
+				if ( data[ index ] && data[ index ].stop ) {
+					stopQueue( data[ index ] );
+				}
+			} else {
+				for ( index in data ) {
+					if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) {
+						stopQueue( data[ index ] );
+					}
+				}
+			}
+
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this &&
+					( type == null || timers[ index ].queue === type ) ) {
+
+					timers[ index ].anim.stop( gotoEnd );
+					dequeue = false;
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Start the next in the queue if the last step wasn't forced.
+			// Timers currently will call their complete callbacks, which
+			// will dequeue but only if they were gotoEnd.
+			if ( dequeue || !gotoEnd ) {
+				jQuery.dequeue( this, type );
+			}
+		} );
+	},
+	finish: function( type ) {
+		if ( type !== false ) {
+			type = type || "fx";
+		}
+		return this.each( function() {
+			var index,
+				data = dataPriv.get( this ),
+				queue = data[ type + "queue" ],
+				hooks = data[ type + "queueHooks" ],
+				timers = jQuery.timers,
+				length = queue ? queue.length : 0;
+
+			// Enable finishing flag on private data
+			data.finish = true;
+
+			// Empty the queue first
+			jQuery.queue( this, type, [] );
+
+			if ( hooks && hooks.stop ) {
+				hooks.stop.call( this, true );
+			}
+
+			// Look for any active animations, and finish them
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this && timers[ index ].queue === type ) {
+					timers[ index ].anim.stop( true );
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Look for any animations in the old queue and finish them
+			for ( index = 0; index < length; index++ ) {
+				if ( queue[ index ] && queue[ index ].finish ) {
+					queue[ index ].finish.call( this );
+				}
+			}
+
+			// Turn off finishing flag
+			delete data.finish;
+		} );
+	}
+} );
+
+jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) {
+	var cssFn = jQuery.fn[ name ];
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return speed == null || typeof speed === "boolean" ?
+			cssFn.apply( this, arguments ) :
+			this.animate( genFx( name, true ), speed, easing, callback );
+	};
+} );
+
+// Generate shortcuts for custom animations
+jQuery.each( {
+	slideDown: genFx( "show" ),
+	slideUp: genFx( "hide" ),
+	slideToggle: genFx( "toggle" ),
+	fadeIn: { opacity: "show" },
+	fadeOut: { opacity: "hide" },
+	fadeToggle: { opacity: "toggle" }
+}, function( name, props ) {
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return this.animate( props, speed, easing, callback );
+	};
+} );
+
+jQuery.timers = [];
+jQuery.fx.tick = function() {
+	var timer,
+		i = 0,
+		timers = jQuery.timers;
+
+	fxNow = Date.now();
+
+	for ( ; i < timers.length; i++ ) {
+		timer = timers[ i ];
+
+		// Run the timer and safely remove it when done (allowing for external removal)
+		if ( !timer() && timers[ i ] === timer ) {
+			timers.splice( i--, 1 );
+		}
+	}
+
+	if ( !timers.length ) {
+		jQuery.fx.stop();
+	}
+	fxNow = undefined;
+};
+
+jQuery.fx.timer = function( timer ) {
+	jQuery.timers.push( timer );
+	jQuery.fx.start();
+};
+
+jQuery.fx.interval = 13;
+jQuery.fx.start = function() {
+	if ( inProgress ) {
+		return;
+	}
+
+	inProgress = true;
+	schedule();
+};
+
+jQuery.fx.stop = function() {
+	inProgress = null;
+};
+
+jQuery.fx.speeds = {
+	slow: 600,
+	fast: 200,
+
+	// Default speed
+	_default: 400
+};
+
+
+// Based off of the plugin by Clint Helfers, with permission.
+// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/
+jQuery.fn.delay = function( time, type ) {
+	time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time;
+	type = type || "fx";
+
+	return this.queue( type, function( next, hooks ) {
+		var timeout = window.setTimeout( next, time );
+		hooks.stop = function() {
+			window.clearTimeout( timeout );
+		};
+	} );
+};
+
+
+( function() {
+	var input = document.createElement( "input" ),
+		select = document.createElement( "select" ),
+		opt = select.appendChild( document.createElement( "option" ) );
+
+	input.type = "checkbox";
+
+	// Support: Android <=4.3 only
+	// Default value for a checkbox should be "on"
+	support.checkOn = input.value !== "";
+
+	// Support: IE <=11 only
+	// Must access selectedIndex to make default options select
+	support.optSelected = opt.selected;
+
+	// Support: IE <=11 only
+	// An input loses its value after becoming a radio
+	input = document.createElement( "input" );
+	input.value = "t";
+	input.type = "radio";
+	support.radioValue = input.value === "t";
+} )();
+
+
+var boolHook,
+	attrHandle = jQuery.expr.attrHandle;
+
+jQuery.fn.extend( {
+	attr: function( name, value ) {
+		return access( this, jQuery.attr, name, value, arguments.length > 1 );
+	},
+
+	removeAttr: function( name ) {
+		return this.each( function() {
+			jQuery.removeAttr( this, name );
+		} );
+	}
+} );
+
+jQuery.extend( {
+	attr: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set attributes on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		// Fallback to prop when attributes are not supported
+		if ( typeof elem.getAttribute === "undefined" ) {
+			return jQuery.prop( elem, name, value );
+		}
+
+		// Attribute hooks are determined by the lowercase version
+		// Grab necessary hook if one is defined
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+			hooks = jQuery.attrHooks[ name.toLowerCase() ] ||
+				( jQuery.expr.match.bool.test( name ) ? boolHook : undefined );
+		}
+
+		if ( value !== undefined ) {
+			if ( value === null ) {
+				jQuery.removeAttr( elem, name );
+				return;
+			}
+
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			elem.setAttribute( name, value + "" );
+			return value;
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		ret = jQuery.find.attr( elem, name );
+
+		// Non-existent attributes return null, we normalize to undefined
+		return ret == null ? undefined : ret;
+	},
+
+	attrHooks: {
+		type: {
+			set: function( elem, value ) {
+				if ( !support.radioValue && value === "radio" &&
+					nodeName( elem, "input" ) ) {
+					var val = elem.value;
+					elem.setAttribute( "type", value );
+					if ( val ) {
+						elem.value = val;
+					}
+					return value;
+				}
+			}
+		}
+	},
+
+	removeAttr: function( elem, value ) {
+		var name,
+			i = 0,
+
+			// Attribute names can contain non-HTML whitespace characters
+			// https://html.spec.whatwg.org/multipage/syntax.html#attributes-2
+			attrNames = value && value.match( rnothtmlwhite );
+
+		if ( attrNames && elem.nodeType === 1 ) {
+			while ( ( name = attrNames[ i++ ] ) ) {
+				elem.removeAttribute( name );
+			}
+		}
+	}
+} );
+
+// Hooks for boolean attributes
+boolHook = {
+	set: function( elem, value, name ) {
+		if ( value === false ) {
+
+			// Remove boolean attributes when set to false
+			jQuery.removeAttr( elem, name );
+		} else {
+			elem.setAttribute( name, name );
+		}
+		return name;
+	}
+};
+
+jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) {
+	var getter = attrHandle[ name ] || jQuery.find.attr;
+
+	attrHandle[ name ] = function( elem, name, isXML ) {
+		var ret, handle,
+			lowercaseName = name.toLowerCase();
+
+		if ( !isXML ) {
+
+			// Avoid an infinite loop by temporarily removing this function from the getter
+			handle = attrHandle[ lowercaseName ];
+			attrHandle[ lowercaseName ] = ret;
+			ret = getter( elem, name, isXML ) != null ?
+				lowercaseName :
+				null;
+			attrHandle[ lowercaseName ] = handle;
+		}
+		return ret;
+	};
+} );
+
+
+
+
+var rfocusable = /^(?:input|select|textarea|button)$/i,
+	rclickable = /^(?:a|area)$/i;
+
+jQuery.fn.extend( {
+	prop: function( name, value ) {
+		return access( this, jQuery.prop, name, value, arguments.length > 1 );
+	},
+
+	removeProp: function( name ) {
+		return this.each( function() {
+			delete this[ jQuery.propFix[ name ] || name ];
+		} );
+	}
+} );
+
+jQuery.extend( {
+	prop: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set properties on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+
+			// Fix name and attach hooks
+			name = jQuery.propFix[ name ] || name;
+			hooks = jQuery.propHooks[ name ];
+		}
+
+		if ( value !== undefined ) {
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			return ( elem[ name ] = value );
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		return elem[ name ];
+	},
+
+	propHooks: {
+		tabIndex: {
+			get: function( elem ) {
+
+				// Support: IE <=9 - 11 only
+				// elem.tabIndex doesn't always return the
+				// correct value when it hasn't been explicitly set
+				// https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/
+				// Use proper attribute retrieval(#12072)
+				var tabindex = jQuery.find.attr( elem, "tabindex" );
+
+				if ( tabindex ) {
+					return parseInt( tabindex, 10 );
+				}
+
+				if (
+					rfocusable.test( elem.nodeName ) ||
+					rclickable.test( elem.nodeName ) &&
+					elem.href
+				) {
+					return 0;
+				}
+
+				return -1;
+			}
+		}
+	},
+
+	propFix: {
+		"for": "htmlFor",
+		"class": "className"
+	}
+} );
+
+// Support: IE <=11 only
+// Accessing the selectedIndex property
+// forces the browser to respect setting selected
+// on the option
+// The getter ensures a default option is selected
+// when in an optgroup
+// eslint rule "no-unused-expressions" is disabled for this code
+// since it considers such accessions noop
+if ( !support.optSelected ) {
+	jQuery.propHooks.selected = {
+		get: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent && parent.parentNode ) {
+				parent.parentNode.selectedIndex;
+			}
+			return null;
+		},
+		set: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent ) {
+				parent.selectedIndex;
+
+				if ( parent.parentNode ) {
+					parent.parentNode.selectedIndex;
+				}
+			}
+		}
+	};
+}
+
+jQuery.each( [
+	"tabIndex",
+	"readOnly",
+	"maxLength",
+	"cellSpacing",
+	"cellPadding",
+	"rowSpan",
+	"colSpan",
+	"useMap",
+	"frameBorder",
+	"contentEditable"
+], function() {
+	jQuery.propFix[ this.toLowerCase() ] = this;
+} );
+
+
+
+
+	// Strip and collapse whitespace according to HTML spec
+	// https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace
+	function stripAndCollapse( value ) {
+		var tokens = value.match( rnothtmlwhite ) || [];
+		return tokens.join( " " );
+	}
+
+
+function getClass( elem ) {
+	return elem.getAttribute && elem.getAttribute( "class" ) || "";
+}
+
+function classesToArray( value ) {
+	if ( Array.isArray( value ) ) {
+		return value;
+	}
+	if ( typeof value === "string" ) {
+		return value.match( rnothtmlwhite ) || [];
+	}
+	return [];
+}
+
+jQuery.fn.extend( {
+	addClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).addClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+						if ( cur.indexOf( " " + clazz + " " ) < 0 ) {
+							cur += clazz + " ";
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	removeClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		if ( !arguments.length ) {
+			return this.attr( "class", "" );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+
+				// This expression is here for better compressibility (see addClass)
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+
+						// Remove *all* instances
+						while ( cur.indexOf( " " + clazz + " " ) > -1 ) {
+							cur = cur.replace( " " + clazz + " ", " " );
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	toggleClass: function( value, stateVal ) {
+		var type = typeof value,
+			isValidValue = type === "string" || Array.isArray( value );
+
+		if ( typeof stateVal === "boolean" && isValidValue ) {
+			return stateVal ? this.addClass( value ) : this.removeClass( value );
+		}
+
+		if ( isFunction( value ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).toggleClass(
+					value.call( this, i, getClass( this ), stateVal ),
+					stateVal
+				);
+			} );
+		}
+
+		return this.each( function() {
+			var className, i, self, classNames;
+
+			if ( isValidValue ) {
+
+				// Toggle individual class names
+				i = 0;
+				self = jQuery( this );
+				classNames = classesToArray( value );
+
+				while ( ( className = classNames[ i++ ] ) ) {
+
+					// Check each className given, space separated list
+					if ( self.hasClass( className ) ) {
+						self.removeClass( className );
+					} else {
+						self.addClass( className );
+					}
+				}
+
+			// Toggle whole class name
+			} else if ( value === undefined || type === "boolean" ) {
+				className = getClass( this );
+				if ( className ) {
+
+					// Store className if set
+					dataPriv.set( this, "__className__", className );
+				}
+
+				// If the element has a class name or if we're passed `false`,
+				// then remove the whole classname (if there was one, the above saved it).
+				// Otherwise bring back whatever was previously saved (if anything),
+				// falling back to the empty string if nothing was stored.
+				if ( this.setAttribute ) {
+					this.setAttribute( "class",
+						className || value === false ?
+						"" :
+						dataPriv.get( this, "__className__" ) || ""
+					);
+				}
+			}
+		} );
+	},
+
+	hasClass: function( selector ) {
+		var className, elem,
+			i = 0;
+
+		className = " " + selector + " ";
+		while ( ( elem = this[ i++ ] ) ) {
+			if ( elem.nodeType === 1 &&
+				( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) {
+					return true;
+			}
+		}
+
+		return false;
+	}
+} );
+
+
+
+
+var rreturn = /\r/g;
+
+jQuery.fn.extend( {
+	val: function( value ) {
+		var hooks, ret, valueIsFunction,
+			elem = this[ 0 ];
+
+		if ( !arguments.length ) {
+			if ( elem ) {
+				hooks = jQuery.valHooks[ elem.type ] ||
+					jQuery.valHooks[ elem.nodeName.toLowerCase() ];
+
+				if ( hooks &&
+					"get" in hooks &&
+					( ret = hooks.get( elem, "value" ) ) !== undefined
+				) {
+					return ret;
+				}
+
+				ret = elem.value;
+
+				// Handle most common string cases
+				if ( typeof ret === "string" ) {
+					return ret.replace( rreturn, "" );
+				}
+
+				// Handle cases where value is null/undef or number
+				return ret == null ? "" : ret;
+			}
+
+			return;
+		}
+
+		valueIsFunction = isFunction( value );
+
+		return this.each( function( i ) {
+			var val;
+
+			if ( this.nodeType !== 1 ) {
+				return;
+			}
+
+			if ( valueIsFunction ) {
+				val = value.call( this, i, jQuery( this ).val() );
+			} else {
+				val = value;
+			}
+
+			// Treat null/undefined as ""; convert numbers to string
+			if ( val == null ) {
+				val = "";
+
+			} else if ( typeof val === "number" ) {
+				val += "";
+
+			} else if ( Array.isArray( val ) ) {
+				val = jQuery.map( val, function( value ) {
+					return value == null ? "" : value + "";
+				} );
+			}
+
+			hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ];
+
+			// If set returns undefined, fall back to normal setting
+			if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) {
+				this.value = val;
+			}
+		} );
+	}
+} );
+
+jQuery.extend( {
+	valHooks: {
+		option: {
+			get: function( elem ) {
+
+				var val = jQuery.find.attr( elem, "value" );
+				return val != null ?
+					val :
+
+					// Support: IE <=10 - 11 only
+					// option.text throws exceptions (#14686, #14858)
+					// Strip and collapse whitespace
+					// https://html.spec.whatwg.org/#strip-and-collapse-whitespace
+					stripAndCollapse( jQuery.text( elem ) );
+			}
+		},
+		select: {
+			get: function( elem ) {
+				var value, option, i,
+					options = elem.options,
+					index = elem.selectedIndex,
+					one = elem.type === "select-one",
+					values = one ? null : [],
+					max = one ? index + 1 : options.length;
+
+				if ( index < 0 ) {
+					i = max;
+
+				} else {
+					i = one ? index : 0;
+				}
+
+				// Loop through all the selected options
+				for ( ; i < max; i++ ) {
+					option = options[ i ];
+
+					// Support: IE <=9 only
+					// IE8-9 doesn't update selected after form reset (#2551)
+					if ( ( option.selected || i === index ) &&
+
+							// Don't return options that are disabled or in a disabled optgroup
+							!option.disabled &&
+							( !option.parentNode.disabled ||
+								!nodeName( option.parentNode, "optgroup" ) ) ) {
+
+						// Get the specific value for the option
+						value = jQuery( option ).val();
+
+						// We don't need an array for one selects
+						if ( one ) {
+							return value;
+						}
+
+						// Multi-Selects return an array
+						values.push( value );
+					}
+				}
+
+				return values;
+			},
+
+			set: function( elem, value ) {
+				var optionSet, option,
+					options = elem.options,
+					values = jQuery.makeArray( value ),
+					i = options.length;
+
+				while ( i-- ) {
+					option = options[ i ];
+
+					/* eslint-disable no-cond-assign */
+
+					if ( option.selected =
+						jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1
+					) {
+						optionSet = true;
+					}
+
+					/* eslint-enable no-cond-assign */
+				}
+
+				// Force browsers to behave consistently when non-matching value is set
+				if ( !optionSet ) {
+					elem.selectedIndex = -1;
+				}
+				return values;
+			}
+		}
+	}
+} );
+
+// Radios and checkboxes getter/setter
+jQuery.each( [ "radio", "checkbox" ], function() {
+	jQuery.valHooks[ this ] = {
+		set: function( elem, value ) {
+			if ( Array.isArray( value ) ) {
+				return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 );
+			}
+		}
+	};
+	if ( !support.checkOn ) {
+		jQuery.valHooks[ this ].get = function( elem ) {
+			return elem.getAttribute( "value" ) === null ? "on" : elem.value;
+		};
+	}
+} );
+
+
+
+
+// Return jQuery for attributes-only inclusion
+
+
+support.focusin = "onfocusin" in window;
+
+
+var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/,
+	stopPropagationCallback = function( e ) {
+		e.stopPropagation();
+	};
+
+jQuery.extend( jQuery.event, {
+
+	trigger: function( event, data, elem, onlyHandlers ) {
+
+		var i, cur, tmp, bubbleType, ontype, handle, special, lastElement,
+			eventPath = [ elem || document ],
+			type = hasOwn.call( event, "type" ) ? event.type : event,
+			namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : [];
+
+		cur = lastElement = tmp = elem = elem || document;
+
+		// Don't do events on text and comment nodes
+		if ( elem.nodeType === 3 || elem.nodeType === 8 ) {
+			return;
+		}
+
+		// focus/blur morphs to focusin/out; ensure we're not firing them right now
+		if ( rfocusMorph.test( type + jQuery.event.triggered ) ) {
+			return;
+		}
+
+		if ( type.indexOf( "." ) > -1 ) {
+
+			// Namespaced trigger; create a regexp to match event type in handle()
+			namespaces = type.split( "." );
+			type = namespaces.shift();
+			namespaces.sort();
+		}
+		ontype = type.indexOf( ":" ) < 0 && "on" + type;
+
+		// Caller can pass in a jQuery.Event object, Object, or just an event type string
+		event = event[ jQuery.expando ] ?
+			event :
+			new jQuery.Event( type, typeof event === "object" && event );
+
+		// Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true)
+		event.isTrigger = onlyHandlers ? 2 : 3;
+		event.namespace = namespaces.join( "." );
+		event.rnamespace = event.namespace ?
+			new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) :
+			null;
+
+		// Clean up the event in case it is being reused
+		event.result = undefined;
+		if ( !event.target ) {
+			event.target = elem;
+		}
+
+		// Clone any incoming data and prepend the event, creating the handler arg list
+		data = data == null ?
+			[ event ] :
+			jQuery.makeArray( data, [ event ] );
+
+		// Allow special events to draw outside the lines
+		special = jQuery.event.special[ type ] || {};
+		if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) {
+			return;
+		}
+
+		// Determine event propagation path in advance, per W3C events spec (#9951)
+		// Bubble up to document, then to window; watch for a global ownerDocument var (#9724)
+		if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) {
+
+			bubbleType = special.delegateType || type;
+			if ( !rfocusMorph.test( bubbleType + type ) ) {
+				cur = cur.parentNode;
+			}
+			for ( ; cur; cur = cur.parentNode ) {
+				eventPath.push( cur );
+				tmp = cur;
+			}
+
+			// Only add window if we got to document (e.g., not plain obj or detached DOM)
+			if ( tmp === ( elem.ownerDocument || document ) ) {
+				eventPath.push( tmp.defaultView || tmp.parentWindow || window );
+			}
+		}
+
+		// Fire handlers on the event path
+		i = 0;
+		while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) {
+			lastElement = cur;
+			event.type = i > 1 ?
+				bubbleType :
+				special.bindType || type;
+
+			// jQuery handler
+			handle = (
+					dataPriv.get( cur, "events" ) || Object.create( null )
+				)[ event.type ] &&
+				dataPriv.get( cur, "handle" );
+			if ( handle ) {
+				handle.apply( cur, data );
+			}
+
+			// Native handler
+			handle = ontype && cur[ ontype ];
+			if ( handle && handle.apply && acceptData( cur ) ) {
+				event.result = handle.apply( cur, data );
+				if ( event.result === false ) {
+					event.preventDefault();
+				}
+			}
+		}
+		event.type = type;
+
+		// If nobody prevented the default action, do it now
+		if ( !onlyHandlers && !event.isDefaultPrevented() ) {
+
+			if ( ( !special._default ||
+				special._default.apply( eventPath.pop(), data ) === false ) &&
+				acceptData( elem ) ) {
+
+				// Call a native DOM method on the target with the same name as the event.
+				// Don't do default actions on window, that's where global variables be (#6170)
+				if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) {
+
+					// Don't re-trigger an onFOO event when we call its FOO() method
+					tmp = elem[ ontype ];
+
+					if ( tmp ) {
+						elem[ ontype ] = null;
+					}
+
+					// Prevent re-triggering of the same event, since we already bubbled it above
+					jQuery.event.triggered = type;
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.addEventListener( type, stopPropagationCallback );
+					}
+
+					elem[ type ]();
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.removeEventListener( type, stopPropagationCallback );
+					}
+
+					jQuery.event.triggered = undefined;
+
+					if ( tmp ) {
+						elem[ ontype ] = tmp;
+					}
+				}
+			}
+		}
+
+		return event.result;
+	},
+
+	// Piggyback on a donor event to simulate a different one
+	// Used only for `focus(in | out)` events
+	simulate: function( type, elem, event ) {
+		var e = jQuery.extend(
+			new jQuery.Event(),
+			event,
+			{
+				type: type,
+				isSimulated: true
+			}
+		);
+
+		jQuery.event.trigger( e, null, elem );
+	}
+
+} );
+
+jQuery.fn.extend( {
+
+	trigger: function( type, data ) {
+		return this.each( function() {
+			jQuery.event.trigger( type, data, this );
+		} );
+	},
+	triggerHandler: function( type, data ) {
+		var elem = this[ 0 ];
+		if ( elem ) {
+			return jQuery.event.trigger( type, data, elem, true );
+		}
+	}
+} );
+
+
+// Support: Firefox <=44
+// Firefox doesn't have focus(in | out) events
+// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787
+//
+// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1
+// focus(in | out) events fire after focus & blur events,
+// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order
+// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857
+if ( !support.focusin ) {
+	jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) {
+
+		// Attach a single capturing handler on the document while someone wants focusin/focusout
+		var handler = function( event ) {
+			jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) );
+		};
+
+		jQuery.event.special[ fix ] = {
+			setup: function() {
+
+				// Handle: regular nodes (via `this.ownerDocument`), window
+				// (via `this.document`) & document (via `this`).
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix );
+
+				if ( !attaches ) {
+					doc.addEventListener( orig, handler, true );
+				}
+				dataPriv.access( doc, fix, ( attaches || 0 ) + 1 );
+			},
+			teardown: function() {
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix ) - 1;
+
+				if ( !attaches ) {
+					doc.removeEventListener( orig, handler, true );
+					dataPriv.remove( doc, fix );
+
+				} else {
+					dataPriv.access( doc, fix, attaches );
+				}
+			}
+		};
+	} );
+}
+var location = window.location;
+
+var nonce = { guid: Date.now() };
+
+var rquery = ( /\?/ );
+
+
+
+// Cross-browser xml parsing
+jQuery.parseXML = function( data ) {
+	var xml;
+	if ( !data || typeof data !== "string" ) {
+		return null;
+	}
+
+	// Support: IE 9 - 11 only
+	// IE throws on parseFromString with invalid input.
+	try {
+		xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" );
+	} catch ( e ) {
+		xml = undefined;
+	}
+
+	if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) {
+		jQuery.error( "Invalid XML: " + data );
+	}
+	return xml;
+};
+
+
+var
+	rbracket = /\[\]$/,
+	rCRLF = /\r?\n/g,
+	rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i,
+	rsubmittable = /^(?:input|select|textarea|keygen)/i;
+
+function buildParams( prefix, obj, traditional, add ) {
+	var name;
+
+	if ( Array.isArray( obj ) ) {
+
+		// Serialize array item.
+		jQuery.each( obj, function( i, v ) {
+			if ( traditional || rbracket.test( prefix ) ) {
+
+				// Treat each array item as a scalar.
+				add( prefix, v );
+
+			} else {
+
+				// Item is non-scalar (array or object), encode its numeric index.
+				buildParams(
+					prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]",
+					v,
+					traditional,
+					add
+				);
+			}
+		} );
+
+	} else if ( !traditional && toType( obj ) === "object" ) {
+
+		// Serialize object item.
+		for ( name in obj ) {
+			buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add );
+		}
+
+	} else {
+
+		// Serialize scalar item.
+		add( prefix, obj );
+	}
+}
+
+// Serialize an array of form elements or a set of
+// key/values into a query string
+jQuery.param = function( a, traditional ) {
+	var prefix,
+		s = [],
+		add = function( key, valueOrFunction ) {
+
+			// If value is a function, invoke it and use its return value
+			var value = isFunction( valueOrFunction ) ?
+				valueOrFunction() :
+				valueOrFunction;
+
+			s[ s.length ] = encodeURIComponent( key ) + "=" +
+				encodeURIComponent( value == null ? "" : value );
+		};
+
+	if ( a == null ) {
+		return "";
+	}
+
+	// If an array was passed in, assume that it is an array of form elements.
+	if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) {
+
+		// Serialize the form elements
+		jQuery.each( a, function() {
+			add( this.name, this.value );
+		} );
+
+	} else {
+
+		// If traditional, encode the "old" way (the way 1.3.2 or older
+		// did it), otherwise encode params recursively.
+		for ( prefix in a ) {
+			buildParams( prefix, a[ prefix ], traditional, add );
+		}
+	}
+
+	// Return the resulting serialization
+	return s.join( "&" );
+};
+
+jQuery.fn.extend( {
+	serialize: function() {
+		return jQuery.param( this.serializeArray() );
+	},
+	serializeArray: function() {
+		return this.map( function() {
+
+			// Can add propHook for "elements" to filter or add form elements
+			var elements = jQuery.prop( this, "elements" );
+			return elements ? jQuery.makeArray( elements ) : this;
+		} )
+		.filter( function() {
+			var type = this.type;
+
+			// Use .is( ":disabled" ) so that fieldset[disabled] works
+			return this.name && !jQuery( this ).is( ":disabled" ) &&
+				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
+				( this.checked || !rcheckableType.test( type ) );
+		} )
+		.map( function( _i, elem ) {
+			var val = jQuery( this ).val();
+
+			if ( val == null ) {
+				return null;
+			}
+
+			if ( Array.isArray( val ) ) {
+				return jQuery.map( val, function( val ) {
+					return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+				} );
+			}
+
+			return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+		} ).get();
+	}
+} );
+
+
+var
+	r20 = /%20/g,
+	rhash = /#.*$/,
+	rantiCache = /([?&])_=[^&]*/,
+	rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg,
+
+	// #7653, #8125, #8152: local protocol detection
+	rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/,
+	rnoContent = /^(?:GET|HEAD)$/,
+	rprotocol = /^\/\//,
+
+	/* Prefilters
+	 * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example)
+	 * 2) These are called:
+	 *    - BEFORE asking for a transport
+	 *    - AFTER param serialization (s.data is a string if s.processData is true)
+	 * 3) key is the dataType
+	 * 4) the catchall symbol "*" can be used
+	 * 5) execution will start with transport dataType and THEN continue down to "*" if needed
+	 */
+	prefilters = {},
+
+	/* Transports bindings
+	 * 1) key is the dataType
+	 * 2) the catchall symbol "*" can be used
+	 * 3) selection will start with transport dataType and THEN go to "*" if needed
+	 */
+	transports = {},
+
+	// Avoid comment-prolog char sequence (#10098); must appease lint and evade compression
+	allTypes = "*/".concat( "*" ),
+
+	// Anchor tag for parsing the document origin
+	originAnchor = document.createElement( "a" );
+	originAnchor.href = location.href;
+
+// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
+function addToPrefiltersOrTransports( structure ) {
+
+	// dataTypeExpression is optional and defaults to "*"
+	return function( dataTypeExpression, func ) {
+
+		if ( typeof dataTypeExpression !== "string" ) {
+			func = dataTypeExpression;
+			dataTypeExpression = "*";
+		}
+
+		var dataType,
+			i = 0,
+			dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || [];
+
+		if ( isFunction( func ) ) {
+
+			// For each dataType in the dataTypeExpression
+			while ( ( dataType = dataTypes[ i++ ] ) ) {
+
+				// Prepend if requested
+				if ( dataType[ 0 ] === "+" ) {
+					dataType = dataType.slice( 1 ) || "*";
+					( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func );
+
+				// Otherwise append
+				} else {
+					( structure[ dataType ] = structure[ dataType ] || [] ).push( func );
+				}
+			}
+		}
+	};
+}
+
+// Base inspection function for prefilters and transports
+function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {
+
+	var inspected = {},
+		seekingTransport = ( structure === transports );
+
+	function inspect( dataType ) {
+		var selected;
+		inspected[ dataType ] = true;
+		jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) {
+			var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR );
+			if ( typeof dataTypeOrTransport === "string" &&
+				!seekingTransport && !inspected[ dataTypeOrTransport ] ) {
+
+				options.dataTypes.unshift( dataTypeOrTransport );
+				inspect( dataTypeOrTransport );
+				return false;
+			} else if ( seekingTransport ) {
+				return !( selected = dataTypeOrTransport );
+			}
+		} );
+		return selected;
+	}
+
+	return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" );
+}
+
+// A special extend for ajax options
+// that takes "flat" options (not to be deep extended)
+// Fixes #9887
+function ajaxExtend( target, src ) {
+	var key, deep,
+		flatOptions = jQuery.ajaxSettings.flatOptions || {};
+
+	for ( key in src ) {
+		if ( src[ key ] !== undefined ) {
+			( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ];
+		}
+	}
+	if ( deep ) {
+		jQuery.extend( true, target, deep );
+	}
+
+	return target;
+}
+
+/* Handles responses to an ajax request:
+ * - finds the right dataType (mediates between content-type and expected dataType)
+ * - returns the corresponding response
+ */
+function ajaxHandleResponses( s, jqXHR, responses ) {
+
+	var ct, type, finalDataType, firstDataType,
+		contents = s.contents,
+		dataTypes = s.dataTypes;
+
+	// Remove auto dataType and get content-type in the process
+	while ( dataTypes[ 0 ] === "*" ) {
+		dataTypes.shift();
+		if ( ct === undefined ) {
+			ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" );
+		}
+	}
+
+	// Check if we're dealing with a known content-type
+	if ( ct ) {
+		for ( type in contents ) {
+			if ( contents[ type ] && contents[ type ].test( ct ) ) {
+				dataTypes.unshift( type );
+				break;
+			}
+		}
+	}
+
+	// Check to see if we have a response for the expected dataType
+	if ( dataTypes[ 0 ] in responses ) {
+		finalDataType = dataTypes[ 0 ];
+	} else {
+
+		// Try convertible dataTypes
+		for ( type in responses ) {
+			if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) {
+				finalDataType = type;
+				break;
+			}
+			if ( !firstDataType ) {
+				firstDataType = type;
+			}
+		}
+
+		// Or just use first one
+		finalDataType = finalDataType || firstDataType;
+	}
+
+	// If we found a dataType
+	// We add the dataType to the list if needed
+	// and return the corresponding response
+	if ( finalDataType ) {
+		if ( finalDataType !== dataTypes[ 0 ] ) {
+			dataTypes.unshift( finalDataType );
+		}
+		return responses[ finalDataType ];
+	}
+}
+
+/* Chain conversions given the request and the original response
+ * Also sets the responseXXX fields on the jqXHR instance
+ */
+function ajaxConvert( s, response, jqXHR, isSuccess ) {
+	var conv2, current, conv, tmp, prev,
+		converters = {},
+
+		// Work with a copy of dataTypes in case we need to modify it for conversion
+		dataTypes = s.dataTypes.slice();
+
+	// Create converters map with lowercased keys
+	if ( dataTypes[ 1 ] ) {
+		for ( conv in s.converters ) {
+			converters[ conv.toLowerCase() ] = s.converters[ conv ];
+		}
+	}
+
+	current = dataTypes.shift();
+
+	// Convert to each sequential dataType
+	while ( current ) {
+
+		if ( s.responseFields[ current ] ) {
+			jqXHR[ s.responseFields[ current ] ] = response;
+		}
+
+		// Apply the dataFilter if provided
+		if ( !prev && isSuccess && s.dataFilter ) {
+			response = s.dataFilter( response, s.dataType );
+		}
+
+		prev = current;
+		current = dataTypes.shift();
+
+		if ( current ) {
+
+			// There's only work to do if current dataType is non-auto
+			if ( current === "*" ) {
+
+				current = prev;
+
+			// Convert response if prev dataType is non-auto and differs from current
+			} else if ( prev !== "*" && prev !== current ) {
+
+				// Seek a direct converter
+				conv = converters[ prev + " " + current ] || converters[ "* " + current ];
+
+				// If none found, seek a pair
+				if ( !conv ) {
+					for ( conv2 in converters ) {
+
+						// If conv2 outputs current
+						tmp = conv2.split( " " );
+						if ( tmp[ 1 ] === current ) {
+
+							// If prev can be converted to accepted input
+							conv = converters[ prev + " " + tmp[ 0 ] ] ||
+								converters[ "* " + tmp[ 0 ] ];
+							if ( conv ) {
+
+								// Condense equivalence converters
+								if ( conv === true ) {
+									conv = converters[ conv2 ];
+
+								// Otherwise, insert the intermediate dataType
+								} else if ( converters[ conv2 ] !== true ) {
+									current = tmp[ 0 ];
+									dataTypes.unshift( tmp[ 1 ] );
+								}
+								break;
+							}
+						}
+					}
+				}
+
+				// Apply converter (if not an equivalence)
+				if ( conv !== true ) {
+
+					// Unless errors are allowed to bubble, catch and return them
+					if ( conv && s.throws ) {
+						response = conv( response );
+					} else {
+						try {
+							response = conv( response );
+						} catch ( e ) {
+							return {
+								state: "parsererror",
+								error: conv ? e : "No conversion from " + prev + " to " + current
+							};
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return { state: "success", data: response };
+}
+
+jQuery.extend( {
+
+	// Counter for holding the number of active queries
+	active: 0,
+
+	// Last-Modified header cache for next request
+	lastModified: {},
+	etag: {},
+
+	ajaxSettings: {
+		url: location.href,
+		type: "GET",
+		isLocal: rlocalProtocol.test( location.protocol ),
+		global: true,
+		processData: true,
+		async: true,
+		contentType: "application/x-www-form-urlencoded; charset=UTF-8",
+
+		/*
+		timeout: 0,
+		data: null,
+		dataType: null,
+		username: null,
+		password: null,
+		cache: null,
+		throws: false,
+		traditional: false,
+		headers: {},
+		*/
+
+		accepts: {
+			"*": allTypes,
+			text: "text/plain",
+			html: "text/html",
+			xml: "application/xml, text/xml",
+			json: "application/json, text/javascript"
+		},
+
+		contents: {
+			xml: /\bxml\b/,
+			html: /\bhtml/,
+			json: /\bjson\b/
+		},
+
+		responseFields: {
+			xml: "responseXML",
+			text: "responseText",
+			json: "responseJSON"
+		},
+
+		// Data converters
+		// Keys separate source (or catchall "*") and destination types with a single space
+		converters: {
+
+			// Convert anything to text
+			"* text": String,
+
+			// Text to html (true = no transformation)
+			"text html": true,
+
+			// Evaluate text as a json expression
+			"text json": JSON.parse,
+
+			// Parse text as xml
+			"text xml": jQuery.parseXML
+		},
+
+		// For options that shouldn't be deep extended:
+		// you can add your own custom options here if
+		// and when you create one that shouldn't be
+		// deep extended (see ajaxExtend)
+		flatOptions: {
+			url: true,
+			context: true
+		}
+	},
+
+	// Creates a full fledged settings object into target
+	// with both ajaxSettings and settings fields.
+	// If target is omitted, writes into ajaxSettings.
+	ajaxSetup: function( target, settings ) {
+		return settings ?
+
+			// Building a settings object
+			ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) :
+
+			// Extending ajaxSettings
+			ajaxExtend( jQuery.ajaxSettings, target );
+	},
+
+	ajaxPrefilter: addToPrefiltersOrTransports( prefilters ),
+	ajaxTransport: addToPrefiltersOrTransports( transports ),
+
+	// Main method
+	ajax: function( url, options ) {
+
+		// If url is an object, simulate pre-1.5 signature
+		if ( typeof url === "object" ) {
+			options = url;
+			url = undefined;
+		}
+
+		// Force options to be an object
+		options = options || {};
+
+		var transport,
+
+			// URL without anti-cache param
+			cacheURL,
+
+			// Response headers
+			responseHeadersString,
+			responseHeaders,
+
+			// timeout handle
+			timeoutTimer,
+
+			// Url cleanup var
+			urlAnchor,
+
+			// Request state (becomes false upon send and true upon completion)
+			completed,
+
+			// To know if global events are to be dispatched
+			fireGlobals,
+
+			// Loop variable
+			i,
+
+			// uncached part of the url
+			uncached,
+
+			// Create the final options object
+			s = jQuery.ajaxSetup( {}, options ),
+
+			// Callbacks context
+			callbackContext = s.context || s,
+
+			// Context for global events is callbackContext if it is a DOM node or jQuery collection
+			globalEventContext = s.context &&
+				( callbackContext.nodeType || callbackContext.jquery ) ?
+					jQuery( callbackContext ) :
+					jQuery.event,
+
+			// Deferreds
+			deferred = jQuery.Deferred(),
+			completeDeferred = jQuery.Callbacks( "once memory" ),
+
+			// Status-dependent callbacks
+			statusCode = s.statusCode || {},
+
+			// Headers (they are sent all at once)
+			requestHeaders = {},
+			requestHeadersNames = {},
+
+			// Default abort message
+			strAbort = "canceled",
+
+			// Fake xhr
+			jqXHR = {
+				readyState: 0,
+
+				// Builds headers hashtable if needed
+				getResponseHeader: function( key ) {
+					var match;
+					if ( completed ) {
+						if ( !responseHeaders ) {
+							responseHeaders = {};
+							while ( ( match = rheaders.exec( responseHeadersString ) ) ) {
+								responseHeaders[ match[ 1 ].toLowerCase() + " " ] =
+									( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] )
+										.concat( match[ 2 ] );
+							}
+						}
+						match = responseHeaders[ key.toLowerCase() + " " ];
+					}
+					return match == null ? null : match.join( ", " );
+				},
+
+				// Raw string
+				getAllResponseHeaders: function() {
+					return completed ? responseHeadersString : null;
+				},
+
+				// Caches the header
+				setRequestHeader: function( name, value ) {
+					if ( completed == null ) {
+						name = requestHeadersNames[ name.toLowerCase() ] =
+							requestHeadersNames[ name.toLowerCase() ] || name;
+						requestHeaders[ name ] = value;
+					}
+					return this;
+				},
+
+				// Overrides response content-type header
+				overrideMimeType: function( type ) {
+					if ( completed == null ) {
+						s.mimeType = type;
+					}
+					return this;
+				},
+
+				// Status-dependent callbacks
+				statusCode: function( map ) {
+					var code;
+					if ( map ) {
+						if ( completed ) {
+
+							// Execute the appropriate callbacks
+							jqXHR.always( map[ jqXHR.status ] );
+						} else {
+
+							// Lazy-add the new callbacks in a way that preserves old ones
+							for ( code in map ) {
+								statusCode[ code ] = [ statusCode[ code ], map[ code ] ];
+							}
+						}
+					}
+					return this;
+				},
+
+				// Cancel the request
+				abort: function( statusText ) {
+					var finalText = statusText || strAbort;
+					if ( transport ) {
+						transport.abort( finalText );
+					}
+					done( 0, finalText );
+					return this;
+				}
+			};
+
+		// Attach deferreds
+		deferred.promise( jqXHR );
+
+		// Add protocol if not provided (prefilters might expect it)
+		// Handle falsy url in the settings object (#10093: consistency with old signature)
+		// We also use the url parameter if available
+		s.url = ( ( url || s.url || location.href ) + "" )
+			.replace( rprotocol, location.protocol + "//" );
+
+		// Alias method option to type as per ticket #12004
+		s.type = options.method || options.type || s.method || s.type;
+
+		// Extract dataTypes list
+		s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ];
+
+		// A cross-domain request is in order when the origin doesn't match the current origin.
+		if ( s.crossDomain == null ) {
+			urlAnchor = document.createElement( "a" );
+
+			// Support: IE <=8 - 11, Edge 12 - 15
+			// IE throws exception on accessing the href property if url is malformed,
+			// e.g. http://example.com:80x/
+			try {
+				urlAnchor.href = s.url;
+
+				// Support: IE <=8 - 11 only
+				// Anchor's host property isn't correctly set when s.url is relative
+				urlAnchor.href = urlAnchor.href;
+				s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !==
+					urlAnchor.protocol + "//" + urlAnchor.host;
+			} catch ( e ) {
+
+				// If there is an error parsing the URL, assume it is crossDomain,
+				// it can be rejected by the transport if it is invalid
+				s.crossDomain = true;
+			}
+		}
+
+		// Convert data if not already a string
+		if ( s.data && s.processData && typeof s.data !== "string" ) {
+			s.data = jQuery.param( s.data, s.traditional );
+		}
+
+		// Apply prefilters
+		inspectPrefiltersOrTransports( prefilters, s, options, jqXHR );
+
+		// If request was aborted inside a prefilter, stop there
+		if ( completed ) {
+			return jqXHR;
+		}
+
+		// We can fire global events as of now if asked to
+		// Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118)
+		fireGlobals = jQuery.event && s.global;
+
+		// Watch for a new set of requests
+		if ( fireGlobals && jQuery.active++ === 0 ) {
+			jQuery.event.trigger( "ajaxStart" );
+		}
+
+		// Uppercase the type
+		s.type = s.type.toUpperCase();
+
+		// Determine if request has content
+		s.hasContent = !rnoContent.test( s.type );
+
+		// Save the URL in case we're toying with the If-Modified-Since
+		// and/or If-None-Match header later on
+		// Remove hash to simplify url manipulation
+		cacheURL = s.url.replace( rhash, "" );
+
+		// More options handling for requests with no content
+		if ( !s.hasContent ) {
+
+			// Remember the hash so we can put it back
+			uncached = s.url.slice( cacheURL.length );
+
+			// If data is available and should be processed, append data to url
+			if ( s.data && ( s.processData || typeof s.data === "string" ) ) {
+				cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data;
+
+				// #9682: remove data so that it's not used in an eventual retry
+				delete s.data;
+			}
+
+			// Add or update anti-cache param if needed
+			if ( s.cache === false ) {
+				cacheURL = cacheURL.replace( rantiCache, "$1" );
+				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) +
+					uncached;
+			}
+
+			// Put hash and anti-cache on the URL that will be requested (gh-1732)
+			s.url = cacheURL + uncached;
+
+		// Change '%20' to '+' if this is encoded form body content (gh-2658)
+		} else if ( s.data && s.processData &&
+			( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) {
+			s.data = s.data.replace( r20, "+" );
+		}
+
+		// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+		if ( s.ifModified ) {
+			if ( jQuery.lastModified[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] );
+			}
+			if ( jQuery.etag[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] );
+			}
+		}
+
+		// Set the correct header, if data is being sent
+		if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) {
+			jqXHR.setRequestHeader( "Content-Type", s.contentType );
+		}
+
+		// Set the Accepts header for the server, depending on the dataType
+		jqXHR.setRequestHeader(
+			"Accept",
+			s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ?
+				s.accepts[ s.dataTypes[ 0 ] ] +
+					( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) :
+				s.accepts[ "*" ]
+		);
+
+		// Check for headers option
+		for ( i in s.headers ) {
+			jqXHR.setRequestHeader( i, s.headers[ i ] );
+		}
+
+		// Allow custom headers/mimetypes and early abort
+		if ( s.beforeSend &&
+			( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) {
+
+			// Abort if not done already and return
+			return jqXHR.abort();
+		}
+
+		// Aborting is no longer a cancellation
+		strAbort = "abort";
+
+		// Install callbacks on deferreds
+		completeDeferred.add( s.complete );
+		jqXHR.done( s.success );
+		jqXHR.fail( s.error );
+
+		// Get transport
+		transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR );
+
+		// If no transport, we auto-abort
+		if ( !transport ) {
+			done( -1, "No Transport" );
+		} else {
+			jqXHR.readyState = 1;
+
+			// Send global event
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] );
+			}
+
+			// If request was aborted inside ajaxSend, stop there
+			if ( completed ) {
+				return jqXHR;
+			}
+
+			// Timeout
+			if ( s.async && s.timeout > 0 ) {
+				timeoutTimer = window.setTimeout( function() {
+					jqXHR.abort( "timeout" );
+				}, s.timeout );
+			}
+
+			try {
+				completed = false;
+				transport.send( requestHeaders, done );
+			} catch ( e ) {
+
+				// Rethrow post-completion exceptions
+				if ( completed ) {
+					throw e;
+				}
+
+				// Propagate others as results
+				done( -1, e );
+			}
+		}
+
+		// Callback for when everything is done
+		function done( status, nativeStatusText, responses, headers ) {
+			var isSuccess, success, error, response, modified,
+				statusText = nativeStatusText;
+
+			// Ignore repeat invocations
+			if ( completed ) {
+				return;
+			}
+
+			completed = true;
+
+			// Clear timeout if it exists
+			if ( timeoutTimer ) {
+				window.clearTimeout( timeoutTimer );
+			}
+
+			// Dereference transport for early garbage collection
+			// (no matter how long the jqXHR object will be used)
+			transport = undefined;
+
+			// Cache response headers
+			responseHeadersString = headers || "";
+
+			// Set readyState
+			jqXHR.readyState = status > 0 ? 4 : 0;
+
+			// Determine if successful
+			isSuccess = status >= 200 && status < 300 || status === 304;
+
+			// Get response data
+			if ( responses ) {
+				response = ajaxHandleResponses( s, jqXHR, responses );
+			}
+
+			// Use a noop converter for missing script
+			if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) {
+				s.converters[ "text script" ] = function() {};
+			}
+
+			// Convert no matter what (that way responseXXX fields are always set)
+			response = ajaxConvert( s, response, jqXHR, isSuccess );
+
+			// If successful, handle type chaining
+			if ( isSuccess ) {
+
+				// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+				if ( s.ifModified ) {
+					modified = jqXHR.getResponseHeader( "Last-Modified" );
+					if ( modified ) {
+						jQuery.lastModified[ cacheURL ] = modified;
+					}
+					modified = jqXHR.getResponseHeader( "etag" );
+					if ( modified ) {
+						jQuery.etag[ cacheURL ] = modified;
+					}
+				}
+
+				// if no content
+				if ( status === 204 || s.type === "HEAD" ) {
+					statusText = "nocontent";
+
+				// if not modified
+				} else if ( status === 304 ) {
+					statusText = "notmodified";
+
+				// If we have data, let's convert it
+				} else {
+					statusText = response.state;
+					success = response.data;
+					error = response.error;
+					isSuccess = !error;
+				}
+			} else {
+
+				// Extract error from statusText and normalize for non-aborts
+				error = statusText;
+				if ( status || !statusText ) {
+					statusText = "error";
+					if ( status < 0 ) {
+						status = 0;
+					}
+				}
+			}
+
+			// Set data for the fake xhr object
+			jqXHR.status = status;
+			jqXHR.statusText = ( nativeStatusText || statusText ) + "";
+
+			// Success/Error
+			if ( isSuccess ) {
+				deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] );
+			} else {
+				deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] );
+			}
+
+			// Status-dependent callbacks
+			jqXHR.statusCode( statusCode );
+			statusCode = undefined;
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError",
+					[ jqXHR, s, isSuccess ? success : error ] );
+			}
+
+			// Complete
+			completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] );
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] );
+
+				// Handle the global AJAX counter
+				if ( !( --jQuery.active ) ) {
+					jQuery.event.trigger( "ajaxStop" );
+				}
+			}
+		}
+
+		return jqXHR;
+	},
+
+	getJSON: function( url, data, callback ) {
+		return jQuery.get( url, data, callback, "json" );
+	},
+
+	getScript: function( url, callback ) {
+		return jQuery.get( url, undefined, callback, "script" );
+	}
+} );
+
+jQuery.each( [ "get", "post" ], function( _i, method ) {
+	jQuery[ method ] = function( url, data, callback, type ) {
+
+		// Shift arguments if data argument was omitted
+		if ( isFunction( data ) ) {
+			type = type || callback;
+			callback = data;
+			data = undefined;
+		}
+
+		// The url can be an options object (which then must have .url)
+		return jQuery.ajax( jQuery.extend( {
+			url: url,
+			type: method,
+			dataType: type,
+			data: data,
+			success: callback
+		}, jQuery.isPlainObject( url ) && url ) );
+	};
+} );
+
+jQuery.ajaxPrefilter( function( s ) {
+	var i;
+	for ( i in s.headers ) {
+		if ( i.toLowerCase() === "content-type" ) {
+			s.contentType = s.headers[ i ] || "";
+		}
+	}
+} );
+
+
+jQuery._evalUrl = function( url, options, doc ) {
+	return jQuery.ajax( {
+		url: url,
+
+		// Make this explicit, since user can override this through ajaxSetup (#11264)
+		type: "GET",
+		dataType: "script",
+		cache: true,
+		async: false,
+		global: false,
+
+		// Only evaluate the response if it is successful (gh-4126)
+		// dataFilter is not invoked for failure responses, so using it instead
+		// of the default converter is kludgy but it works.
+		converters: {
+			"text script": function() {}
+		},
+		dataFilter: function( response ) {
+			jQuery.globalEval( response, options, doc );
+		}
+	} );
+};
+
+
+jQuery.fn.extend( {
+	wrapAll: function( html ) {
+		var wrap;
+
+		if ( this[ 0 ] ) {
+			if ( isFunction( html ) ) {
+				html = html.call( this[ 0 ] );
+			}
+
+			// The elements to wrap the target around
+			wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true );
+
+			if ( this[ 0 ].parentNode ) {
+				wrap.insertBefore( this[ 0 ] );
+			}
+
+			wrap.map( function() {
+				var elem = this;
+
+				while ( elem.firstElementChild ) {
+					elem = elem.firstElementChild;
+				}
+
+				return elem;
+			} ).append( this );
+		}
+
+		return this;
+	},
+
+	wrapInner: function( html ) {
+		if ( isFunction( html ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).wrapInner( html.call( this, i ) );
+			} );
+		}
+
+		return this.each( function() {
+			var self = jQuery( this ),
+				contents = self.contents();
+
+			if ( contents.length ) {
+				contents.wrapAll( html );
+
+			} else {
+				self.append( html );
+			}
+		} );
+	},
+
+	wrap: function( html ) {
+		var htmlIsFunction = isFunction( html );
+
+		return this.each( function( i ) {
+			jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html );
+		} );
+	},
+
+	unwrap: function( selector ) {
+		this.parent( selector ).not( "body" ).each( function() {
+			jQuery( this ).replaceWith( this.childNodes );
+		} );
+		return this;
+	}
+} );
+
+
+jQuery.expr.pseudos.hidden = function( elem ) {
+	return !jQuery.expr.pseudos.visible( elem );
+};
+jQuery.expr.pseudos.visible = function( elem ) {
+	return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length );
+};
+
+
+
+
+jQuery.ajaxSettings.xhr = function() {
+	try {
+		return new window.XMLHttpRequest();
+	} catch ( e ) {}
+};
+
+var xhrSuccessStatus = {
+
+		// File protocol always yields status code 0, assume 200
+		0: 200,
+
+		// Support: IE <=9 only
+		// #1450: sometimes IE returns 1223 when it should be 204
+		1223: 204
+	},
+	xhrSupported = jQuery.ajaxSettings.xhr();
+
+support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported );
+support.ajax = xhrSupported = !!xhrSupported;
+
+jQuery.ajaxTransport( function( options ) {
+	var callback, errorCallback;
+
+	// Cross domain only allowed if supported through XMLHttpRequest
+	if ( support.cors || xhrSupported && !options.crossDomain ) {
+		return {
+			send: function( headers, complete ) {
+				var i,
+					xhr = options.xhr();
+
+				xhr.open(
+					options.type,
+					options.url,
+					options.async,
+					options.username,
+					options.password
+				);
+
+				// Apply custom fields if provided
+				if ( options.xhrFields ) {
+					for ( i in options.xhrFields ) {
+						xhr[ i ] = options.xhrFields[ i ];
+					}
+				}
+
+				// Override mime type if needed
+				if ( options.mimeType && xhr.overrideMimeType ) {
+					xhr.overrideMimeType( options.mimeType );
+				}
+
+				// X-Requested-With header
+				// For cross-domain requests, seeing as conditions for a preflight are
+				// akin to a jigsaw puzzle, we simply never set it to be sure.
+				// (it can always be set on a per-request basis or even using ajaxSetup)
+				// For same-domain requests, won't change header if already provided.
+				if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) {
+					headers[ "X-Requested-With" ] = "XMLHttpRequest";
+				}
+
+				// Set headers
+				for ( i in headers ) {
+					xhr.setRequestHeader( i, headers[ i ] );
+				}
+
+				// Callback
+				callback = function( type ) {
+					return function() {
+						if ( callback ) {
+							callback = errorCallback = xhr.onload =
+								xhr.onerror = xhr.onabort = xhr.ontimeout =
+									xhr.onreadystatechange = null;
+
+							if ( type === "abort" ) {
+								xhr.abort();
+							} else if ( type === "error" ) {
+
+								// Support: IE <=9 only
+								// On a manual native abort, IE9 throws
+								// errors on any property access that is not readyState
+								if ( typeof xhr.status !== "number" ) {
+									complete( 0, "error" );
+								} else {
+									complete(
+
+										// File: protocol always yields status 0; see #8605, #14207
+										xhr.status,
+										xhr.statusText
+									);
+								}
+							} else {
+								complete(
+									xhrSuccessStatus[ xhr.status ] || xhr.status,
+									xhr.statusText,
+
+									// Support: IE <=9 only
+									// IE9 has no XHR2 but throws on binary (trac-11426)
+									// For XHR2 non-text, let the caller handle it (gh-2498)
+									( xhr.responseType || "text" ) !== "text"  ||
+									typeof xhr.responseText !== "string" ?
+										{ binary: xhr.response } :
+										{ text: xhr.responseText },
+									xhr.getAllResponseHeaders()
+								);
+							}
+						}
+					};
+				};
+
+				// Listen to events
+				xhr.onload = callback();
+				errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" );
+
+				// Support: IE 9 only
+				// Use onreadystatechange to replace onabort
+				// to handle uncaught aborts
+				if ( xhr.onabort !== undefined ) {
+					xhr.onabort = errorCallback;
+				} else {
+					xhr.onreadystatechange = function() {
+
+						// Check readyState before timeout as it changes
+						if ( xhr.readyState === 4 ) {
+
+							// Allow onerror to be called first,
+							// but that will not handle a native abort
+							// Also, save errorCallback to a variable
+							// as xhr.onerror cannot be accessed
+							window.setTimeout( function() {
+								if ( callback ) {
+									errorCallback();
+								}
+							} );
+						}
+					};
+				}
+
+				// Create the abort callback
+				callback = callback( "abort" );
+
+				try {
+
+					// Do send the request (this may raise an exception)
+					xhr.send( options.hasContent && options.data || null );
+				} catch ( e ) {
+
+					// #14683: Only rethrow if this hasn't been notified as an error yet
+					if ( callback ) {
+						throw e;
+					}
+				}
+			},
+
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432)
+jQuery.ajaxPrefilter( function( s ) {
+	if ( s.crossDomain ) {
+		s.contents.script = false;
+	}
+} );
+
+// Install script dataType
+jQuery.ajaxSetup( {
+	accepts: {
+		script: "text/javascript, application/javascript, " +
+			"application/ecmascript, application/x-ecmascript"
+	},
+	contents: {
+		script: /\b(?:java|ecma)script\b/
+	},
+	converters: {
+		"text script": function( text ) {
+			jQuery.globalEval( text );
+			return text;
+		}
+	}
+} );
+
+// Handle cache's special case and crossDomain
+jQuery.ajaxPrefilter( "script", function( s ) {
+	if ( s.cache === undefined ) {
+		s.cache = false;
+	}
+	if ( s.crossDomain ) {
+		s.type = "GET";
+	}
+} );
+
+// Bind script tag hack transport
+jQuery.ajaxTransport( "script", function( s ) {
+
+	// This transport only deals with cross domain or forced-by-attrs requests
+	if ( s.crossDomain || s.scriptAttrs ) {
+		var script, callback;
+		return {
+			send: function( _, complete ) {
+				script = jQuery( "<script>" )
+					.attr( s.scriptAttrs || {} )
+					.prop( { charset: s.scriptCharset, src: s.url } )
+					.on( "load error", callback = function( evt ) {
+						script.remove();
+						callback = null;
+						if ( evt ) {
+							complete( evt.type === "error" ? 404 : 200, evt.type );
+						}
+					} );
+
+				// Use native DOM manipulation to avoid our domManip AJAX trickery
+				document.head.appendChild( script[ 0 ] );
+			},
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+var oldCallbacks = [],
+	rjsonp = /(=)\?(?=&|$)|\?\?/;
+
+// Default jsonp settings
+jQuery.ajaxSetup( {
+	jsonp: "callback",
+	jsonpCallback: function() {
+		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce.guid++ ) );
+		this[ callback ] = true;
+		return callback;
+	}
+} );
+
+// Detect, normalize options and install callbacks for jsonp requests
+jQuery.ajaxPrefilter( "json jsonp", function( s, originalSettings, jqXHR ) {
+
+	var callbackName, overwritten, responseContainer,
+		jsonProp = s.jsonp !== false && ( rjsonp.test( s.url ) ?
+			"url" :
+			typeof s.data === "string" &&
+				( s.contentType || "" )
+					.indexOf( "application/x-www-form-urlencoded" ) === 0 &&
+				rjsonp.test( s.data ) && "data"
+		);
+
+	// Handle iff the expected data type is "jsonp" or we have a parameter to set
+	if ( jsonProp || s.dataTypes[ 0 ] === "jsonp" ) {
+
+		// Get callback name, remembering preexisting value associated with it
+		callbackName = s.jsonpCallback = isFunction( s.jsonpCallback ) ?
+			s.jsonpCallback() :
+			s.jsonpCallback;
+
+		// Insert callback into url or form data
+		if ( jsonProp ) {
+			s[ jsonProp ] = s[ jsonProp ].replace( rjsonp, "$1" + callbackName );
+		} else if ( s.jsonp !== false ) {
+			s.url += ( rquery.test( s.url ) ? "&" : "?" ) + s.jsonp + "=" + callbackName;
+		}
+
+		// Use data converter to retrieve json after script execution
+		s.converters[ "script json" ] = function() {
+			if ( !responseContainer ) {
+				jQuery.error( callbackName + " was not called" );
+			}
+			return responseContainer[ 0 ];
+		};
+
+		// Force json dataType
+		s.dataTypes[ 0 ] = "json";
+
+		// Install callback
+		overwritten = window[ callbackName ];
+		window[ callbackName ] = function() {
+			responseContainer = arguments;
+		};
+
+		// Clean-up function (fires after converters)
+		jqXHR.always( function() {
+
+			// If previous value didn't exist - remove it
+			if ( overwritten === undefined ) {
+				jQuery( window ).removeProp( callbackName );
+
+			// Otherwise restore preexisting value
+			} else {
+				window[ callbackName ] = overwritten;
+			}
+
+			// Save back as free
+			if ( s[ callbackName ] ) {
+
+				// Make sure that re-using the options doesn't screw things around
+				s.jsonpCallback = originalSettings.jsonpCallback;
+
+				// Save the callback name for future use
+				oldCallbacks.push( callbackName );
+			}
+
+			// Call if it was a function and we have a response
+			if ( responseContainer && isFunction( overwritten ) ) {
+				overwritten( responseContainer[ 0 ] );
+			}
+
+			responseContainer = overwritten = undefined;
+		} );
+
+		// Delegate to script
+		return "script";
+	}
+} );
+
+
+
+
+// Support: Safari 8 only
+// In Safari 8 documents created via document.implementation.createHTMLDocument
+// collapse sibling forms: the second one becomes a child of the first one.
+// Because of that, this security measure has to be disabled in Safari 8.
+// https://bugs.webkit.org/show_bug.cgi?id=137337
+support.createHTMLDocument = ( function() {
+	var body = document.implementation.createHTMLDocument( "" ).body;
+	body.innerHTML = "<form></form><form></form>";
+	return body.childNodes.length === 2;
+} )();
+
+
+// Argument "data" should be string of html
+// context (optional): If specified, the fragment will be created in this context,
+// defaults to document
+// keepScripts (optional): If true, will include scripts passed in the html string
+jQuery.parseHTML = function( data, context, keepScripts ) {
+	if ( typeof data !== "string" ) {
+		return [];
+	}
+	if ( typeof context === "boolean" ) {
+		keepScripts = context;
+		context = false;
+	}
+
+	var base, parsed, scripts;
+
+	if ( !context ) {
+
+		// Stop scripts or inline event handlers from being executed immediately
+		// by using document.implementation
+		if ( support.createHTMLDocument ) {
+			context = document.implementation.createHTMLDocument( "" );
+
+			// Set the base href for the created document
+			// so any parsed elements with URLs
+			// are based on the document's URL (gh-2965)
+			base = context.createElement( "base" );
+			base.href = document.location.href;
+			context.head.appendChild( base );
+		} else {
+			context = document;
+		}
+	}
+
+	parsed = rsingleTag.exec( data );
+	scripts = !keepScripts && [];
+
+	// Single tag
+	if ( parsed ) {
+		return [ context.createElement( parsed[ 1 ] ) ];
+	}
+
+	parsed = buildFragment( [ data ], context, scripts );
+
+	if ( scripts && scripts.length ) {
+		jQuery( scripts ).remove();
+	}
+
+	return jQuery.merge( [], parsed.childNodes );
+};
+
+
+/**
+ * Load a url into a page
+ */
+jQuery.fn.load = function( url, params, callback ) {
+	var selector, type, response,
+		self = this,
+		off = url.indexOf( " " );
+
+	if ( off > -1 ) {
+		selector = stripAndCollapse( url.slice( off ) );
+		url = url.slice( 0, off );
+	}
+
+	// If it's a function
+	if ( isFunction( params ) ) {
+
+		// We assume that it's the callback
+		callback = params;
+		params = undefined;
+
+	// Otherwise, build a param string
+	} else if ( params && typeof params === "object" ) {
+		type = "POST";
+	}
+
+	// If we have elements to modify, make the request
+	if ( self.length > 0 ) {
+		jQuery.ajax( {
+			url: url,
+
+			// If "type" variable is undefined, then "GET" method will be used.
+			// Make value of this field explicit since
+			// user can override it through ajaxSetup method
+			type: type || "GET",
+			dataType: "html",
+			data: params
+		} ).done( function( responseText ) {
+
+			// Save response for use in complete callback
+			response = arguments;
+
+			self.html( selector ?
+
+				// If a selector was specified, locate the right elements in a dummy div
+				// Exclude scripts to avoid IE 'Permission Denied' errors
+				jQuery( "<div>" ).append( jQuery.parseHTML( responseText ) ).find( selector ) :
+
+				// Otherwise use the full result
+				responseText );
+
+		// If the request succeeds, this function gets "data", "status", "jqXHR"
+		// but they are ignored because response was set above.
+		// If it fails, this function gets "jqXHR", "status", "error"
+		} ).always( callback && function( jqXHR, status ) {
+			self.each( function() {
+				callback.apply( this, response || [ jqXHR.responseText, status, jqXHR ] );
+			} );
+		} );
+	}
+
+	return this;
+};
+
+
+
+
+jQuery.expr.pseudos.animated = function( elem ) {
+	return jQuery.grep( jQuery.timers, function( fn ) {
+		return elem === fn.elem;
+	} ).length;
+};
+
+
+
+
+jQuery.offset = {
+	setOffset: function( elem, options, i ) {
+		var curPosition, curLeft, curCSSTop, curTop, curOffset, curCSSLeft, calculatePosition,
+			position = jQuery.css( elem, "position" ),
+			curElem = jQuery( elem ),
+			props = {};
+
+		// Set position first, in-case top/left are set even on static elem
+		if ( position === "static" ) {
+			elem.style.position = "relative";
+		}
+
+		curOffset = curElem.offset();
+		curCSSTop = jQuery.css( elem, "top" );
+		curCSSLeft = jQuery.css( elem, "left" );
+		calculatePosition = ( position === "absolute" || position === "fixed" ) &&
+			( curCSSTop + curCSSLeft ).indexOf( "auto" ) > -1;
+
+		// Need to be able to calculate position if either
+		// top or left is auto and position is either absolute or fixed
+		if ( calculatePosition ) {
+			curPosition = curElem.position();
+			curTop = curPosition.top;
+			curLeft = curPosition.left;
+
+		} else {
+			curTop = parseFloat( curCSSTop ) || 0;
+			curLeft = parseFloat( curCSSLeft ) || 0;
+		}
+
+		if ( isFunction( options ) ) {
+
+			// Use jQuery.extend here to allow modification of coordinates argument (gh-1848)
+			options = options.call( elem, i, jQuery.extend( {}, curOffset ) );
+		}
+
+		if ( options.top != null ) {
+			props.top = ( options.top - curOffset.top ) + curTop;
+		}
+		if ( options.left != null ) {
+			props.left = ( options.left - curOffset.left ) + curLeft;
+		}
+
+		if ( "using" in options ) {
+			options.using.call( elem, props );
+
+		} else {
+			if ( typeof props.top === "number" ) {
+				props.top += "px";
+			}
+			if ( typeof props.left === "number" ) {
+				props.left += "px";
+			}
+			curElem.css( props );
+		}
+	}
+};
+
+jQuery.fn.extend( {
+
+	// offset() relates an element's border box to the document origin
+	offset: function( options ) {
+
+		// Preserve chaining for setter
+		if ( arguments.length ) {
+			return options === undefined ?
+				this :
+				this.each( function( i ) {
+					jQuery.offset.setOffset( this, options, i );
+				} );
+		}
+
+		var rect, win,
+			elem = this[ 0 ];
+
+		if ( !elem ) {
+			return;
+		}
+
+		// Return zeros for disconnected and hidden (display: none) elements (gh-2310)
+		// Support: IE <=11 only
+		// Running getBoundingClientRect on a
+		// disconnected node in IE throws an error
+		if ( !elem.getClientRects().length ) {
+			return { top: 0, left: 0 };
+		}
+
+		// Get document-relative position by adding viewport scroll to viewport-relative gBCR
+		rect = elem.getBoundingClientRect();
+		win = elem.ownerDocument.defaultView;
+		return {
+			top: rect.top + win.pageYOffset,
+			left: rect.left + win.pageXOffset
+		};
+	},
+
+	// position() relates an element's margin box to its offset parent's padding box
+	// This corresponds to the behavior of CSS absolute positioning
+	position: function() {
+		if ( !this[ 0 ] ) {
+			return;
+		}
+
+		var offsetParent, offset, doc,
+			elem = this[ 0 ],
+			parentOffset = { top: 0, left: 0 };
+
+		// position:fixed elements are offset from the viewport, which itself always has zero offset
+		if ( jQuery.css( elem, "position" ) === "fixed" ) {
+
+			// Assume position:fixed implies availability of getBoundingClientRect
+			offset = elem.getBoundingClientRect();
+
+		} else {
+			offset = this.offset();
+
+			// Account for the *real* offset parent, which can be the document or its root element
+			// when a statically positioned element is identified
+			doc = elem.ownerDocument;
+			offsetParent = elem.offsetParent || doc.documentElement;
+			while ( offsetParent &&
+				( offsetParent === doc.body || offsetParent === doc.documentElement ) &&
+				jQuery.css( offsetParent, "position" ) === "static" ) {
+
+				offsetParent = offsetParent.parentNode;
+			}
+			if ( offsetParent && offsetParent !== elem && offsetParent.nodeType === 1 ) {
+
+				// Incorporate borders into its offset, since they are outside its content origin
+				parentOffset = jQuery( offsetParent ).offset();
+				parentOffset.top += jQuery.css( offsetParent, "borderTopWidth", true );
+				parentOffset.left += jQuery.css( offsetParent, "borderLeftWidth", true );
+			}
+		}
+
+		// Subtract parent offsets and element margins
+		return {
+			top: offset.top - parentOffset.top - jQuery.css( elem, "marginTop", true ),
+			left: offset.left - parentOffset.left - jQuery.css( elem, "marginLeft", true )
+		};
+	},
+
+	// This method will return documentElement in the following cases:
+	// 1) For the element inside the iframe without offsetParent, this method will return
+	//    documentElement of the parent window
+	// 2) For the hidden or detached element
+	// 3) For body or html element, i.e. in case of the html node - it will return itself
+	//
+	// but those exceptions were never presented as a real life use-cases
+	// and might be considered as more preferable results.
+	//
+	// This logic, however, is not guaranteed and can change at any point in the future
+	offsetParent: function() {
+		return this.map( function() {
+			var offsetParent = this.offsetParent;
+
+			while ( offsetParent && jQuery.css( offsetParent, "position" ) === "static" ) {
+				offsetParent = offsetParent.offsetParent;
+			}
+
+			return offsetParent || documentElement;
+		} );
+	}
+} );
+
+// Create scrollLeft and scrollTop methods
+jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function( method, prop ) {
+	var top = "pageYOffset" === prop;
+
+	jQuery.fn[ method ] = function( val ) {
+		return access( this, function( elem, method, val ) {
+
+			// Coalesce documents and windows
+			var win;
+			if ( isWindow( elem ) ) {
+				win = elem;
+			} else if ( elem.nodeType === 9 ) {
+				win = elem.defaultView;
+			}
+
+			if ( val === undefined ) {
+				return win ? win[ prop ] : elem[ method ];
+			}
+
+			if ( win ) {
+				win.scrollTo(
+					!top ? val : win.pageXOffset,
+					top ? val : win.pageYOffset
+				);
+
+			} else {
+				elem[ method ] = val;
+			}
+		}, method, val, arguments.length );
+	};
+} );
+
+// Support: Safari <=7 - 9.1, Chrome <=37 - 49
+// Add the top/left cssHooks using jQuery.fn.position
+// Webkit bug: https://bugs.webkit.org/show_bug.cgi?id=29084
+// Blink bug: https://bugs.chromium.org/p/chromium/issues/detail?id=589347
+// getComputedStyle returns percent when specified for top/left/bottom/right;
+// rather than make the css module depend on the offset module, just check for it here
+jQuery.each( [ "top", "left" ], function( _i, prop ) {
+	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
+		function( elem, computed ) {
+			if ( computed ) {
+				computed = curCSS( elem, prop );
+
+				// If curCSS returns percentage, fallback to offset
+				return rnumnonpx.test( computed ) ?
+					jQuery( elem ).position()[ prop ] + "px" :
+					computed;
+			}
+		}
+	);
+} );
+
+
+// Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
+jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
+	jQuery.each( { padding: "inner" + name, content: type, "": "outer" + name },
+		function( defaultExtra, funcName ) {
+
+		// Margin is only for outerHeight, outerWidth
+		jQuery.fn[ funcName ] = function( margin, value ) {
+			var chainable = arguments.length && ( defaultExtra || typeof margin !== "boolean" ),
+				extra = defaultExtra || ( margin === true || value === true ? "margin" : "border" );
+
+			return access( this, function( elem, type, value ) {
+				var doc;
+
+				if ( isWindow( elem ) ) {
+
+					// $( window ).outerWidth/Height return w/h including scrollbars (gh-1729)
+					return funcName.indexOf( "outer" ) === 0 ?
+						elem[ "inner" + name ] :
+						elem.document.documentElement[ "client" + name ];
+				}
+
+				// Get document width or height
+				if ( elem.nodeType === 9 ) {
+					doc = elem.documentElement;
+
+					// Either scroll[Width/Height] or offset[Width/Height] or client[Width/Height],
+					// whichever is greatest
+					return Math.max(
+						elem.body[ "scroll" + name ], doc[ "scroll" + name ],
+						elem.body[ "offset" + name ], doc[ "offset" + name ],
+						doc[ "client" + name ]
+					);
+				}
+
+				return value === undefined ?
+
+					// Get width or height on the element, requesting but not forcing parseFloat
+					jQuery.css( elem, type, extra ) :
+
+					// Set width or height on the element
+					jQuery.style( elem, type, value, extra );
+			}, type, chainable ? margin : undefined, chainable );
+		};
+	} );
+} );
+
+
+jQuery.each( [
+	"ajaxStart",
+	"ajaxStop",
+	"ajaxComplete",
+	"ajaxError",
+	"ajaxSuccess",
+	"ajaxSend"
+], function( _i, type ) {
+	jQuery.fn[ type ] = function( fn ) {
+		return this.on( type, fn );
+	};
+} );
+
+
+
+
+jQuery.fn.extend( {
+
+	bind: function( types, data, fn ) {
+		return this.on( types, null, data, fn );
+	},
+	unbind: function( types, fn ) {
+		return this.off( types, null, fn );
+	},
+
+	delegate: function( selector, types, data, fn ) {
+		return this.on( types, selector, data, fn );
+	},
+	undelegate: function( selector, types, fn ) {
+
+		// ( namespace ) or ( selector, types [, fn] )
+		return arguments.length === 1 ?
+			this.off( selector, "**" ) :
+			this.off( types, selector || "**", fn );
+	},
+
+	hover: function( fnOver, fnOut ) {
+		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
+	}
+} );
+
+jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
+	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
+	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
+	function( _i, name ) {
+
+		// Handle event binding
+		jQuery.fn[ name ] = function( data, fn ) {
+			return arguments.length > 0 ?
+				this.on( name, null, data, fn ) :
+				this.trigger( name );
+		};
+	} );
+
+
+
+
+// Support: Android <=4.0 only
+// Make sure we trim BOM and NBSP
+var rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
+
+// Bind a function to a context, optionally partially applying any
+// arguments.
+// jQuery.proxy is deprecated to promote standards (specifically Function#bind)
+// However, it is not slated for removal any time soon
+jQuery.proxy = function( fn, context ) {
+	var tmp, args, proxy;
+
+	if ( typeof context === "string" ) {
+		tmp = fn[ context ];
+		context = fn;
+		fn = tmp;
+	}
+
+	// Quick check to determine if target is callable, in the spec
+	// this throws a TypeError, but we will just return undefined.
+	if ( !isFunction( fn ) ) {
+		return undefined;
+	}
+
+	// Simulated bind
+	args = slice.call( arguments, 2 );
+	proxy = function() {
+		return fn.apply( context || this, args.concat( slice.call( arguments ) ) );
+	};
+
+	// Set the guid of unique handler to the same of original handler, so it can be removed
+	proxy.guid = fn.guid = fn.guid || jQuery.guid++;
+
+	return proxy;
+};
+
+jQuery.holdReady = function( hold ) {
+	if ( hold ) {
+		jQuery.readyWait++;
+	} else {
+		jQuery.ready( true );
+	}
+};
+jQuery.isArray = Array.isArray;
+jQuery.parseJSON = JSON.parse;
+jQuery.nodeName = nodeName;
+jQuery.isFunction = isFunction;
+jQuery.isWindow = isWindow;
+jQuery.camelCase = camelCase;
+jQuery.type = toType;
+
+jQuery.now = Date.now;
+
+jQuery.isNumeric = function( obj ) {
+
+	// As of jQuery 3.0, isNumeric is limited to
+	// strings and numbers (primitives or objects)
+	// that can be coerced to finite numbers (gh-2662)
+	var type = jQuery.type( obj );
+	return ( type === "number" || type === "string" ) &&
+
+		// parseFloat NaNs numeric-cast false positives ("")
+		// ...but misinterprets leading-number strings, particularly hex literals ("0x...")
+		// subtraction forces infinities to NaN
+		!isNaN( obj - parseFloat( obj ) );
+};
+
+jQuery.trim = function( text ) {
+	return text == null ?
+		"" :
+		( text + "" ).replace( rtrim, "" );
+};
+
+
+
+// Register as a named AMD module, since jQuery can be concatenated with other
+// files that may use define, but not via a proper concatenation script that
+// understands anonymous AMD modules. A named AMD is safest and most robust
+// way to register. Lowercase jquery is used because AMD module names are
+// derived from file names, and jQuery is normally delivered in a lowercase
+// file name. Do this after creating the global so that if an AMD module wants
+// to call noConflict to hide this version of jQuery, it will work.
+
+// Note that for maximum portability, libraries that are not jQuery should
+// declare themselves as anonymous modules, and avoid setting a global if an
+// AMD loader is present. jQuery is a special case. For more information, see
+// https://github.com/jrburke/requirejs/wiki/Updating-existing-libraries#wiki-anon
+
+if ( typeof define === "function" && define.amd ) {
+	define( "jquery", [], function() {
+		return jQuery;
+	} );
+}
+
+
+
+
+var
+
+	// Map over jQuery in case of overwrite
+	_jQuery = window.jQuery,
+
+	// Map over the $ in case of overwrite
+	_$ = window.$;
+
+jQuery.noConflict = function( deep ) {
+	if ( window.$ === jQuery ) {
+		window.$ = _$;
+	}
+
+	if ( deep && window.jQuery === jQuery ) {
+		window.jQuery = _jQuery;
+	}
+
+	return jQuery;
+};
+
+// Expose jQuery and $ identifiers, even in AMD
+// (#7102#comment:10, https://github.com/jquery/jquery/pull/557)
+// and CommonJS for browser emulators (#13566)
+if ( typeof noGlobal === "undefined" ) {
+	window.jQuery = window.$ = jQuery;
+}
+
+
+
+
+return jQuery;
+} );
diff --git a/_static/jquery.js b/_static/jquery.js
new file mode 100644
index 0000000..b061403
--- /dev/null
+++ b/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.5.1 | (c) JS Foundation and other contributors | jquery.org/license */
+!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):function(e){if(!e.document)throw new Error("jQuery requires a window with a document");return t(e)}:t(e)}("undefined"!=typeof window?window:this,function(C,e){"use strict";var t=[],r=Object.getPrototypeOf,s=t.slice,g=t.flat?function(e){return t.flat.call(e)}:function(e){return t.concat.apply([],e)},u=t.push,i=t.indexOf,n={},o=n.toString,v=n.hasOwnProperty,a=v.toString,l=a.call(Object),y={},m=function(e){return"function"==typeof e&&"number"!=typeof e.nodeType},x=function(e){return null!=e&&e===e.window},E=C.document,c={type:!0,src:!0,nonce:!0,noModule:!0};function b(e,t,n){var r,i,o=(n=n||E).createElement("script");if(o.text=e,t)for(r in c)(i=t[r]||t.getAttribute&&t.getAttribute(r))&&o.setAttribute(r,i);n.head.appendChild(o).parentNode.removeChild(o)}function w(e){return null==e?e+"":"object"==typeof e||"function"==typeof e?n[o.call(e)]||"object":typeof e}var 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new file mode 100644
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+!function(n){var e={};function t(i){if(e[i])return e[i].exports;var o=e[i]={i:i,l:!1,exports:{}};return n[i].call(o.exports,o,o.exports,t),o.l=!0,o.exports}t.m=n,t.c=e,t.d=function(n,e,i){t.o(n,e)||Object.defineProperty(n,e,{enumerable:!0,get:i})},t.r=function(n){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(n,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(n,"__esModule",{value:!0})},t.t=function(n,e){if(1&e&&(n=t(n)),8&e)return n;if(4&e&&"object"==typeof n&&n&&n.__esModule)return n;var i=Object.create(null);if(t.r(i),Object.defineProperty(i,"default",{enumerable:!0,value:n}),2&e&&"string"!=typeof n)for(var o in n)t.d(i,o,function(e){return n[e]}.bind(null,o));return i},t.n=function(n){var e=n&&n.__esModule?function(){return n.default}:function(){return n};return t.d(e,"a",e),e},t.o=function(n,e){return Object.prototype.hasOwnProperty.call(n,e)},t.p="",t(t.s=0)}([function(n,e,t){t(1),n.exports=t(3)},function(n,e,t){(function(){var e="undefined"!=typeof window?window.jQuery:t(2);n.exports.ThemeNav={navBar:null,win:null,winScroll:!1,winResize:!1,linkScroll:!1,winPosition:0,winHeight:null,docHeight:null,isRunning:!1,enable:function(n){var t=this;void 0===n&&(n=!0),t.isRunning||(t.isRunning=!0,e((function(e){t.init(e),t.reset(),t.win.on("hashchange",t.reset),n&&t.win.on("scroll",(function(){t.linkScroll||t.winScroll||(t.winScroll=!0,requestAnimationFrame((function(){t.onScroll()})))})),t.win.on("resize",(function(){t.winResize||(t.winResize=!0,requestAnimationFrame((function(){t.onResize()})))})),t.onResize()})))},enableSticky:function(){this.enable(!0)},init:function(n){n(document);var e=this;this.navBar=n("div.wy-side-scroll:first"),this.win=n(window),n(document).on("click","[data-toggle='wy-nav-top']",(function(){n("[data-toggle='wy-nav-shift']").toggleClass("shift"),n("[data-toggle='rst-versions']").toggleClass("shift")})).on("click",".wy-menu-vertical .current ul li a",(function(){var t=n(this);n("[data-toggle='wy-nav-shift']").removeClass("shift"),n("[data-toggle='rst-versions']").toggleClass("shift"),e.toggleCurrent(t),e.hashChange()})).on("click","[data-toggle='rst-current-version']",(function(){n("[data-toggle='rst-versions']").toggleClass("shift-up")})),n("table.docutils:not(.field-list,.footnote,.citation)").wrap("<div class='wy-table-responsive'></div>"),n("table.docutils.footnote").wrap("<div class='wy-table-responsive footnote'></div>"),n("table.docutils.citation").wrap("<div class='wy-table-responsive citation'></div>"),n(".wy-menu-vertical ul").not(".simple").siblings("a").each((function(){var t=n(this);expand=n('<span class="toctree-expand"></span>'),expand.on("click",(function(n){return e.toggleCurrent(t),n.stopPropagation(),!1})),t.prepend(expand)}))},reset:function(){var n=encodeURI(window.location.hash)||"#";try{var e=$(".wy-menu-vertical"),t=e.find('[href="'+n+'"]');if(0===t.length){var i=$('.document [id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}t.length>0&&($(".wy-menu-vertical .current").removeClass("current"),t.addClass("current"),t.closest("li.toctree-l1").addClass("current"),t.closest("li.toctree-l1").parent().addClass("current"),t.closest("li.toctree-l1").addClass("current"),t.closest("li.toctree-l2").addClass("current"),t.closest("li.toctree-l3").addClass("current"),t.closest("li.toctree-l4").addClass("current"),t.closest("li.toctree-l5").addClass("current"),t[0].scrollIntoView())}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(document).height()},hashChange:function(){this.linkScroll=!0,this.win.one("hashchange",(function(){this.linkScroll=!1}))},toggleCurrent:function(n){var e=n.closest("li");e.siblings("li.current").removeClass("current"),e.siblings().find("li.current").removeClass("current"),e.find("> ul li.current").removeClass("current"),e.toggleClass("current")}},"undefined"!=typeof window&&(window.SphinxRtdTheme={Navigation:n.exports.ThemeNav,StickyNav:n.exports.ThemeNav}),function(){for(var n=0,e=["ms","moz","webkit","o"],t=0;t<e.length&&!window.requestAnimationFrame;++t)window.requestAnimationFrame=window[e[t]+"RequestAnimationFrame"],window.cancelAnimationFrame=window[e[t]+"CancelAnimationFrame"]||window[e[t]+"CancelRequestAnimationFrame"];window.requestAnimationFrame||(window.requestAnimationFrame=function(e,t){var i=(new Date).getTime(),o=Math.max(0,16-(i-n)),r=window.setTimeout((function(){e(i+o)}),o);return n=i+o,r}),window.cancelAnimationFrame||(window.cancelAnimationFrame=function(n){clearTimeout(n)})}()}).call(window)},function(n,e){n.exports=jQuery},function(n,e,t){}]);
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diff --git a/_static/language_data.js b/_static/language_data.js
new file mode 100644
index 0000000..d2b4ee9
--- /dev/null
+++ b/_static/language_data.js
@@ -0,0 +1,297 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a","and","are","as","at","be","but","by","for","if","in","into","is","it","near","no","not","of","on","or","such","that","the","their","then","there","these","they","this","to","was","will","with"];
+
+
+/* Non-minified version JS is _stemmer.js if file is provided */ 
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
+
+
+
+
+var splitChars = (function() {
+    var result = {};
+    var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648,
+         1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702,
+         2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971,
+         2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345,
+         3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761,
+         3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823,
+         4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125,
+         8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695,
+         11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587,
+         43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141];
+    var i, j, start, end;
+    for (i = 0; i < singles.length; i++) {
+        result[singles[i]] = true;
+    }
+    var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709],
+         [722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161],
+         [1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568],
+         [1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807],
+         [1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047],
+         [2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383],
+         [2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450],
+         [2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547],
+         [2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673],
+         [2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820],
+         [2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946],
+         [2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023],
+         [3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173],
+         [3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332],
+         [3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481],
+         [3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718],
+         [3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791],
+         [3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095],
+         [4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205],
+         [4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687],
+         [4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968],
+         [4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869],
+         [5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102],
+         [6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271],
+         [6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592],
+         [6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822],
+         [6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167],
+         [7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959],
+         [7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143],
+         [8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318],
+         [8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483],
+         [8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101],
+         [10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567],
+         [11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292],
+         [12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444],
+         [12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783],
+         [12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311],
+         [19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511],
+         [42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774],
+         [42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071],
+         [43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263],
+         [43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519],
+         [43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647],
+         [43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967],
+         [44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295],
+         [57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274],
+         [64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007],
+         [65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381],
+         [65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]];
+    for (i = 0; i < ranges.length; i++) {
+        start = ranges[i][0];
+        end = ranges[i][1];
+        for (j = start; j <= end; j++) {
+            result[j] = true;
+        }
+    }
+    return result;
+})();
+
+function splitQuery(query) {
+    var result = [];
+    var start = -1;
+    for (var i = 0; i < query.length; i++) {
+        if (splitChars[query.charCodeAt(i)]) {
+            if (start !== -1) {
+                result.push(query.slice(start, i));
+                start = -1;
+            }
+        } else if (start === -1) {
+            start = i;
+        }
+    }
+    if (start !== -1) {
+        result.push(query.slice(start));
+    }
+    return result;
+}
+
+
diff --git a/_static/minus.png b/_static/minus.png
new file mode 100644
index 0000000000000000000000000000000000000000..d96755fdaf8bb2214971e0db9c1fd3077d7c419d
GIT binary patch
literal 90
zcmeAS@N?(olHy`uVBq!ia0vp^+#t*WBp7;*Yy1LIik>cxAr*|t7R?Mi>2?kWtu=nj
kDsEF_5m^0CR;1wuP-*O&G^0G}KYk!hp00i_>zopr08q^qX#fBK

literal 0
HcmV?d00001

diff --git a/_static/plus.png b/_static/plus.png
new file mode 100644
index 0000000000000000000000000000000000000000..7107cec93a979b9a5f64843235a16651d563ce2d
GIT binary patch
literal 90
zcmeAS@N?(olHy`uVBq!ia0vp^+#t*WBp7;*Yy1LIik>cxAr*|t7R?Mi>2?kWtu>-2
m3q%Vub%g%s<8sJhVPMczOq}xhg9DJoz~JfX=d#Wzp$Pyb1r*Kz

literal 0
HcmV?d00001

diff --git a/_static/pygments.css b/_static/pygments.css
new file mode 100644
index 0000000..20c4814
--- /dev/null
+++ b/_static/pygments.css
@@ -0,0 +1,69 @@
+.highlight .hll { background-color: #ffffcc }
+.highlight  { background: #eeffcc; }
+.highlight .c { color: #408090; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #007020; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408090; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408090; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #007020 } /* Comment.Preproc */
+.highlight .cpf { color: #408090; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408090; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408090; background-color: #fff0f0 } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #333333 } /* Generic.Output */
+.highlight .gp { color: #c65d09; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #007020; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #007020; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #007020; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #007020 } /* Keyword.Pseudo */
+.highlight .kr { color: #007020; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #902000 } /* Keyword.Type */
+.highlight .m { color: #208050 } /* Literal.Number */
+.highlight .s { color: #4070a0 } /* Literal.String */
+.highlight .na { color: #4070a0 } /* Name.Attribute */
+.highlight .nb { color: #007020 } /* Name.Builtin */
+.highlight .nc { color: #0e84b5; font-weight: bold } /* Name.Class */
+.highlight .no { color: #60add5 } /* Name.Constant */
+.highlight .nd { color: #555555; font-weight: bold } /* Name.Decorator */
+.highlight .ni { color: #d55537; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #007020 } /* Name.Exception */
+.highlight .nf { color: #06287e } /* Name.Function */
+.highlight .nl { color: #002070; font-weight: bold } /* Name.Label */
+.highlight .nn { color: #0e84b5; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #062873; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #bb60d5 } /* Name.Variable */
+.highlight .ow { color: #007020; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #208050 } /* Literal.Number.Bin */
+.highlight .mf { color: #208050 } /* Literal.Number.Float */
+.highlight .mh { color: #208050 } /* Literal.Number.Hex */
+.highlight .mi { color: #208050 } /* Literal.Number.Integer */
+.highlight .mo { color: #208050 } /* Literal.Number.Oct */
+.highlight .sa { color: #4070a0 } /* Literal.String.Affix */
+.highlight .sb { color: #4070a0 } /* Literal.String.Backtick */
+.highlight .sc { color: #4070a0 } /* Literal.String.Char */
+.highlight .dl { color: #4070a0 } /* Literal.String.Delimiter */
+.highlight .sd { color: #4070a0; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #4070a0 } /* Literal.String.Double */
+.highlight .se { color: #4070a0; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #4070a0 } /* Literal.String.Heredoc */
+.highlight .si { color: #70a0d0; font-style: italic } /* Literal.String.Interpol */
+.highlight .sx { color: #c65d09 } /* Literal.String.Other */
+.highlight .sr { color: #235388 } /* Literal.String.Regex */
+.highlight .s1 { color: #4070a0 } /* Literal.String.Single */
+.highlight .ss { color: #517918 } /* Literal.String.Symbol */
+.highlight .bp { color: #007020 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #06287e } /* Name.Function.Magic */
+.highlight .vc { color: #bb60d5 } /* Name.Variable.Class */
+.highlight .vg { color: #bb60d5 } /* Name.Variable.Global */
+.highlight .vi { color: #bb60d5 } /* Name.Variable.Instance */
+.highlight .vm { color: #bb60d5 } /* Name.Variable.Magic */
+.highlight .il { color: #208050 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/_static/searchtools.js b/_static/searchtools.js
new file mode 100644
index 0000000..970d0d9
--- /dev/null
+++ b/_static/searchtools.js
@@ -0,0 +1,514 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+if (!Scorer) {
+  /**
+   * Simple result scoring code.
+   */
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [filename, title, anchor, descr, score]
+    // and returns the new score.
+    /*
+    score: function(result) {
+      return result[4];
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {0:  15,   // used to be importantResults
+              1:  5,   // used to be objectResults
+              2: -5},  // used to be unimportantResults
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2
+  };
+}
+
+if (!splitQuery) {
+  function splitQuery(query) {
+    return query.split(/\s+/);
+  }
+}
+
+/**
+ * Search Module
+ */
+var Search = {
+
+  _index : null,
+  _queued_query : null,
+  _pulse_status : -1,
+
+  htmlToText : function(htmlString) {
+      var htmlElement = document.createElement('span');
+      htmlElement.innerHTML = htmlString;
+      $(htmlElement).find('.headerlink').remove();
+      docContent = $(htmlElement).find('[role=main]')[0];
+      if(docContent === undefined) {
+          console.warn("Content block not found. Sphinx search tries to obtain it " +
+                       "via '[role=main]'. Could you check your theme or template.");
+          return "";
+      }
+      return docContent.textContent || docContent.innerText;
+  },
+
+  init : function() {
+      var params = $.getQueryParameters();
+      if (params.q) {
+          var query = params.q[0];
+          $('input[name="q"]')[0].value = query;
+          this.performSearch(query);
+      }
+  },
+
+  loadIndex : function(url) {
+    $.ajax({type: "GET", url: url, data: null,
+            dataType: "script", cache: true,
+            complete: function(jqxhr, textstatus) {
+              if (textstatus != "success") {
+                document.getElementById("searchindexloader").src = url;
+              }
+            }});
+  },
+
+  setIndex : function(index) {
+    var q;
+    this._index = index;
+    if ((q = this._queued_query) !== null) {
+      this._queued_query = null;
+      Search.query(q);
+    }
+  },
+
+  hasIndex : function() {
+      return this._index !== null;
+  },
+
+  deferQuery : function(query) {
+      this._queued_query = query;
+  },
+
+  stopPulse : function() {
+      this._pulse_status = 0;
+  },
+
+  startPulse : function() {
+    if (this._pulse_status >= 0)
+        return;
+    function pulse() {
+      var i;
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      var dotString = '';
+      for (i = 0; i < Search._pulse_status; i++)
+        dotString += '.';
+      Search.dots.text(dotString);
+      if (Search._pulse_status > -1)
+        window.setTimeout(pulse, 500);
+    }
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch : function(query) {
+    // create the required interface elements
+    this.out = $('#search-results');
+    this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
+    this.dots = $('<span></span>').appendTo(this.title);
+    this.status = $('<p class="search-summary">&nbsp;</p>').appendTo(this.out);
+    this.output = $('<ul class="search"/>').appendTo(this.out);
+
+    $('#search-progress').text(_('Preparing search...'));
+    this.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (this.hasIndex())
+      this.query(query);
+    else
+      this.deferQuery(query);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query : function(query) {
+    var i;
+
+    // stem the searchterms and add them to the correct list
+    var stemmer = new Stemmer();
+    var searchterms = [];
+    var excluded = [];
+    var hlterms = [];
+    var tmp = splitQuery(query);
+    var objectterms = [];
+    for (i = 0; i < tmp.length; i++) {
+      if (tmp[i] !== "") {
+          objectterms.push(tmp[i].toLowerCase());
+      }
+
+      if ($u.indexOf(stopwords, tmp[i].toLowerCase()) != -1 || tmp[i] === "") {
+        // skip this "word"
+        continue;
+      }
+      // stem the word
+      var word = stemmer.stemWord(tmp[i].toLowerCase());
+      // prevent stemmer from cutting word smaller than two chars
+      if(word.length < 3 && tmp[i].length >= 3) {
+        word = tmp[i];
+      }
+      var toAppend;
+      // select the correct list
+      if (word[0] == '-') {
+        toAppend = excluded;
+        word = word.substr(1);
+      }
+      else {
+        toAppend = searchterms;
+        hlterms.push(tmp[i].toLowerCase());
+      }
+      // only add if not already in the list
+      if (!$u.contains(toAppend, word))
+        toAppend.push(word);
+    }
+    var highlightstring = '?highlight=' + $.urlencode(hlterms.join(" "));
+
+    // console.debug('SEARCH: searching for:');
+    // console.info('required: ', searchterms);
+    // console.info('excluded: ', excluded);
+
+    // prepare search
+    var terms = this._index.terms;
+    var titleterms = this._index.titleterms;
+
+    // array of [filename, title, anchor, descr, score]
+    var results = [];
+    $('#search-progress').empty();
+
+    // lookup as object
+    for (i = 0; i < objectterms.length; i++) {
+      var others = [].concat(objectterms.slice(0, i),
+                             objectterms.slice(i+1, objectterms.length));
+      results = results.concat(this.performObjectSearch(objectterms[i], others));
+    }
+
+    // lookup as search terms in fulltext
+    results = results.concat(this.performTermsSearch(searchterms, excluded, terms, titleterms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      for (i = 0; i < results.length; i++)
+        results[i][4] = Scorer.score(results[i]);
+    }
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort(function(a, b) {
+      var left = a[4];
+      var right = b[4];
+      if (left > right) {
+        return 1;
+      } else if (left < right) {
+        return -1;
+      } else {
+        // same score: sort alphabetically
+        left = a[1].toLowerCase();
+        right = b[1].toLowerCase();
+        return (left > right) ? -1 : ((left < right) ? 1 : 0);
+      }
+    });
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    //console.info('search results:', Search.lastresults);
+
+    // print the results
+    var resultCount = results.length;
+    function displayNextItem() {
+      // results left, load the summary and display it
+      if (results.length) {
+        var item = results.pop();
+        var listItem = $('<li style="display:none"></li>');
+        var requestUrl = "";
+        var linkUrl = "";
+        if (DOCUMENTATION_OPTIONS.BUILDER === 'dirhtml') {
+          // dirhtml builder
+          var dirname = item[0] + '/';
+          if (dirname.match(/\/index\/$/)) {
+            dirname = dirname.substring(0, dirname.length-6);
+          } else if (dirname == 'index/') {
+            dirname = '';
+          }
+          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + dirname;
+          linkUrl = requestUrl;
+
+        } else {
+          // normal html builders
+          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+          linkUrl = item[0] + DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+        }
+        listItem.append($('<a/>').attr('href',
+            linkUrl +
+            highlightstring + item[2]).html(item[1]));
+        if (item[3]) {
+          listItem.append($('<span> (' + item[3] + ')</span>'));
+          Search.output.append(listItem);
+          listItem.slideDown(5, function() {
+            displayNextItem();
+          });
+        } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
+          $.ajax({url: requestUrl,
+                  dataType: "text",
+                  complete: function(jqxhr, textstatus) {
+                    var data = jqxhr.responseText;
+                    if (data !== '' && data !== undefined) {
+                      listItem.append(Search.makeSearchSummary(data, searchterms, hlterms));
+                    }
+                    Search.output.append(listItem);
+                    listItem.slideDown(5, function() {
+                      displayNextItem();
+                    });
+                  }});
+        } else {
+          // no source available, just display title
+          Search.output.append(listItem);
+          listItem.slideDown(5, function() {
+            displayNextItem();
+          });
+        }
+      }
+      // search finished, update title and status message
+      else {
+        Search.stopPulse();
+        Search.title.text(_('Search Results'));
+        if (!resultCount)
+          Search.status.text(_('Your search did not match any documents. Please make sure that all words are spelled correctly and that you\'ve selected enough categories.'));
+        else
+            Search.status.text(_('Search finished, found %s page(s) matching the search query.').replace('%s', resultCount));
+        Search.status.fadeIn(500);
+      }
+    }
+    displayNextItem();
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch : function(object, otherterms) {
+    var filenames = this._index.filenames;
+    var docnames = this._index.docnames;
+    var objects = this._index.objects;
+    var objnames = this._index.objnames;
+    var titles = this._index.titles;
+
+    var i;
+    var results = [];
+
+    for (var prefix in objects) {
+      for (var name in objects[prefix]) {
+        var fullname = (prefix ? prefix + '.' : '') + name;
+        var fullnameLower = fullname.toLowerCase()
+        if (fullnameLower.indexOf(object) > -1) {
+          var score = 0;
+          var parts = fullnameLower.split('.');
+          // check for different match types: exact matches of full name or
+          // "last name" (i.e. last dotted part)
+          if (fullnameLower == object || parts[parts.length - 1] == object) {
+            score += Scorer.objNameMatch;
+          // matches in last name
+          } else if (parts[parts.length - 1].indexOf(object) > -1) {
+            score += Scorer.objPartialMatch;
+          }
+          var match = objects[prefix][name];
+          var objname = objnames[match[1]][2];
+          var title = titles[match[0]];
+          // If more than one term searched for, we require other words to be
+          // found in the name/title/description
+          if (otherterms.length > 0) {
+            var haystack = (prefix + ' ' + name + ' ' +
+                            objname + ' ' + title).toLowerCase();
+            var allfound = true;
+            for (i = 0; i < otherterms.length; i++) {
+              if (haystack.indexOf(otherterms[i]) == -1) {
+                allfound = false;
+                break;
+              }
+            }
+            if (!allfound) {
+              continue;
+            }
+          }
+          var descr = objname + _(', in ') + title;
+
+          var anchor = match[3];
+          if (anchor === '')
+            anchor = fullname;
+          else if (anchor == '-')
+            anchor = objnames[match[1]][1] + '-' + fullname;
+          // add custom score for some objects according to scorer
+          if (Scorer.objPrio.hasOwnProperty(match[2])) {
+            score += Scorer.objPrio[match[2]];
+          } else {
+            score += Scorer.objPrioDefault;
+          }
+          results.push([docnames[match[0]], fullname, '#'+anchor, descr, score, filenames[match[0]]]);
+        }
+      }
+    }
+
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch : function(searchterms, excluded, terms, titleterms) {
+    var docnames = this._index.docnames;
+    var filenames = this._index.filenames;
+    var titles = this._index.titles;
+
+    var i, j, file;
+    var fileMap = {};
+    var scoreMap = {};
+    var results = [];
+
+    // perform the search on the required terms
+    for (i = 0; i < searchterms.length; i++) {
+      var word = searchterms[i];
+      var files = [];
+      var _o = [
+        {files: terms[word], score: Scorer.term},
+        {files: titleterms[word], score: Scorer.title}
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        for (var w in terms) {
+          if (w.match(word) && !terms[word]) {
+            _o.push({files: terms[w], score: Scorer.partialTerm})
+          }
+        }
+        for (var w in titleterms) {
+          if (w.match(word) && !titleterms[word]) {
+              _o.push({files: titleterms[w], score: Scorer.partialTitle})
+          }
+        }
+      }
+
+      // no match but word was a required one
+      if ($u.every(_o, function(o){return o.files === undefined;})) {
+        break;
+      }
+      // found search word in contents
+      $u.each(_o, function(o) {
+        var _files = o.files;
+        if (_files === undefined)
+          return
+
+        if (_files.length === undefined)
+          _files = [_files];
+        files = files.concat(_files);
+
+        // set score for the word in each file to Scorer.term
+        for (j = 0; j < _files.length; j++) {
+          file = _files[j];
+          if (!(file in scoreMap))
+            scoreMap[file] = {};
+          scoreMap[file][word] = o.score;
+        }
+      });
+
+      // create the mapping
+      for (j = 0; j < files.length; j++) {
+        file = files[j];
+        if (file in fileMap && fileMap[file].indexOf(word) === -1)
+          fileMap[file].push(word);
+        else
+          fileMap[file] = [word];
+      }
+    }
+
+    // now check if the files don't contain excluded terms
+    for (file in fileMap) {
+      var valid = true;
+
+      // check if all requirements are matched
+      var filteredTermCount = // as search terms with length < 3 are discarded: ignore
+        searchterms.filter(function(term){return term.length > 2}).length
+      if (
+        fileMap[file].length != searchterms.length &&
+        fileMap[file].length != filteredTermCount
+      ) continue;
+
+      // ensure that none of the excluded terms is in the search result
+      for (i = 0; i < excluded.length; i++) {
+        if (terms[excluded[i]] == file ||
+            titleterms[excluded[i]] == file ||
+            $u.contains(terms[excluded[i]] || [], file) ||
+            $u.contains(titleterms[excluded[i]] || [], file)) {
+          valid = false;
+          break;
+        }
+      }
+
+      // if we have still a valid result we can add it to the result list
+      if (valid) {
+        // select one (max) score for the file.
+        // for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
+        var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
+        results.push([docnames[file], titles[file], '', null, score, filenames[file]]);
+      }
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words, hlwords is the list of normal, unstemmed
+   * words. the first one is used to find the occurrence, the
+   * latter for highlighting it.
+   */
+  makeSearchSummary : function(htmlText, keywords, hlwords) {
+    var text = Search.htmlToText(htmlText);
+    var textLower = text.toLowerCase();
+    var start = 0;
+    $.each(keywords, function() {
+      var i = textLower.indexOf(this.toLowerCase());
+      if (i > -1)
+        start = i;
+    });
+    start = Math.max(start - 120, 0);
+    var excerpt = ((start > 0) ? '...' : '') +
+      $.trim(text.substr(start, 240)) +
+      ((start + 240 - text.length) ? '...' : '');
+    var rv = $('<div class="context"></div>').text(excerpt);
+    $.each(hlwords, function() {
+      rv = rv.highlightText(this, 'highlighted');
+    });
+    return rv;
+  }
+};
+
+$(document).ready(function() {
+  Search.init();
+});
diff --git a/_static/underscore-1.3.1.js b/_static/underscore-1.3.1.js
new file mode 100644
index 0000000..208d4cd
--- /dev/null
+++ b/_static/underscore-1.3.1.js
@@ -0,0 +1,999 @@
+//     Underscore.js 1.3.1
+//     (c) 2009-2012 Jeremy Ashkenas, DocumentCloud Inc.
+//     Underscore is freely distributable under the MIT license.
+//     Portions of Underscore are inspired or borrowed from Prototype,
+//     Oliver Steele's Functional, and John Resig's Micro-Templating.
+//     For all details and documentation:
+//     http://documentcloud.github.com/underscore
+
+(function() {
+
+  // Baseline setup
+  // --------------
+
+  // Establish the root object, `window` in the browser, or `global` on the server.
+  var root = this;
+
+  // Save the previous value of the `_` variable.
+  var previousUnderscore = root._;
+
+  // Establish the object that gets returned to break out of a loop iteration.
+  var breaker = {};
+
+  // Save bytes in the minified (but not gzipped) version:
+  var ArrayProto = Array.prototype, ObjProto = Object.prototype, FuncProto = Function.prototype;
+
+  // Create quick reference variables for speed access to core prototypes.
+  var slice            = ArrayProto.slice,
+      unshift          = ArrayProto.unshift,
+      toString         = ObjProto.toString,
+      hasOwnProperty   = ObjProto.hasOwnProperty;
+
+  // All **ECMAScript 5** native function implementations that we hope to use
+  // are declared here.
+  var
+    nativeForEach      = ArrayProto.forEach,
+    nativeMap          = ArrayProto.map,
+    nativeReduce       = ArrayProto.reduce,
+    nativeReduceRight  = ArrayProto.reduceRight,
+    nativeFilter       = ArrayProto.filter,
+    nativeEvery        = ArrayProto.every,
+    nativeSome         = ArrayProto.some,
+    nativeIndexOf      = ArrayProto.indexOf,
+    nativeLastIndexOf  = ArrayProto.lastIndexOf,
+    nativeIsArray      = Array.isArray,
+    nativeKeys         = Object.keys,
+    nativeBind         = FuncProto.bind;
+
+  // Create a safe reference to the Underscore object for use below.
+  var _ = function(obj) { return new wrapper(obj); };
+
+  // Export the Underscore object for **Node.js**, with
+  // backwards-compatibility for the old `require()` API. If we're in
+  // the browser, add `_` as a global object via a string identifier,
+  // for Closure Compiler "advanced" mode.
+  if (typeof exports !== 'undefined') {
+    if (typeof module !== 'undefined' && module.exports) {
+      exports = module.exports = _;
+    }
+    exports._ = _;
+  } else {
+    root['_'] = _;
+  }
+
+  // Current version.
+  _.VERSION = '1.3.1';
+
+  // Collection Functions
+  // --------------------
+
+  // The cornerstone, an `each` implementation, aka `forEach`.
+  // Handles objects with the built-in `forEach`, arrays, and raw objects.
+  // Delegates to **ECMAScript 5**'s native `forEach` if available.
+  var each = _.each = _.forEach = function(obj, iterator, context) {
+    if (obj == null) return;
+    if (nativeForEach && obj.forEach === nativeForEach) {
+      obj.forEach(iterator, context);
+    } else if (obj.length === +obj.length) {
+      for (var i = 0, l = obj.length; i < l; i++) {
+        if (i in obj && iterator.call(context, obj[i], i, obj) === breaker) return;
+      }
+    } else {
+      for (var key in obj) {
+        if (_.has(obj, key)) {
+          if (iterator.call(context, obj[key], key, obj) === breaker) return;
+        }
+      }
+    }
+  };
+
+  // Return the results of applying the iterator to each element.
+  // Delegates to **ECMAScript 5**'s native `map` if available.
+  _.map = _.collect = function(obj, iterator, context) {
+    var results = [];
+    if (obj == null) return results;
+    if (nativeMap && obj.map === nativeMap) return obj.map(iterator, context);
+    each(obj, function(value, index, list) {
+      results[results.length] = iterator.call(context, value, index, list);
+    });
+    if (obj.length === +obj.length) results.length = obj.length;
+    return results;
+  };
+
+  // **Reduce** builds up a single result from a list of values, aka `inject`,
+  // or `foldl`. Delegates to **ECMAScript 5**'s native `reduce` if available.
+  _.reduce = _.foldl = _.inject = function(obj, iterator, memo, context) {
+    var initial = arguments.length > 2;
+    if (obj == null) obj = [];
+    if (nativeReduce && obj.reduce === nativeReduce) {
+      if (context) iterator = _.bind(iterator, context);
+      return initial ? obj.reduce(iterator, memo) : obj.reduce(iterator);
+    }
+    each(obj, function(value, index, list) {
+      if (!initial) {
+        memo = value;
+        initial = true;
+      } else {
+        memo = iterator.call(context, memo, value, index, list);
+      }
+    });
+    if (!initial) throw new TypeError('Reduce of empty array with no initial value');
+    return memo;
+  };
+
+  // The right-associative version of reduce, also known as `foldr`.
+  // Delegates to **ECMAScript 5**'s native `reduceRight` if available.
+  _.reduceRight = _.foldr = function(obj, iterator, memo, context) {
+    var initial = arguments.length > 2;
+    if (obj == null) obj = [];
+    if (nativeReduceRight && obj.reduceRight === nativeReduceRight) {
+      if (context) iterator = _.bind(iterator, context);
+      return initial ? obj.reduceRight(iterator, memo) : obj.reduceRight(iterator);
+    }
+    var reversed = _.toArray(obj).reverse();
+    if (context && !initial) iterator = _.bind(iterator, context);
+    return initial ? _.reduce(reversed, iterator, memo, context) : _.reduce(reversed, iterator);
+  };
+
+  // Return the first value which passes a truth test. Aliased as `detect`.
+  _.find = _.detect = function(obj, iterator, context) {
+    var result;
+    any(obj, function(value, index, list) {
+      if (iterator.call(context, value, index, list)) {
+        result = value;
+        return true;
+      }
+    });
+    return result;
+  };
+
+  // Return all the elements that pass a truth test.
+  // Delegates to **ECMAScript 5**'s native `filter` if available.
+  // Aliased as `select`.
+  _.filter = _.select = function(obj, iterator, context) {
+    var results = [];
+    if (obj == null) return results;
+    if (nativeFilter && obj.filter === nativeFilter) return obj.filter(iterator, context);
+    each(obj, function(value, index, list) {
+      if (iterator.call(context, value, index, list)) results[results.length] = value;
+    });
+    return results;
+  };
+
+  // Return all the elements for which a truth test fails.
+  _.reject = function(obj, iterator, context) {
+    var results = [];
+    if (obj == null) return results;
+    each(obj, function(value, index, list) {
+      if (!iterator.call(context, value, index, list)) results[results.length] = value;
+    });
+    return results;
+  };
+
+  // Determine whether all of the elements match a truth test.
+  // Delegates to **ECMAScript 5**'s native `every` if available.
+  // Aliased as `all`.
+  _.every = _.all = function(obj, iterator, context) {
+    var result = true;
+    if (obj == null) return result;
+    if (nativeEvery && obj.every === nativeEvery) return obj.every(iterator, context);
+    each(obj, function(value, index, list) {
+      if (!(result = result && iterator.call(context, value, index, list))) return breaker;
+    });
+    return result;
+  };
+
+  // Determine if at least one element in the object matches a truth test.
+  // Delegates to **ECMAScript 5**'s native `some` if available.
+  // Aliased as `any`.
+  var any = _.some = _.any = function(obj, iterator, context) {
+    iterator || (iterator = _.identity);
+    var result = false;
+    if (obj == null) return result;
+    if (nativeSome && obj.some === nativeSome) return obj.some(iterator, context);
+    each(obj, function(value, index, list) {
+      if (result || (result = iterator.call(context, value, index, list))) return breaker;
+    });
+    return !!result;
+  };
+
+  // Determine if a given value is included in the array or object using `===`.
+  // Aliased as `contains`.
+  _.include = _.contains = function(obj, target) {
+    var found = false;
+    if (obj == null) return found;
+    if (nativeIndexOf && obj.indexOf === nativeIndexOf) return obj.indexOf(target) != -1;
+    found = any(obj, function(value) {
+      return value === target;
+    });
+    return found;
+  };
+
+  // Invoke a method (with arguments) on every item in a collection.
+  _.invoke = function(obj, method) {
+    var args = slice.call(arguments, 2);
+    return _.map(obj, function(value) {
+      return (_.isFunction(method) ? method || value : value[method]).apply(value, args);
+    });
+  };
+
+  // Convenience version of a common use case of `map`: fetching a property.
+  _.pluck = function(obj, key) {
+    return _.map(obj, function(value){ return value[key]; });
+  };
+
+  // Return the maximum element or (element-based computation).
+  _.max = function(obj, iterator, context) {
+    if (!iterator && _.isArray(obj)) return Math.max.apply(Math, obj);
+    if (!iterator && _.isEmpty(obj)) return -Infinity;
+    var result = {computed : -Infinity};
+    each(obj, function(value, index, list) {
+      var computed = iterator ? iterator.call(context, value, index, list) : value;
+      computed >= result.computed && (result = {value : value, computed : computed});
+    });
+    return result.value;
+  };
+
+  // Return the minimum element (or element-based computation).
+  _.min = function(obj, iterator, context) {
+    if (!iterator && _.isArray(obj)) return Math.min.apply(Math, obj);
+    if (!iterator && _.isEmpty(obj)) return Infinity;
+    var result = {computed : Infinity};
+    each(obj, function(value, index, list) {
+      var computed = iterator ? iterator.call(context, value, index, list) : value;
+      computed < result.computed && (result = {value : value, computed : computed});
+    });
+    return result.value;
+  };
+
+  // Shuffle an array.
+  _.shuffle = function(obj) {
+    var shuffled = [], rand;
+    each(obj, function(value, index, list) {
+      if (index == 0) {
+        shuffled[0] = value;
+      } else {
+        rand = Math.floor(Math.random() * (index + 1));
+        shuffled[index] = shuffled[rand];
+        shuffled[rand] = value;
+      }
+    });
+    return shuffled;
+  };
+
+  // Sort the object's values by a criterion produced by an iterator.
+  _.sortBy = function(obj, iterator, context) {
+    return _.pluck(_.map(obj, function(value, index, list) {
+      return {
+        value : value,
+        criteria : iterator.call(context, value, index, list)
+      };
+    }).sort(function(left, right) {
+      var a = left.criteria, b = right.criteria;
+      return a < b ? -1 : a > b ? 1 : 0;
+    }), 'value');
+  };
+
+  // Groups the object's values by a criterion. Pass either a string attribute
+  // to group by, or a function that returns the criterion.
+  _.groupBy = function(obj, val) {
+    var result = {};
+    var iterator = _.isFunction(val) ? val : function(obj) { return obj[val]; };
+    each(obj, function(value, index) {
+      var key = iterator(value, index);
+      (result[key] || (result[key] = [])).push(value);
+    });
+    return result;
+  };
+
+  // Use a comparator function to figure out at what index an object should
+  // be inserted so as to maintain order. Uses binary search.
+  _.sortedIndex = function(array, obj, iterator) {
+    iterator || (iterator = _.identity);
+    var low = 0, high = array.length;
+    while (low < high) {
+      var mid = (low + high) >> 1;
+      iterator(array[mid]) < iterator(obj) ? low = mid + 1 : high = mid;
+    }
+    return low;
+  };
+
+  // Safely convert anything iterable into a real, live array.
+  _.toArray = function(iterable) {
+    if (!iterable)                return [];
+    if (iterable.toArray)         return iterable.toArray();
+    if (_.isArray(iterable))      return slice.call(iterable);
+    if (_.isArguments(iterable))  return slice.call(iterable);
+    return _.values(iterable);
+  };
+
+  // Return the number of elements in an object.
+  _.size = function(obj) {
+    return _.toArray(obj).length;
+  };
+
+  // Array Functions
+  // ---------------
+
+  // Get the first element of an array. Passing **n** will return the first N
+  // values in the array. Aliased as `head`. The **guard** check allows it to work
+  // with `_.map`.
+  _.first = _.head = function(array, n, guard) {
+    return (n != null) && !guard ? slice.call(array, 0, n) : array[0];
+  };
+
+  // Returns everything but the last entry of the array. Especcialy useful on
+  // the arguments object. Passing **n** will return all the values in
+  // the array, excluding the last N. The **guard** check allows it to work with
+  // `_.map`.
+  _.initial = function(array, n, guard) {
+    return slice.call(array, 0, array.length - ((n == null) || guard ? 1 : n));
+  };
+
+  // Get the last element of an array. Passing **n** will return the last N
+  // values in the array. The **guard** check allows it to work with `_.map`.
+  _.last = function(array, n, guard) {
+    if ((n != null) && !guard) {
+      return slice.call(array, Math.max(array.length - n, 0));
+    } else {
+      return array[array.length - 1];
+    }
+  };
+
+  // Returns everything but the first entry of the array. Aliased as `tail`.
+  // Especially useful on the arguments object. Passing an **index** will return
+  // the rest of the values in the array from that index onward. The **guard**
+  // check allows it to work with `_.map`.
+  _.rest = _.tail = function(array, index, guard) {
+    return slice.call(array, (index == null) || guard ? 1 : index);
+  };
+
+  // Trim out all falsy values from an array.
+  _.compact = function(array) {
+    return _.filter(array, function(value){ return !!value; });
+  };
+
+  // Return a completely flattened version of an array.
+  _.flatten = function(array, shallow) {
+    return _.reduce(array, function(memo, value) {
+      if (_.isArray(value)) return memo.concat(shallow ? value : _.flatten(value));
+      memo[memo.length] = value;
+      return memo;
+    }, []);
+  };
+
+  // Return a version of the array that does not contain the specified value(s).
+  _.without = function(array) {
+    return _.difference(array, slice.call(arguments, 1));
+  };
+
+  // Produce a duplicate-free version of the array. If the array has already
+  // been sorted, you have the option of using a faster algorithm.
+  // Aliased as `unique`.
+  _.uniq = _.unique = function(array, isSorted, iterator) {
+    var initial = iterator ? _.map(array, iterator) : array;
+    var result = [];
+    _.reduce(initial, function(memo, el, i) {
+      if (0 == i || (isSorted === true ? _.last(memo) != el : !_.include(memo, el))) {
+        memo[memo.length] = el;
+        result[result.length] = array[i];
+      }
+      return memo;
+    }, []);
+    return result;
+  };
+
+  // Produce an array that contains the union: each distinct element from all of
+  // the passed-in arrays.
+  _.union = function() {
+    return _.uniq(_.flatten(arguments, true));
+  };
+
+  // Produce an array that contains every item shared between all the
+  // passed-in arrays. (Aliased as "intersect" for back-compat.)
+  _.intersection = _.intersect = function(array) {
+    var rest = slice.call(arguments, 1);
+    return _.filter(_.uniq(array), function(item) {
+      return _.every(rest, function(other) {
+        return _.indexOf(other, item) >= 0;
+      });
+    });
+  };
+
+  // Take the difference between one array and a number of other arrays.
+  // Only the elements present in just the first array will remain.
+  _.difference = function(array) {
+    var rest = _.flatten(slice.call(arguments, 1));
+    return _.filter(array, function(value){ return !_.include(rest, value); });
+  };
+
+  // Zip together multiple lists into a single array -- elements that share
+  // an index go together.
+  _.zip = function() {
+    var args = slice.call(arguments);
+    var length = _.max(_.pluck(args, 'length'));
+    var results = new Array(length);
+    for (var i = 0; i < length; i++) results[i] = _.pluck(args, "" + i);
+    return results;
+  };
+
+  // If the browser doesn't supply us with indexOf (I'm looking at you, **MSIE**),
+  // we need this function. Return the position of the first occurrence of an
+  // item in an array, or -1 if the item is not included in the array.
+  // Delegates to **ECMAScript 5**'s native `indexOf` if available.
+  // If the array is large and already in sort order, pass `true`
+  // for **isSorted** to use binary search.
+  _.indexOf = function(array, item, isSorted) {
+    if (array == null) return -1;
+    var i, l;
+    if (isSorted) {
+      i = _.sortedIndex(array, item);
+      return array[i] === item ? i : -1;
+    }
+    if (nativeIndexOf && array.indexOf === nativeIndexOf) return array.indexOf(item);
+    for (i = 0, l = array.length; i < l; i++) if (i in array && array[i] === item) return i;
+    return -1;
+  };
+
+  // Delegates to **ECMAScript 5**'s native `lastIndexOf` if available.
+  _.lastIndexOf = function(array, item) {
+    if (array == null) return -1;
+    if (nativeLastIndexOf && array.lastIndexOf === nativeLastIndexOf) return array.lastIndexOf(item);
+    var i = array.length;
+    while (i--) if (i in array && array[i] === item) return i;
+    return -1;
+  };
+
+  // Generate an integer Array containing an arithmetic progression. A port of
+  // the native Python `range()` function. See
+  // [the Python documentation](http://docs.python.org/library/functions.html#range).
+  _.range = function(start, stop, step) {
+    if (arguments.length <= 1) {
+      stop = start || 0;
+      start = 0;
+    }
+    step = arguments[2] || 1;
+
+    var len = Math.max(Math.ceil((stop - start) / step), 0);
+    var idx = 0;
+    var range = new Array(len);
+
+    while(idx < len) {
+      range[idx++] = start;
+      start += step;
+    }
+
+    return range;
+  };
+
+  // Function (ahem) Functions
+  // ------------------
+
+  // Reusable constructor function for prototype setting.
+  var ctor = function(){};
+
+  // Create a function bound to a given object (assigning `this`, and arguments,
+  // optionally). Binding with arguments is also known as `curry`.
+  // Delegates to **ECMAScript 5**'s native `Function.bind` if available.
+  // We check for `func.bind` first, to fail fast when `func` is undefined.
+  _.bind = function bind(func, context) {
+    var bound, args;
+    if (func.bind === nativeBind && nativeBind) return nativeBind.apply(func, slice.call(arguments, 1));
+    if (!_.isFunction(func)) throw new TypeError;
+    args = slice.call(arguments, 2);
+    return bound = function() {
+      if (!(this instanceof bound)) return func.apply(context, args.concat(slice.call(arguments)));
+      ctor.prototype = func.prototype;
+      var self = new ctor;
+      var result = func.apply(self, args.concat(slice.call(arguments)));
+      if (Object(result) === result) return result;
+      return self;
+    };
+  };
+
+  // Bind all of an object's methods to that object. Useful for ensuring that
+  // all callbacks defined on an object belong to it.
+  _.bindAll = function(obj) {
+    var funcs = slice.call(arguments, 1);
+    if (funcs.length == 0) funcs = _.functions(obj);
+    each(funcs, function(f) { obj[f] = _.bind(obj[f], obj); });
+    return obj;
+  };
+
+  // Memoize an expensive function by storing its results.
+  _.memoize = function(func, hasher) {
+    var memo = {};
+    hasher || (hasher = _.identity);
+    return function() {
+      var key = hasher.apply(this, arguments);
+      return _.has(memo, key) ? memo[key] : (memo[key] = func.apply(this, arguments));
+    };
+  };
+
+  // Delays a function for the given number of milliseconds, and then calls
+  // it with the arguments supplied.
+  _.delay = function(func, wait) {
+    var args = slice.call(arguments, 2);
+    return setTimeout(function(){ return func.apply(func, args); }, wait);
+  };
+
+  // Defers a function, scheduling it to run after the current call stack has
+  // cleared.
+  _.defer = function(func) {
+    return _.delay.apply(_, [func, 1].concat(slice.call(arguments, 1)));
+  };
+
+  // Returns a function, that, when invoked, will only be triggered at most once
+  // during a given window of time.
+  _.throttle = function(func, wait) {
+    var context, args, timeout, throttling, more;
+    var whenDone = _.debounce(function(){ more = throttling = false; }, wait);
+    return function() {
+      context = this; args = arguments;
+      var later = function() {
+        timeout = null;
+        if (more) func.apply(context, args);
+        whenDone();
+      };
+      if (!timeout) timeout = setTimeout(later, wait);
+      if (throttling) {
+        more = true;
+      } else {
+        func.apply(context, args);
+      }
+      whenDone();
+      throttling = true;
+    };
+  };
+
+  // Returns a function, that, as long as it continues to be invoked, will not
+  // be triggered. The function will be called after it stops being called for
+  // N milliseconds.
+  _.debounce = function(func, wait) {
+    var timeout;
+    return function() {
+      var context = this, args = arguments;
+      var later = function() {
+        timeout = null;
+        func.apply(context, args);
+      };
+      clearTimeout(timeout);
+      timeout = setTimeout(later, wait);
+    };
+  };
+
+  // Returns a function that will be executed at most one time, no matter how
+  // often you call it. Useful for lazy initialization.
+  _.once = function(func) {
+    var ran = false, memo;
+    return function() {
+      if (ran) return memo;
+      ran = true;
+      return memo = func.apply(this, arguments);
+    };
+  };
+
+  // Returns the first function passed as an argument to the second,
+  // allowing you to adjust arguments, run code before and after, and
+  // conditionally execute the original function.
+  _.wrap = function(func, wrapper) {
+    return function() {
+      var args = [func].concat(slice.call(arguments, 0));
+      return wrapper.apply(this, args);
+    };
+  };
+
+  // Returns a function that is the composition of a list of functions, each
+  // consuming the return value of the function that follows.
+  _.compose = function() {
+    var funcs = arguments;
+    return function() {
+      var args = arguments;
+      for (var i = funcs.length - 1; i >= 0; i--) {
+        args = [funcs[i].apply(this, args)];
+      }
+      return args[0];
+    };
+  };
+
+  // Returns a function that will only be executed after being called N times.
+  _.after = function(times, func) {
+    if (times <= 0) return func();
+    return function() {
+      if (--times < 1) { return func.apply(this, arguments); }
+    };
+  };
+
+  // Object Functions
+  // ----------------
+
+  // Retrieve the names of an object's properties.
+  // Delegates to **ECMAScript 5**'s native `Object.keys`
+  _.keys = nativeKeys || function(obj) {
+    if (obj !== Object(obj)) throw new TypeError('Invalid object');
+    var keys = [];
+    for (var key in obj) if (_.has(obj, key)) keys[keys.length] = key;
+    return keys;
+  };
+
+  // Retrieve the values of an object's properties.
+  _.values = function(obj) {
+    return _.map(obj, _.identity);
+  };
+
+  // Return a sorted list of the function names available on the object.
+  // Aliased as `methods`
+  _.functions = _.methods = function(obj) {
+    var names = [];
+    for (var key in obj) {
+      if (_.isFunction(obj[key])) names.push(key);
+    }
+    return names.sort();
+  };
+
+  // Extend a given object with all the properties in passed-in object(s).
+  _.extend = function(obj) {
+    each(slice.call(arguments, 1), function(source) {
+      for (var prop in source) {
+        obj[prop] = source[prop];
+      }
+    });
+    return obj;
+  };
+
+  // Fill in a given object with default properties.
+  _.defaults = function(obj) {
+    each(slice.call(arguments, 1), function(source) {
+      for (var prop in source) {
+        if (obj[prop] == null) obj[prop] = source[prop];
+      }
+    });
+    return obj;
+  };
+
+  // Create a (shallow-cloned) duplicate of an object.
+  _.clone = function(obj) {
+    if (!_.isObject(obj)) return obj;
+    return _.isArray(obj) ? obj.slice() : _.extend({}, obj);
+  };
+
+  // Invokes interceptor with the obj, and then returns obj.
+  // The primary purpose of this method is to "tap into" a method chain, in
+  // order to perform operations on intermediate results within the chain.
+  _.tap = function(obj, interceptor) {
+    interceptor(obj);
+    return obj;
+  };
+
+  // Internal recursive comparison function.
+  function eq(a, b, stack) {
+    // Identical objects are equal. `0 === -0`, but they aren't identical.
+    // See the Harmony `egal` proposal: http://wiki.ecmascript.org/doku.php?id=harmony:egal.
+    if (a === b) return a !== 0 || 1 / a == 1 / b;
+    // A strict comparison is necessary because `null == undefined`.
+    if (a == null || b == null) return a === b;
+    // Unwrap any wrapped objects.
+    if (a._chain) a = a._wrapped;
+    if (b._chain) b = b._wrapped;
+    // Invoke a custom `isEqual` method if one is provided.
+    if (a.isEqual && _.isFunction(a.isEqual)) return a.isEqual(b);
+    if (b.isEqual && _.isFunction(b.isEqual)) return b.isEqual(a);
+    // Compare `[[Class]]` names.
+    var className = toString.call(a);
+    if (className != toString.call(b)) return false;
+    switch (className) {
+      // Strings, numbers, dates, and booleans are compared by value.
+      case '[object String]':
+        // Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
+        // equivalent to `new String("5")`.
+        return a == String(b);
+      case '[object Number]':
+        // `NaN`s are equivalent, but non-reflexive. An `egal` comparison is performed for
+        // other numeric values.
+        return a != +a ? b != +b : (a == 0 ? 1 / a == 1 / b : a == +b);
+      case '[object Date]':
+      case '[object Boolean]':
+        // Coerce dates and booleans to numeric primitive values. Dates are compared by their
+        // millisecond representations. Note that invalid dates with millisecond representations
+        // of `NaN` are not equivalent.
+        return +a == +b;
+      // RegExps are compared by their source patterns and flags.
+      case '[object RegExp]':
+        return a.source == b.source &&
+               a.global == b.global &&
+               a.multiline == b.multiline &&
+               a.ignoreCase == b.ignoreCase;
+    }
+    if (typeof a != 'object' || typeof b != 'object') return false;
+    // Assume equality for cyclic structures. The algorithm for detecting cyclic
+    // structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
+    var length = stack.length;
+    while (length--) {
+      // Linear search. Performance is inversely proportional to the number of
+      // unique nested structures.
+      if (stack[length] == a) return true;
+    }
+    // Add the first object to the stack of traversed objects.
+    stack.push(a);
+    var size = 0, result = true;
+    // Recursively compare objects and arrays.
+    if (className == '[object Array]') {
+      // Compare array lengths to determine if a deep comparison is necessary.
+      size = a.length;
+      result = size == b.length;
+      if (result) {
+        // Deep compare the contents, ignoring non-numeric properties.
+        while (size--) {
+          // Ensure commutative equality for sparse arrays.
+          if (!(result = size in a == size in b && eq(a[size], b[size], stack))) break;
+        }
+      }
+    } else {
+      // Objects with different constructors are not equivalent.
+      if ('constructor' in a != 'constructor' in b || a.constructor != b.constructor) return false;
+      // Deep compare objects.
+      for (var key in a) {
+        if (_.has(a, key)) {
+          // Count the expected number of properties.
+          size++;
+          // Deep compare each member.
+          if (!(result = _.has(b, key) && eq(a[key], b[key], stack))) break;
+        }
+      }
+      // Ensure that both objects contain the same number of properties.
+      if (result) {
+        for (key in b) {
+          if (_.has(b, key) && !(size--)) break;
+        }
+        result = !size;
+      }
+    }
+    // Remove the first object from the stack of traversed objects.
+    stack.pop();
+    return result;
+  }
+
+  // Perform a deep comparison to check if two objects are equal.
+  _.isEqual = function(a, b) {
+    return eq(a, b, []);
+  };
+
+  // Is a given array, string, or object empty?
+  // An "empty" object has no enumerable own-properties.
+  _.isEmpty = function(obj) {
+    if (_.isArray(obj) || _.isString(obj)) return obj.length === 0;
+    for (var key in obj) if (_.has(obj, key)) return false;
+    return true;
+  };
+
+  // Is a given value a DOM element?
+  _.isElement = function(obj) {
+    return !!(obj && obj.nodeType == 1);
+  };
+
+  // Is a given value an array?
+  // Delegates to ECMA5's native Array.isArray
+  _.isArray = nativeIsArray || function(obj) {
+    return toString.call(obj) == '[object Array]';
+  };
+
+  // Is a given variable an object?
+  _.isObject = function(obj) {
+    return obj === Object(obj);
+  };
+
+  // Is a given variable an arguments object?
+  _.isArguments = function(obj) {
+    return toString.call(obj) == '[object Arguments]';
+  };
+  if (!_.isArguments(arguments)) {
+    _.isArguments = function(obj) {
+      return !!(obj && _.has(obj, 'callee'));
+    };
+  }
+
+  // Is a given value a function?
+  _.isFunction = function(obj) {
+    return toString.call(obj) == '[object Function]';
+  };
+
+  // Is a given value a string?
+  _.isString = function(obj) {
+    return toString.call(obj) == '[object String]';
+  };
+
+  // Is a given value a number?
+  _.isNumber = function(obj) {
+    return toString.call(obj) == '[object Number]';
+  };
+
+  // Is the given value `NaN`?
+  _.isNaN = function(obj) {
+    // `NaN` is the only value for which `===` is not reflexive.
+    return obj !== obj;
+  };
+
+  // Is a given value a boolean?
+  _.isBoolean = function(obj) {
+    return obj === true || obj === false || toString.call(obj) == '[object Boolean]';
+  };
+
+  // Is a given value a date?
+  _.isDate = function(obj) {
+    return toString.call(obj) == '[object Date]';
+  };
+
+  // Is the given value a regular expression?
+  _.isRegExp = function(obj) {
+    return toString.call(obj) == '[object RegExp]';
+  };
+
+  // Is a given value equal to null?
+  _.isNull = function(obj) {
+    return obj === null;
+  };
+
+  // Is a given variable undefined?
+  _.isUndefined = function(obj) {
+    return obj === void 0;
+  };
+
+  // Has own property?
+  _.has = function(obj, key) {
+    return hasOwnProperty.call(obj, key);
+  };
+
+  // Utility Functions
+  // -----------------
+
+  // Run Underscore.js in *noConflict* mode, returning the `_` variable to its
+  // previous owner. Returns a reference to the Underscore object.
+  _.noConflict = function() {
+    root._ = previousUnderscore;
+    return this;
+  };
+
+  // Keep the identity function around for default iterators.
+  _.identity = function(value) {
+    return value;
+  };
+
+  // Run a function **n** times.
+  _.times = function (n, iterator, context) {
+    for (var i = 0; i < n; i++) iterator.call(context, i);
+  };
+
+  // Escape a string for HTML interpolation.
+  _.escape = function(string) {
+    return (''+string).replace(/&/g, '&amp;').replace(/</g, '&lt;').replace(/>/g, '&gt;').replace(/"/g, '&quot;').replace(/'/g, '&#x27;').replace(/\//g,'&#x2F;');
+  };
+
+  // Add your own custom functions to the Underscore object, ensuring that
+  // they're correctly added to the OOP wrapper as well.
+  _.mixin = function(obj) {
+    each(_.functions(obj), function(name){
+      addToWrapper(name, _[name] = obj[name]);
+    });
+  };
+
+  // Generate a unique integer id (unique within the entire client session).
+  // Useful for temporary DOM ids.
+  var idCounter = 0;
+  _.uniqueId = function(prefix) {
+    var id = idCounter++;
+    return prefix ? prefix + id : id;
+  };
+
+  // By default, Underscore uses ERB-style template delimiters, change the
+  // following template settings to use alternative delimiters.
+  _.templateSettings = {
+    evaluate    : /<%([\s\S]+?)%>/g,
+    interpolate : /<%=([\s\S]+?)%>/g,
+    escape      : /<%-([\s\S]+?)%>/g
+  };
+
+  // When customizing `templateSettings`, if you don't want to define an
+  // interpolation, evaluation or escaping regex, we need one that is
+  // guaranteed not to match.
+  var noMatch = /.^/;
+
+  // Within an interpolation, evaluation, or escaping, remove HTML escaping
+  // that had been previously added.
+  var unescape = function(code) {
+    return code.replace(/\\\\/g, '\\').replace(/\\'/g, "'");
+  };
+
+  // JavaScript micro-templating, similar to John Resig's implementation.
+  // Underscore templating handles arbitrary delimiters, preserves whitespace,
+  // and correctly escapes quotes within interpolated code.
+  _.template = function(str, data) {
+    var c  = _.templateSettings;
+    var tmpl = 'var __p=[],print=function(){__p.push.apply(__p,arguments);};' +
+      'with(obj||{}){__p.push(\'' +
+      str.replace(/\\/g, '\\\\')
+         .replace(/'/g, "\\'")
+         .replace(c.escape || noMatch, function(match, code) {
+           return "',_.escape(" + unescape(code) + "),'";
+         })
+         .replace(c.interpolate || noMatch, function(match, code) {
+           return "'," + unescape(code) + ",'";
+         })
+         .replace(c.evaluate || noMatch, function(match, code) {
+           return "');" + unescape(code).replace(/[\r\n\t]/g, ' ') + ";__p.push('";
+         })
+         .replace(/\r/g, '\\r')
+         .replace(/\n/g, '\\n')
+         .replace(/\t/g, '\\t')
+         + "');}return __p.join('');";
+    var func = new Function('obj', '_', tmpl);
+    if (data) return func(data, _);
+    return function(data) {
+      return func.call(this, data, _);
+    };
+  };
+
+  // Add a "chain" function, which will delegate to the wrapper.
+  _.chain = function(obj) {
+    return _(obj).chain();
+  };
+
+  // The OOP Wrapper
+  // ---------------
+
+  // If Underscore is called as a function, it returns a wrapped object that
+  // can be used OO-style. This wrapper holds altered versions of all the
+  // underscore functions. Wrapped objects may be chained.
+  var wrapper = function(obj) { this._wrapped = obj; };
+
+  // Expose `wrapper.prototype` as `_.prototype`
+  _.prototype = wrapper.prototype;
+
+  // Helper function to continue chaining intermediate results.
+  var result = function(obj, chain) {
+    return chain ? _(obj).chain() : obj;
+  };
+
+  // A method to easily add functions to the OOP wrapper.
+  var addToWrapper = function(name, func) {
+    wrapper.prototype[name] = function() {
+      var args = slice.call(arguments);
+      unshift.call(args, this._wrapped);
+      return result(func.apply(_, args), this._chain);
+    };
+  };
+
+  // Add all of the Underscore functions to the wrapper object.
+  _.mixin(_);
+
+  // Add all mutator Array functions to the wrapper.
+  each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
+    var method = ArrayProto[name];
+    wrapper.prototype[name] = function() {
+      var wrapped = this._wrapped;
+      method.apply(wrapped, arguments);
+      var length = wrapped.length;
+      if ((name == 'shift' || name == 'splice') && length === 0) delete wrapped[0];
+      return result(wrapped, this._chain);
+    };
+  });
+
+  // Add all accessor Array functions to the wrapper.
+  each(['concat', 'join', 'slice'], function(name) {
+    var method = ArrayProto[name];
+    wrapper.prototype[name] = function() {
+      return result(method.apply(this._wrapped, arguments), this._chain);
+    };
+  });
+
+  // Start chaining a wrapped Underscore object.
+  wrapper.prototype.chain = function() {
+    this._chain = true;
+    return this;
+  };
+
+  // Extracts the result from a wrapped and chained object.
+  wrapper.prototype.value = function() {
+    return this._wrapped;
+  };
+
+}).call(this);
diff --git a/_static/underscore.js b/_static/underscore.js
new file mode 100644
index 0000000..5b55f32
--- /dev/null
+++ b/_static/underscore.js
@@ -0,0 +1,31 @@
+// Underscore.js 1.3.1
+// (c) 2009-2012 Jeremy Ashkenas, DocumentCloud Inc.
+// Underscore is freely distributable under the MIT license.
+// Portions of Underscore are inspired or borrowed from Prototype,
+// Oliver Steele's Functional, and John Resig's Micro-Templating.
+// For all details and documentation:
+// http://documentcloud.github.com/underscore
+(function(){function q(a,c,d){if(a===c)return a!==0||1/a==1/c;if(a==null||c==null)return a===c;if(a._chain)a=a._wrapped;if(c._chain)c=c._wrapped;if(a.isEqual&&b.isFunction(a.isEqual))return a.isEqual(c);if(c.isEqual&&b.isFunction(c.isEqual))return c.isEqual(a);var e=l.call(a);if(e!=l.call(c))return false;switch(e){case "[object String]":return a==String(c);case "[object Number]":return a!=+a?c!=+c:a==0?1/a==1/c:a==+c;case "[object Date]":case "[object Boolean]":return+a==+c;case "[object RegExp]":return a.source==
+c.source&&a.global==c.global&&a.multiline==c.multiline&&a.ignoreCase==c.ignoreCase}if(typeof a!="object"||typeof c!="object")return false;for(var f=d.length;f--;)if(d[f]==a)return true;d.push(a);var f=0,g=true;if(e=="[object Array]"){if(f=a.length,g=f==c.length)for(;f--;)if(!(g=f in a==f in c&&q(a[f],c[f],d)))break}else{if("constructor"in a!="constructor"in c||a.constructor!=c.constructor)return false;for(var h in a)if(b.has(a,h)&&(f++,!(g=b.has(c,h)&&q(a[h],c[h],d))))break;if(g){for(h in c)if(b.has(c,
+h)&&!f--)break;g=!f}}d.pop();return g}var r=this,G=r._,n={},k=Array.prototype,o=Object.prototype,i=k.slice,H=k.unshift,l=o.toString,I=o.hasOwnProperty,w=k.forEach,x=k.map,y=k.reduce,z=k.reduceRight,A=k.filter,B=k.every,C=k.some,p=k.indexOf,D=k.lastIndexOf,o=Array.isArray,J=Object.keys,s=Function.prototype.bind,b=function(a){return new m(a)};if(typeof exports!=="undefined"){if(typeof module!=="undefined"&&module.exports)exports=module.exports=b;exports._=b}else r._=b;b.VERSION="1.3.1";var j=b.each=
+b.forEach=function(a,c,d){if(a!=null)if(w&&a.forEach===w)a.forEach(c,d);else if(a.length===+a.length)for(var e=0,f=a.length;e<f;e++){if(e in a&&c.call(d,a[e],e,a)===n)break}else for(e in a)if(b.has(a,e)&&c.call(d,a[e],e,a)===n)break};b.map=b.collect=function(a,c,b){var e=[];if(a==null)return e;if(x&&a.map===x)return a.map(c,b);j(a,function(a,g,h){e[e.length]=c.call(b,a,g,h)});if(a.length===+a.length)e.length=a.length;return e};b.reduce=b.foldl=b.inject=function(a,c,d,e){var f=arguments.length>2;a==
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diff --git a/about.html b/about.html
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+<li class="toctree-l1"><a class="reference internal" href="datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="dev.html">Development Guide</a></li>
+<li class="toctree-l1"><a class="reference internal" href="gridparms.html">Grid Parameters</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">About Unidata AWIPS</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#license">License</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#about-awips">About AWIPS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#edex">EDEX</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#cave">CAVE</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#alertviz">Alertviz</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id1">LDM</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#edexbridge">edexBridge</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id2">Qpid</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#postgresql">PostgreSQL</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#hdf5">HDF5</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#pypies-httpd-pypies">PyPIES (httpd-pypies)</a></li>
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+           <div itemprop="articleBody">
+            
+  <div class="section" id="about-unidata-awips">
+<h1>About Unidata AWIPS<a class="headerlink" href="#about-unidata-awips" title="Permalink to this headline">¶</a></h1>
+<p>AWIPS is a weather forecasting display and analysis package
+developed by the National Weather Service and Raytheon. AWIPS is a
+Java application consisting of a data-rendering client (CAVE, which runs
+on Red Hat/CentOS Linux and Mac OS X) and a backend data server (EDEX,
+which runs only on Linux)</p>
+<p>AWIPS takes a unified approach to data ingest, and most data types
+follow a standard path through the system. At a high level, data flow
+describes the path taken by a piece of data from its source to its
+display by a client system. This path starts with data requested and
+stored by an <a class="reference external" href="#ldm">LDM</a> client and includes the decoding of the data
+and storing of decoded data in a form readable and displayable by the
+end user.</p>
+<p>The AWIPS ingest and request processes are a highly distributed
+system, and the messaging broken <a class="reference external" href="#qpid">Qpid</a> is used for
+inter-process communication.</p>
+<div class="figure align-center" id="id3">
+<img alt="image" src="http://www.unidata.ucar.edu/software/awips2/images/awips2_coms.png" />
+<p class="caption"><span class="caption-text">image</span><a class="headerlink" href="#id3" title="Permalink to this image">¶</a></p>
+</div>
+<div class="section" id="license">
+<h2>License<a class="headerlink" href="#license" title="Permalink to this headline">¶</a></h2>
+<p>The AWIPS software package released by the Unidata Program Center is considered to
+be in the public domain since it is released without proprietary code. As such, export
+controls do not apply.  Any person is free to download, modify, distribute, or share
+Unidata AWIPS in any form. Entities who modify or re-distribute Unidata AWIPS
+software are encouraged to conduct their own FOSS/COTS entitlement/license review
+to ensure that they remain compatible with the associated terms (see
+FOSS_COTS_License.pdf at <a class="reference external" href="https://github.com/Unidata/awips2">https://github.com/Unidata/awips2</a>).</p>
+</div>
+<div class="section" id="about-awips">
+<h2>About AWIPS<a class="headerlink" href="#about-awips" title="Permalink to this headline">¶</a></h2>
+<p>The primary AWIPS application for data ingest, processing, and
+storage is the Environmental Data EXchange (<strong>EDEX</strong>) server; the
+primary AWIPS application for visualization/data manipulation is the
+Common AWIPS Visualization Environment (<strong>CAVE</strong>) client, which is
+typically installed on a workstation separate from other AWIPS
+components.</p>
+<p>In addition to programs developed specifically for AWIPS, AWIPS uses
+several commercial off-the-shelf (COTS) and Free or Open Source software
+(FOSS) products to assist in its operation. The following components,
+working together and communicating, compose the entire AWIPS system.</p>
+</div>
+<div class="section" id="edex">
+<h2>EDEX<a class="headerlink" href="#edex" title="Permalink to this headline">¶</a></h2>
+<p>The main server for AWIPS. Qpid sends alerts to EDEX when data stored
+by the LDM is ready for processing. These Qpid messages include file
+header information which allows EDEX to determine the appropriate data
+decoder to use. The default ingest server (simply named ingest) handles
+all data ingest other than grib messages, which are processed by a
+separate ingestGrib server. After decoding, EDEX writes metadata to the
+database via Postgres and saves the processed data in HDF5 via PyPIES. A
+third EDEX server, request, feeds requested data to CAVE clients. EDEX
+ingest and request servers are started and stopped with the commands
+<code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">start</span></code> and <code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">stop</span></code>, which runs the system script
+<code class="docutils literal notranslate"><span class="pre">/etc/rc.d/init.d/edex_camel</span></code></p>
+</div>
+<div class="section" id="cave">
+<h2>CAVE<a class="headerlink" href="#cave" title="Permalink to this headline">¶</a></h2>
+<p>Common AWIPS Visualization Environment. The data rendering and
+visualization tool for AWIPS. CAVE contains of a number of different
+data display configurations called perspectives. Perspectives used in
+operational forecasting environments include <strong>D2D</strong> (Display
+Two-Dimensional), <strong>GFE</strong> (Graphical Forecast Editor), and <strong>NCP</strong>
+(National Centers Perspective). CAVE is started with the command
+<code class="docutils literal notranslate"><span class="pre">/awips2/cave/cave.sh</span></code> or <code class="docutils literal notranslate"><span class="pre">cave.sh</span></code></p>
+<div class="figure align-center" id="id4">
+<img alt="CAVE" src="http://www.unidata.ucar.edu/software/awips2/images/Unidata_AWIPS2_CAVE.png" />
+<p class="caption"><span class="caption-text">CAVE</span><a class="headerlink" href="#id4" title="Permalink to this image">¶</a></p>
+</div>
+</div>
+<div class="section" id="alertviz">
+<h2>Alertviz<a class="headerlink" href="#alertviz" title="Permalink to this headline">¶</a></h2>
+<p><strong>Alertviz</strong> is a modernized version of an AWIPS I application, designed
+to present various notifications, error messages, and alarms to the user
+(forecaster). AlertViz can be executed either independently or from CAVE
+itself. In the Unidata CAVE client, Alertviz is run within CAVE and is
+not required to be run separately. The toolbar is also <strong>hidden from
+view</strong> and is accessed by right-click on the desktop taskbar icon.</p>
+</div>
+<div class="section" id="id1">
+<h2>LDM<a class="headerlink" href="#id1" title="Permalink to this headline">¶</a></h2>
+<p><a class="reference external" href="http://www.unidata.ucar.edu/software/ldm/">http://www.unidata.ucar.edu/software/ldm/</a></p>
+<p>The <strong>LDM</strong> (Local Data Manager), developed and supported by Unidata, is
+a suite of client and server programs designed for data distribution,
+and is the fundamental component comprising the Unidata Internet Data
+Distribution (IDD) system. In AWIPS, the LDM provides data feeds for
+grids, surface observations, upper-air profiles, satellite and radar
+imagery and various other meteorological datasets. The LDM writes data
+directly to file and alerts EDEX via Qpid when a file is available for
+processing. The LDM is started and stopped with the commands
+<code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">start</span></code> and <code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">stop</span></code>, which runs the commands
+<code class="docutils literal notranslate"><span class="pre">service</span> <span class="pre">edex_ldm</span> <span class="pre">start</span></code> and <code class="docutils literal notranslate"><span class="pre">service</span> <span class="pre">edex_ldm</span> <span class="pre">stop</span></code></p>
+</div>
+<div class="section" id="edexbridge">
+<h2>edexBridge<a class="headerlink" href="#edexbridge" title="Permalink to this headline">¶</a></h2>
+<p>edexBridge, invoked in the LDM configuration file
+<code class="docutils literal notranslate"><span class="pre">/awips2/ldm/etc/ldmd.conf</span></code>, is used by the LDM to post “data
+available” messaged to Qpid, which alerts the EDEX Ingest server that a
+file is ready for processing.</p>
+</div>
+<div class="section" id="id2">
+<h2>Qpid<a class="headerlink" href="#id2" title="Permalink to this headline">¶</a></h2>
+<p><a class="reference external" href="http://qpid.apache.org">http://qpid.apache.org</a></p>
+<p><strong>Apache Qpid</strong>, the Queue Processor Interface Daemon, is the messaging
+system used by AWIPS to facilitate communication between services.
+When the LDM receives a data file to be processed, it employs
+<strong>edexBridge</strong> to send EDEX ingest servers a message via Qpid. When EDEX
+has finished decoding the file, it sends CAVE a message via Qpid that
+data are available for display or further processing. Qpid is started
+and stopped by <code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">start</span></code> and <code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">stop</span></code>, and is controlled by
+the system script <code class="docutils literal notranslate"><span class="pre">/etc/rc.d/init.d/qpidd</span></code></p>
+</div>
+<div class="section" id="postgresql">
+<h2>PostgreSQL<a class="headerlink" href="#postgresql" title="Permalink to this headline">¶</a></h2>
+<p><a class="reference external" href="http://www.postgresql.org">http://www.postgresql.org</a></p>
+<p><strong>PostgreSQL</strong>, known simply as Postgres, is a relational database
+management system (DBMS) which handles the storage and retrieval of
+metadata, database tables and some decoded data. The storage and reading
+of EDEX metadata is handled by the Postgres DBMS. Users may query the
+metadata tables by using the termainal-based front-end for Postgres
+called <strong>psql</strong>. Postgres is started and stopped by <code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">start</span></code> and
+<code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">stop</span></code>, and is controlled by the system script
+<code class="docutils literal notranslate"><span class="pre">/etc/rc.d/init.d/edex_postgres</span></code></p>
+</div>
+<div class="section" id="hdf5">
+<h2>HDF5<a class="headerlink" href="#hdf5" title="Permalink to this headline">¶</a></h2>
+<p><a class="reference external" href="http://www.hdfgroup.org/HDF5/">http://www.hdfgroup.org/HDF5/</a></p>
+<p><strong>Hierarchical Data Format (v.5)</strong> is
+the primary data storage format used by AWIPS for processed grids,
+satellite and radar imagery and other products. Similar to netCDF,
+developed and supported by Unidata, HDF5 supports multiple types of data
+within a single file. For example, a single HDF5 file of radar data may
+contain multiple volume scans of base reflectivity and base velocity as
+well as derived products such as composite reflectivity. The file may
+also contain data from multiple radars. HDF5 is stored in
+<code class="docutils literal notranslate"><span class="pre">/awips2/edex/data/hdf5/</span></code></p>
+</div>
+<div class="section" id="pypies-httpd-pypies">
+<h2>PyPIES (httpd-pypies)<a class="headerlink" href="#pypies-httpd-pypies" title="Permalink to this headline">¶</a></h2>
+<p><strong>PyPIES</strong>, Python Process Isolated Enhanced Storage, was created for
+AWIPS to isolate the management of HDF5 Processed Data Storage from
+the EDEX processes. PyPIES manages access, i.e., reads and writes, of
+data in the HDF5 files. In a sense, PyPIES provides functionality
+similar to a DBMS (i.e PostgreSQL for metadata); all data being written
+to an HDF5 file is sent to PyPIES, and requests for data stored in HDF5
+are processed by PyPIES.</p>
+<p>PyPIES is implemented in two parts: 1. The PyPIES manager is a Python
+application that runs as part of an Apache HTTP server, and handles
+requests to store and retrieve data. 2. The PyPIES logger is a Python
+process that coordinates logging. PyPIES is started and stopped by
+<code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">start</span></code> and <code class="docutils literal notranslate"><span class="pre">edex</span> <span class="pre">stop</span></code>, and is controlled by the system script
+<code class="docutils literal notranslate"><span class="pre">/etc/rc.d/init.d/https-pypies</span></code></p>
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new file mode 100644
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+++ b/api/CombinedTimeQuery.html
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+  <div class="section" id="module-awips.dataaccess.CombinedTimeQuery">
+<span id="combinedtimequery"></span><h1>CombinedTimeQuery<a class="headerlink" href="#module-awips.dataaccess.CombinedTimeQuery" title="Permalink to this headline">¶</a></h1>
+<dl class="py function">
+<dt id="awips.dataaccess.CombinedTimeQuery.getAvailableTimes">
+<code class="sig-prename descclassname">awips.dataaccess.CombinedTimeQuery.</code><code class="sig-name descname">getAvailableTimes</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">refTimeOnly</span><span class="o">=</span><span class="default_value">False</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/CombinedTimeQuery.html#getAvailableTimes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.CombinedTimeQuery.getAvailableTimes" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
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diff --git a/api/DataAccessLayer.html b/api/DataAccessLayer.html
new file mode 100644
index 0000000..152a2a2
--- /dev/null
+++ b/api/DataAccessLayer.html
@@ -0,0 +1,495 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8">
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+  <div class="section" id="module-awips.dataaccess.DataAccessLayer">
+<span id="dataaccesslayer"></span><h1>DataAccessLayer<a class="headerlink" href="#module-awips.dataaccess.DataAccessLayer" title="Permalink to this headline">¶</a></h1>
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.changeEDEXHost">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">changeEDEXHost</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">newHostName</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#changeEDEXHost"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.changeEDEXHost" title="Permalink to this definition">¶</a></dt>
+<dd><p>Changes the EDEX host the Data Access Framework is communicating with. Only
+works if using the native Python client implementation, otherwise, this
+method will throw a TypeError.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>newHostName: the EDEX host to connect to</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getAvailableLevels">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getAvailableLevels</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getAvailableLevels"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getAvailableLevels" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the available levels that match the request without actually
+requesting the data.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>request: the request to find matching levels for</p>
+</dd>
+<dt>Returns:</dt><dd><p>a list of strings of available levels.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getAvailableLocationNames">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getAvailableLocationNames</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getAvailableLocationNames"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getAvailableLocationNames" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the available location names that match the request without actually
+requesting the data.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>request: the request to find matching location names for</p>
+</dd>
+<dt>Returns:</dt><dd><p>a list of strings of available location names.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getAvailableParameters">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getAvailableParameters</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getAvailableParameters"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getAvailableParameters" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the available parameters names that match the request without actually
+requesting the data.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>request: the request to find matching parameter names for</p>
+</dd>
+<dt>Returns:</dt><dd><p>a list of strings of available parameter names.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getAvailableTimes">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getAvailableTimes</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">refTimeOnly</span><span class="o">=</span><span class="default_value">False</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getAvailableTimes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getAvailableTimes" title="Permalink to this definition">¶</a></dt>
+<dd><p>Get the times of available data to the request.</p>
+<dl>
+<dt>Args:</dt><dd><p>request: the IDataRequest to get data for
+refTimeOnly: optional, use True if only unique refTimes should be</p>
+<blockquote>
+<div><p>returned (without a forecastHr)</p>
+</div></blockquote>
+</dd>
+<dt>Returns:</dt><dd><p>a list of DataTimes</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getForecastRun">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getForecastRun</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">cycle</span></em>, <em class="sig-param"><span class="n">times</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getForecastRun"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getForecastRun" title="Permalink to this definition">¶</a></dt>
+<dd><p>Get the latest forecast run (list of objects) from all
+all cycles and times returned from DataAccessLayer “grid”
+response.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>cycle: Forecast cycle reference time
+times: All available times/cycles</p>
+</dd>
+<dt>Returns:</dt><dd><p>DataTime array for a single forecast run</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getGeometryData">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getGeometryData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">times</span><span class="o">=</span><span class="default_value">[]</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getGeometryData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getGeometryData" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the geometry data that matches the request at the specified times.
+Each combination of geometry, level, and dataTime will be returned as a
+separate IGeometryData.</p>
+<dl>
+<dt>Args:</dt><dd><p>request: the IDataRequest to get data for
+times: a list of DataTimes, a TimeRange, or None if the data is time</p>
+<blockquote>
+<div><p>agnostic</p>
+</div></blockquote>
+</dd>
+<dt>Returns:</dt><dd><p>a list of IGeometryData</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getGridData">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getGridData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">times</span><span class="o">=</span><span class="default_value">[]</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getGridData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getGridData" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the grid data that matches the request at the specified times.  Each
+combination of parameter, level, and dataTime will be returned as a
+separate IGridData.</p>
+<dl>
+<dt>Args:</dt><dd><p>request: the IDataRequest to get data for
+times: a list of DataTimes, a TimeRange, or None if the data is time</p>
+<blockquote>
+<div><p>agnostic</p>
+</div></blockquote>
+</dd>
+<dt>Returns:</dt><dd><p>a list of IGridData</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getIdentifierValues">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getIdentifierValues</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">identifierKey</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getIdentifierValues"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getIdentifierValues" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the allowed values for a particular identifier on this datatype.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>request: the request to find identifier values for
+identifierKey: the identifier to find values for</p>
+</dd>
+<dt>Returns:</dt><dd><p>a list of strings of allowed values for the specified identifier</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getMetarObs">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getMetarObs</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">response</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getMetarObs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getMetarObs" title="Permalink to this definition">¶</a></dt>
+<dd><p>Processes a DataAccessLayer “obs” response into a dictionary,
+with special consideration for multi-value parameters
+“presWeather”, “skyCover”, and “skyLayerBase”.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>response: DAL getGeometry() list</p>
+</dd>
+<dt>Returns:</dt><dd><p>A dictionary of METAR obs</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getOptionalIdentifiers">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getOptionalIdentifiers</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getOptionalIdentifiers"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getOptionalIdentifiers" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the optional identifiers for this request.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>request: the request to find optional identifiers for</p>
+</dd>
+<dt>Returns:</dt><dd><p>a list of strings of optional identifiers</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getRadarProductIDs">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getRadarProductIDs</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">availableParms</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getRadarProductIDs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getRadarProductIDs" title="Permalink to this definition">¶</a></dt>
+<dd><p>Get only the numeric idetifiers for NEXRAD3 products.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>availableParms: Full list of radar parameters</p>
+</dd>
+<dt>Returns:</dt><dd><p>List of filtered parameters</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getRadarProductNames">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getRadarProductNames</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">availableParms</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getRadarProductNames"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getRadarProductNames" title="Permalink to this definition">¶</a></dt>
+<dd><blockquote>
+<div><p>Get only the named idetifiers for NEXRAD3 products.</p>
+</div></blockquote>
+<dl class="simple">
+<dt>Args:</dt><dd><p>availableParms: Full list of radar parameters</p>
+</dd>
+<dt>Returns:</dt><dd><p>List of filtered parameters</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getRequiredIdentifiers">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getRequiredIdentifiers</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getRequiredIdentifiers"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getRequiredIdentifiers" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the required identifiers for this request.  These identifiers
+must be set on a request for the request of this datatype to succeed.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>request: the request to find required identifiers for</p>
+</dd>
+<dt>Returns:</dt><dd><p>a list of strings of required identifiers</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getSupportedDatatypes">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getSupportedDatatypes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getSupportedDatatypes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getSupportedDatatypes" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the datatypes that are supported by the framework</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a list of strings of supported datatypes</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.getSynopticObs">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">getSynopticObs</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">response</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#getSynopticObs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.getSynopticObs" title="Permalink to this definition">¶</a></dt>
+<dd><p>Processes a DataAccessLayer “sfcobs” response into a dictionary
+of available parameters.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>response: DAL getGeometry() list</p>
+</dd>
+<dt>Returns:</dt><dd><p>A dictionary of synop obs</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.newDataRequest">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">newDataRequest</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">datatype</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#newDataRequest"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.newDataRequest" title="Permalink to this definition">¶</a></dt>
+<dd><p>Creates a new instance of IDataRequest suitable for the runtime environment.
+All args are optional and exist solely for convenience.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>datatype: the datatype to create a request for
+parameters: a list of parameters to set on the request
+levels: a list of levels to set on the request
+locationNames: a list of locationNames to set on the request
+envelope: an envelope to limit the request
+kwargs: any leftover kwargs will be set as identifiers</p>
+</dd>
+<dt>Returns:</dt><dd><p>a new IDataRequest</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.DataAccessLayer.setLazyLoadGridLatLon">
+<code class="sig-prename descclassname">awips.dataaccess.DataAccessLayer.</code><code class="sig-name descname">setLazyLoadGridLatLon</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">lazyLoadGridLatLon</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/DataAccessLayer.html#setLazyLoadGridLatLon"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.DataAccessLayer.setLazyLoadGridLatLon" title="Permalink to this definition">¶</a></dt>
+<dd><p>Provide a hint to the Data Access Framework indicating whether to load the
+lat/lon data for a grid immediately or wait until it is needed. This is
+provided as a performance tuning hint and should not affect the way the
+Data Access Framework is used. Depending on the internal implementation of
+the Data Access Framework this hint might be ignored. Examples of when this
+should be set to True are when the lat/lon information is not used or when
+it is used only if certain conditions within the data are met. It could be
+set to False if it is guaranteed that all lat/lon information is needed and
+it would be better to get any performance overhead for generating the
+lat/lon data out of the way during the initial request.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>lazyLoadGridLatLon: Boolean value indicating whether to lazy load.</p>
+</dd>
+</dl>
+</dd></dl>
+
+</div>
+
+
+           </div>
+           
+          </div>
+          <footer>
+  
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+      
+        <a href="IDataRequest.html" class="btn btn-neutral float-right" title="IDataRequest (newDataRequest())" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
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+        <a href="index.html" class="btn btn-neutral float-left" title="API Documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+      
+    </div>
+  
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+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        
+        &copy; Copyright 2018, Unidata
+
+    </p>
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new file mode 100644
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+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+          
+            
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+<li class="toctree-l1 current"><a class="reference internal" href="index.html">API Documentation</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="DataAccessLayer.html">DataAccessLayer</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IDataRequest.html">IDataRequest (newDataRequest())</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PyData.html">PyData</a></li>
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+<li class="toctree-l2 current"><a class="current reference internal" href="#">DateTimeConverter</a></li>
+<li class="toctree-l2"><a class="reference internal" href="CombinedTimeQuery.html">CombinedTimeQuery</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../examples/index.html">Data Plotting Examples</a></li>
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+            
+  <div class="section" id="module-awips.DateTimeConverter">
+<span id="datetimeconverter"></span><h1>DateTimeConverter<a class="headerlink" href="#module-awips.DateTimeConverter" title="Permalink to this headline">¶</a></h1>
+<dl class="py function">
+<dt id="awips.DateTimeConverter.constructTimeRange">
+<code class="sig-prename descclassname">awips.DateTimeConverter.</code><code class="sig-name descname">constructTimeRange</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">*</span><span class="n">args</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/DateTimeConverter.html#constructTimeRange"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.DateTimeConverter.constructTimeRange" title="Permalink to this definition">¶</a></dt>
+<dd><p>Builds a python dynamicserialize TimeRange object from the given
+arguments.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><dl class="simple">
+<dt>args*: must be a TimeRange or a pair of objects that can be</dt><dd><p>converted to a datetime via convertToDateTime().</p>
+</dd>
+</dl>
+</dd>
+<dt>Returns:</dt><dd><p>A TimeRange.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.DateTimeConverter.convertToDateTime">
+<code class="sig-prename descclassname">awips.DateTimeConverter.</code><code class="sig-name descname">convertToDateTime</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">timeArg</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/DateTimeConverter.html#convertToDateTime"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.DateTimeConverter.convertToDateTime" title="Permalink to this definition">¶</a></dt>
+<dd><p>Converts the given object to a python datetime object. Supports native
+python representations like datetime and struct_time, but also
+the dynamicserialize types like Date and Timestamp. Raises TypeError
+if no conversion can be performed.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>timeArg: a python object representing a date and time. Supported
+types include datetime, struct_time, float, int, long and the
+dynamicserialize types Date and Timestamp.</p>
+</dd>
+<dt>Returns:</dt><dd><p>A datetime that represents the same date/time as the passed in object.</p>
+</dd>
+</dl>
+</dd></dl>
+
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+            
+  <div class="section" id="idatarequest-newdatarequest">
+<h1>IDataRequest (newDataRequest())<a class="headerlink" href="#idatarequest-newdatarequest" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.dataaccess.IDataRequest">
+<em class="property">class </em><code class="sig-prename descclassname">awips.dataaccess.</code><code class="sig-name descname">IDataRequest</code><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest" title="Permalink to this definition">¶</a></dt>
+<dd><p>An IDataRequest to be submitted to the DataAccessLayer to retrieve data.</p>
+<dl class="py attribute">
+<dt id="awips.dataaccess.IDataRequest.__weakref__">
+<code class="sig-name descname">__weakref__</code><a class="headerlink" href="#awips.dataaccess.IDataRequest.__weakref__" title="Permalink to this definition">¶</a></dt>
+<dd><p>list of weak references to the object (if defined)</p>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.addIdentifier">
+<em class="property">abstract </em><code class="sig-name descname">addIdentifier</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">key</span></em>, <em class="sig-param"><span class="n">value</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.addIdentifier"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.addIdentifier" title="Permalink to this definition">¶</a></dt>
+<dd><p>Adds an identifier to the request.  Identifiers are specific to the
+datatype being requested.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>key: the string key of the identifier
+value: the value of the identifier</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.getDatatype">
+<em class="property">abstract </em><code class="sig-name descname">getDatatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.getDatatype"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.getDatatype" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the datatype of the request</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>the datatype set on the request</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.getEnvelope">
+<em class="property">abstract </em><code class="sig-name descname">getEnvelope</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.getEnvelope"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.getEnvelope" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the envelope on the request</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a rectangular shapely geometry</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.getIdentifiers">
+<em class="property">abstract </em><code class="sig-name descname">getIdentifiers</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.getIdentifiers"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.getIdentifiers" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the identifiers on the request</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a dictionary of the identifiers</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.getLevels">
+<em class="property">abstract </em><code class="sig-name descname">getLevels</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.getLevels"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.getLevels" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the levels on the request</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a list of strings of the levels</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.getLocationNames">
+<em class="property">abstract </em><code class="sig-name descname">getLocationNames</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.getLocationNames"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.getLocationNames" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the location names on the request</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a list of strings of the location names</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.setDatatype">
+<em class="property">abstract </em><code class="sig-name descname">setDatatype</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">datatype</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.setDatatype"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.setDatatype" title="Permalink to this definition">¶</a></dt>
+<dd><p>Sets the datatype of the request.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>datatype: A string of the datatype, such as “grid”, “radar”, “gfe”, “obs”</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.setEnvelope">
+<em class="property">abstract </em><code class="sig-name descname">setEnvelope</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">env</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.setEnvelope"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.setEnvelope" title="Permalink to this definition">¶</a></dt>
+<dd><p>Sets the envelope of the request.  If supported by the datatype factory,
+the data returned for the request will be constrained to only the data
+within the envelope.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>env: a shapely geometry</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.setLevels">
+<em class="property">abstract </em><code class="sig-name descname">setLevels</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">levels</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.setLevels"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.setLevels" title="Permalink to this definition">¶</a></dt>
+<dd><p>Sets the levels of data to request.  Not all datatypes support levels.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>levels: a list of strings of level abbreviations to request</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.setLocationNames">
+<em class="property">abstract </em><code class="sig-name descname">setLocationNames</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">locationNames</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.setLocationNames"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.setLocationNames" title="Permalink to this definition">¶</a></dt>
+<dd><p>Sets the location names of the request.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>locationNames: a list of strings of location names to request</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.IDataRequest.setParameters">
+<em class="property">abstract </em><code class="sig-name descname">setParameters</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">params</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess.html#IDataRequest.setParameters"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.IDataRequest.setParameters" title="Permalink to this definition">¶</a></dt>
+<dd><p>Sets the parameters of data to request.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>params: a list of strings of parameters to request</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</div>
+
+
+           </div>
+           
+          </div>
+          <footer>
+  
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+      
+        <a href="PyData.html" class="btn btn-neutral float-right" title="PyData" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
+      
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\ No newline at end of file
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+<span id="ifpclient"></span><h1>IFPClient<a class="headerlink" href="#module-awips.gfe.IFPClient" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.gfe.IFPClient.IFPClient">
+<em class="property">class </em><code class="sig-prename descclassname">awips.gfe.IFPClient.</code><code class="sig-name descname">IFPClient</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">host</span></em>, <em class="sig-param"><span class="n">port</span></em>, <em class="sig-param"><span class="n">user</span></em>, <em class="sig-param"><span class="n">site</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">progName</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/gfe/IFPClient.html#IFPClient"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.gfe.IFPClient.IFPClient" title="Permalink to this definition">¶</a></dt>
+<dd><dl class="py method">
+<dt id="awips.gfe.IFPClient.IFPClient.commitGrid">
+<code class="sig-name descname">commitGrid</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/gfe/IFPClient.html#IFPClient.commitGrid"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.gfe.IFPClient.IFPClient.commitGrid" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
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+<dt id="awips.gfe.IFPClient.IFPClient.getGridInventory">
+<code class="sig-name descname">getGridInventory</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">parmID</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/gfe/IFPClient.html#IFPClient.getGridInventory"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.gfe.IFPClient.IFPClient.getGridInventory" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.gfe.IFPClient.IFPClient.getParmList">
+<code class="sig-name descname">getParmList</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">pid</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/gfe/IFPClient.html#IFPClient.getParmList"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.gfe.IFPClient.IFPClient.getParmList" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.gfe.IFPClient.IFPClient.getSelectTR">
+<code class="sig-name descname">getSelectTR</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">name</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/gfe/IFPClient.html#IFPClient.getSelectTR"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.gfe.IFPClient.IFPClient.getSelectTR" title="Permalink to this definition">¶</a></dt>
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+  <div class="section" id="module-awips.dataaccess.ModelSounding">
+<span id="modelsounding"></span><h1>ModelSounding<a class="headerlink" href="#module-awips.dataaccess.ModelSounding" title="Permalink to this headline">¶</a></h1>
+<dl class="py function">
+<dt id="awips.dataaccess.ModelSounding.changeEDEXHost">
+<code class="sig-prename descclassname">awips.dataaccess.ModelSounding.</code><code class="sig-name descname">changeEDEXHost</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">host</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ModelSounding.html#changeEDEXHost"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ModelSounding.changeEDEXHost" title="Permalink to this definition">¶</a></dt>
+<dd><p>Changes the EDEX host the Data Access Framework is communicating with.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>host: the EDEX host to connect to</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.dataaccess.ModelSounding.getSounding">
+<code class="sig-prename descclassname">awips.dataaccess.ModelSounding.</code><code class="sig-name descname">getSounding</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">modelName</span></em>, <em class="sig-param"><span class="n">weatherElements</span></em>, <em class="sig-param"><span class="n">levels</span></em>, <em class="sig-param"><span class="n">samplePoint</span></em>, <em class="sig-param"><span class="n">timeRange</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ModelSounding.html#getSounding"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ModelSounding.getSounding" title="Permalink to this definition">¶</a></dt>
+<dd><p>Performs a series of Data Access Framework requests to retrieve a sounding object
+based on the specified request parameters.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>modelName: the grid model datasetid to use as the basis of the sounding.
+weatherElements: a list of parameters to return in the sounding.
+levels: a list of levels to sample the given weather elements at
+samplePoint: a lat/lon pair to perform the sampling of data at.
+timeRange: (optional) a list of times, or a TimeRange to specify
+which forecast hours to use. If not specified, will default to all forecast hours.</p>
+</dd>
+<dt>Returns:</dt><dd><p>A _SoundingCube instance, which acts a 3-tiered dictionary, keyed
+by DataTime, then by level and finally by weather element. If no
+data is available for the given request parameters, None is returned.</p>
+</dd>
+</dl>
+</dd></dl>
+
+</div>
+
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+  <div class="section" id="module-awips.dataaccess.PyData">
+<span id="pydata"></span><h1>PyData<a class="headerlink" href="#module-awips.dataaccess.PyData" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.dataaccess.PyData.PyData">
+<em class="property">class </em><code class="sig-prename descclassname">awips.dataaccess.PyData.</code><code class="sig-name descname">PyData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">dataRecord</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyData.html#PyData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyData.PyData" title="Permalink to this definition">¶</a></dt>
+<dd><dl class="py method">
+<dt id="awips.dataaccess.PyData.PyData.getAttribute">
+<code class="sig-name descname">getAttribute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">key</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyData.html#PyData.getAttribute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyData.PyData.getAttribute" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets an attribute of the data.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>key: the key of the attribute</p>
+</dd>
+<dt>Returns:</dt><dd><p>the value of the attribute</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyData.PyData.getAttributes">
+<code class="sig-name descname">getAttributes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyData.html#PyData.getAttributes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyData.PyData.getAttributes" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the valid attributes for the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a list of strings of the attribute names</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyData.PyData.getDataTime">
+<code class="sig-name descname">getDataTime</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyData.html#PyData.getDataTime"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyData.PyData.getDataTime" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the data time of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>the data time of the data, or None if no time is associated</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyData.PyData.getLevel">
+<code class="sig-name descname">getLevel</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyData.html#PyData.getLevel"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyData.PyData.getLevel" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the level of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>the level of the data, or None if no level is associated</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyData.PyData.getLocationName">
+<code class="sig-name descname">getLocationName</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyData.html#PyData.getLocationName"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyData.PyData.getLocationName" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the location name of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>the location name of the data, or None if no location name is
+associated</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</div>
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diff --git a/api/PyGeometryData.html b/api/PyGeometryData.html
new file mode 100644
index 0000000..fd7b7d0
--- /dev/null
+++ b/api/PyGeometryData.html
@@ -0,0 +1,313 @@
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+
+<!DOCTYPE html>
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+<li class="toctree-l2"><a class="reference internal" href="IDataRequest.html">IDataRequest (newDataRequest())</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="PyGridData.html">PyGridData</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">PyGeometryData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ModelSounding.html">ModelSounding</a></li>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../examples/index.html">Data Plotting Examples</a></li>
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+           <div itemprop="articleBody">
+            
+  <div class="section" id="module-awips.dataaccess.PyGeometryData">
+<span id="pygeometrydata"></span><h1>PyGeometryData<a class="headerlink" href="#module-awips.dataaccess.PyGeometryData" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData">
+<em class="property">class </em><code class="sig-prename descclassname">awips.dataaccess.PyGeometryData.</code><code class="sig-name descname">PyGeometryData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">geoDataRecord</span></em>, <em class="sig-param"><span class="n">geometry</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData" title="Permalink to this definition">¶</a></dt>
+<dd><dl class="py method">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData.getGeometry">
+<code class="sig-name descname">getGeometry</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData.getGeometry"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData.getGeometry" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the geometry of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a shapely geometry</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData.getNumber">
+<code class="sig-name descname">getNumber</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">param</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData.getNumber"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData.getNumber" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the number value of the specified param.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>param: the string name of the param</p>
+</dd>
+<dt>Returns:</dt><dd><p>the number value of the param</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData.getParameters">
+<code class="sig-name descname">getParameters</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData.getParameters"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData.getParameters" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the parameters of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a list of strings of the parameter names</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData.getString">
+<code class="sig-name descname">getString</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">param</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData.getString"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData.getString" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the string value of the specified param.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>param: the string name of the param</p>
+</dd>
+<dt>Returns:</dt><dd><p>the string value of the param</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData.getType">
+<code class="sig-name descname">getType</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">param</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData.getType"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData.getType" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the type of the param.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>param: the string name of the param</p>
+</dd>
+<dt>Returns:</dt><dd><p>a string of the type of the parameter, such as
+“STRING”, “INT”, “LONG”, “FLOAT”, or “DOUBLE”</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGeometryData.PyGeometryData.getUnit">
+<code class="sig-name descname">getUnit</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">param</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGeometryData.html#PyGeometryData.getUnit"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGeometryData.PyGeometryData.getUnit" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the unit of the specified param.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>param: the string name of the param</p>
+</dd>
+<dt>Returns:</dt><dd><p>the string abbreviation of the unit of the param</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</div>
+
+
+           </div>
+           
+          </div>
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+<li class="toctree-l2"><a class="reference internal" href="PyData.html">PyData</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">PyGridData</a></li>
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+</ul>
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+  <div class="section" id="module-awips.dataaccess.PyGridData">
+<span id="pygriddata"></span><h1>PyGridData<a class="headerlink" href="#module-awips.dataaccess.PyGridData" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.dataaccess.PyGridData.PyGridData">
+<em class="property">class </em><code class="sig-prename descclassname">awips.dataaccess.PyGridData.</code><code class="sig-name descname">PyGridData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">gridDataRecord</span></em>, <em class="sig-param"><span class="n">nx</span></em>, <em class="sig-param"><span class="n">ny</span></em>, <em class="sig-param"><span class="n">latLonGrid</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">latLonDelegate</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGridData.html#PyGridData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGridData.PyGridData" title="Permalink to this definition">¶</a></dt>
+<dd><dl class="py method">
+<dt id="awips.dataaccess.PyGridData.PyGridData.getLatLonCoords">
+<code class="sig-name descname">getLatLonCoords</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGridData.html#PyGridData.getLatLonCoords"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGridData.PyGridData.getLatLonCoords" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the lat/lon coordinates of the grid data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a tuple where the first element is a numpy array of lons, and the
+second element is a numpy array of lats</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGridData.PyGridData.getParameter">
+<code class="sig-name descname">getParameter</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGridData.html#PyGridData.getParameter"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGridData.PyGridData.getParameter" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the parameter of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>the parameter of the data</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGridData.PyGridData.getRawData">
+<code class="sig-name descname">getRawData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">unit</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGridData.html#PyGridData.getRawData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGridData.PyGridData.getRawData" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the grid data as a numpy array.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>a numpy array of the data</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.PyGridData.PyGridData.getUnit">
+<code class="sig-name descname">getUnit</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/PyGridData.html#PyGridData.getUnit"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.PyGridData.PyGridData.getUnit" title="Permalink to this definition">¶</a></dt>
+<dd><p>Gets the unit of the data.</p>
+<dl class="simple">
+<dt>Returns:</dt><dd><p>the string abbreviation of the unit, or None if no unit is associated</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</div>
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+<li class="toctree-l2"><a class="reference internal" href="DataAccessLayer.html">DataAccessLayer</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IDataRequest.html">IDataRequest (newDataRequest())</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PyData.html">PyData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PyGridData.html">PyGridData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PyGeometryData.html">PyGeometryData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ModelSounding.html">ModelSounding</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ThriftClientRouter.html">ThriftClientRouter</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ThriftClient.html">ThriftClient</a></li>
+<li class="toctree-l2"><a class="reference internal" href="TimeUtil.html">TimeUtil</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">RadarCommon</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="DateTimeConverter.html">DateTimeConverter</a></li>
+<li class="toctree-l2"><a class="reference internal" href="CombinedTimeQuery.html">CombinedTimeQuery</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../examples/index.html">Data Plotting Examples</a></li>
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+           <div itemprop="articleBody">
+            
+  <div class="section" id="module-awips.RadarCommon">
+<span id="radarcommon"></span><h1>RadarCommon<a class="headerlink" href="#module-awips.RadarCommon" title="Permalink to this headline">¶</a></h1>
+<dl class="py function">
+<dt id="awips.RadarCommon.encode_dep_vals">
+<code class="sig-prename descclassname">awips.RadarCommon.</code><code class="sig-name descname">encode_dep_vals</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">depVals</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/RadarCommon.html#encode_dep_vals"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.RadarCommon.encode_dep_vals" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt id="awips.RadarCommon.encode_radial">
+<code class="sig-prename descclassname">awips.RadarCommon.</code><code class="sig-name descname">encode_radial</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">azVals</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/RadarCommon.html#encode_radial"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.RadarCommon.encode_radial" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt id="awips.RadarCommon.encode_thresh_vals">
+<code class="sig-prename descclassname">awips.RadarCommon.</code><code class="sig-name descname">encode_thresh_vals</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">threshVals</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/RadarCommon.html#encode_thresh_vals"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.RadarCommon.encode_thresh_vals" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt id="awips.RadarCommon.get_data_type">
+<code class="sig-prename descclassname">awips.RadarCommon.</code><code class="sig-name descname">get_data_type</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">azdat</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/RadarCommon.html#get_data_type"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.RadarCommon.get_data_type" title="Permalink to this definition">¶</a></dt>
+<dd><p>Get the radar file type (radial or raster).</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>azdat: Boolean.</p>
+</dd>
+<dt>Returns:</dt><dd><p>Radial or raster.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt id="awips.RadarCommon.get_datetime_str">
+<code class="sig-prename descclassname">awips.RadarCommon.</code><code class="sig-name descname">get_datetime_str</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">record</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/RadarCommon.html#get_datetime_str"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.RadarCommon.get_datetime_str" title="Permalink to this definition">¶</a></dt>
+<dd><p>Get the datetime string for a record.</p>
+<dl class="simple">
+<dt>Args:</dt><dd><p>record: the record to get data for.</p>
+</dd>
+<dt>Returns:</dt><dd><p>datetime string.</p>
+</dd>
+</dl>
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+<code class="sig-prename descclassname">awips.RadarCommon.</code><code class="sig-name descname">get_hdf5_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">idra</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/RadarCommon.html#get_hdf5_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.RadarCommon.get_hdf5_data" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
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+<dt id="awips.RadarCommon.get_header">
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+<span id="thriftclient"></span><h1>ThriftClient<a class="headerlink" href="#module-awips.ThriftClient" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.ThriftClient.ThriftClient">
+<em class="property">class </em><code class="sig-prename descclassname">awips.ThriftClient.</code><code class="sig-name descname">ThriftClient</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">host</span></em>, <em class="sig-param"><span class="n">port</span><span class="o">=</span><span class="default_value">9581</span></em>, <em class="sig-param"><span class="n">uri</span><span class="o">=</span><span class="default_value">'/services'</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/ThriftClient.html#ThriftClient"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.ThriftClient.ThriftClient" title="Permalink to this definition">¶</a></dt>
+<dd><dl class="py method">
+<dt id="awips.ThriftClient.ThriftClient.sendRequest">
+<code class="sig-name descname">sendRequest</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">uri</span><span class="o">=</span><span class="default_value">'/thrift'</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/ThriftClient.html#ThriftClient.sendRequest"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.ThriftClient.ThriftClient.sendRequest" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
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+
+<dl class="py exception">
+<dt id="awips.ThriftClient.ThriftRequestException">
+<em class="property">exception </em><code class="sig-prename descclassname">awips.ThriftClient.</code><code class="sig-name descname">ThriftRequestException</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">value</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/ThriftClient.html#ThriftRequestException"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.ThriftClient.ThriftRequestException" title="Permalink to this definition">¶</a></dt>
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diff --git a/api/ThriftClientRouter.html b/api/ThriftClientRouter.html
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+  <div class="section" id="module-awips.dataaccess.ThriftClientRouter">
+<span id="thriftclientrouter"></span><h1>ThriftClientRouter<a class="headerlink" href="#module-awips.dataaccess.ThriftClientRouter" title="Permalink to this headline">¶</a></h1>
+<dl class="py class">
+<dt id="awips.dataaccess.ThriftClientRouter.LazyGridLatLon">
+<em class="property">class </em><code class="sig-prename descclassname">awips.dataaccess.ThriftClientRouter.</code><code class="sig-name descname">LazyGridLatLon</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">client</span></em>, <em class="sig-param"><span class="n">nx</span></em>, <em class="sig-param"><span class="n">ny</span></em>, <em class="sig-param"><span class="n">envelope</span></em>, <em class="sig-param"><span class="n">crsWkt</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#LazyGridLatLon"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.LazyGridLatLon" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py class">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter">
+<em class="property">class </em><code class="sig-prename descclassname">awips.dataaccess.ThriftClientRouter.</code><code class="sig-name descname">ThriftClientRouter</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">host</span><span class="o">=</span><span class="default_value">'localhost'</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter" title="Permalink to this definition">¶</a></dt>
+<dd><dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLevels">
+<code class="sig-name descname">getAvailableLevels</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getAvailableLevels"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLevels" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLocationNames">
+<code class="sig-name descname">getAvailableLocationNames</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getAvailableLocationNames"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLocationNames" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableParameters">
+<code class="sig-name descname">getAvailableParameters</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getAvailableParameters"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableParameters" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableTimes">
+<code class="sig-name descname">getAvailableTimes</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">refTimeOnly</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getAvailableTimes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableTimes" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGeometryData">
+<code class="sig-name descname">getGeometryData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">times</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getGeometryData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGeometryData" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGridData">
+<code class="sig-name descname">getGridData</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">times</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getGridData"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGridData" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getIdentifierValues">
+<code class="sig-name descname">getIdentifierValues</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em>, <em class="sig-param"><span class="n">identifierKey</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getIdentifierValues"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getIdentifierValues" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getNotificationFilter">
+<code class="sig-name descname">getNotificationFilter</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getNotificationFilter"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getNotificationFilter" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getOptionalIdentifiers">
+<code class="sig-name descname">getOptionalIdentifiers</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getOptionalIdentifiers"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getOptionalIdentifiers" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getRequiredIdentifiers">
+<code class="sig-name descname">getRequiredIdentifiers</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">request</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getRequiredIdentifiers"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getRequiredIdentifiers" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getSupportedDatatypes">
+<code class="sig-name descname">getSupportedDatatypes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.getSupportedDatatypes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getSupportedDatatypes" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.newDataRequest">
+<code class="sig-name descname">newDataRequest</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">datatype</span></em>, <em class="sig-param"><span class="n">parameters</span><span class="o">=</span><span class="default_value">[]</span></em>, <em class="sig-param"><span class="n">levels</span><span class="o">=</span><span class="default_value">[]</span></em>, <em class="sig-param"><span class="n">locationNames</span><span class="o">=</span><span class="default_value">[]</span></em>, <em class="sig-param"><span class="n">envelope</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.newDataRequest"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.newDataRequest" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="awips.dataaccess.ThriftClientRouter.ThriftClientRouter.setLazyLoadGridLatLon">
+<code class="sig-name descname">setLazyLoadGridLatLon</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">lazyLoadGridLatLon</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/dataaccess/ThriftClientRouter.html#ThriftClientRouter.setLazyLoadGridLatLon"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.setLazyLoadGridLatLon" title="Permalink to this definition">¶</a></dt>
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+  <div class="section" id="module-awips.TimeUtil">
+<span id="timeutil"></span><h1>TimeUtil<a class="headerlink" href="#module-awips.TimeUtil" title="Permalink to this headline">¶</a></h1>
+<dl class="py function">
+<dt id="awips.TimeUtil.determineDrtOffset">
+<code class="sig-prename descclassname">awips.TimeUtil.</code><code class="sig-name descname">determineDrtOffset</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">timeStr</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/TimeUtil.html#determineDrtOffset"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.TimeUtil.determineDrtOffset" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt id="awips.TimeUtil.makeTime">
+<code class="sig-prename descclassname">awips.TimeUtil.</code><code class="sig-name descname">makeTime</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">timeStr</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/awips/TimeUtil.html#makeTime"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#awips.TimeUtil.makeTime" title="Permalink to this definition">¶</a></dt>
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+  <div class="section" id="available-data-types">
+<h1>Available Data Types<a class="headerlink" href="#available-data-types" title="Permalink to this headline">¶</a></h1>
+<div class="section" id="satellite">
+<h2>satellite<a class="headerlink" href="#satellite" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p>2-D NumPy Array</p></li>
+<li><p>returned by: <a class="reference external" href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGridData">awips.dataaccess.DataAccessLayer.getGridData(request, times=[])</a></p></li>
+<li><p>example:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Contrust a full satellite product tree</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)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
+<span class="n">creatingEntities</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="s2">&quot;creatingEntity&quot;</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="n">creatingEntities</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">entity</span><span class="p">)</span>
+    <span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
+    <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;creatingEntity&quot;</span><span class="p">,</span> <span class="n">entity</span><span class="p">)</span>
+    <span class="n">availableSectors</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+    <span class="n">availableSectors</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+    <span class="k">for</span> <span class="n">sector</span> <span class="ow">in</span> <span class="n">availableSectors</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="n">sector</span><span class="p">)</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">sector</span><span class="p">)</span>
+        <span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">availableProducts</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">product</span> <span class="ow">in</span> <span class="n">availableProducts</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;    - &quot;</span> <span class="o">+</span> <span class="n">product</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>—</p>
+</div>
+<div class="section" id="binlightning">
+<h2>binlightning<a class="headerlink" href="#binlightning" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p>Shapely Point:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">POINT</span> <span class="p">(</span><span class="o">-</span><span class="mf">65.65293884277344</span> <span class="o">-</span><span class="mf">16.94915580749512</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>returned by: <a class="reference external" href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGeometryData">awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])</a></p></li>
+<li><p>example (GLM):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></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;binlightning&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;source&quot;</span><span class="p">,</span> <span class="s2">&quot;GLMgr&quot;</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;intensity&quot;</span><span class="p">)</span>
+<span class="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">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">times</span><span class="p">[</span><span class="o">-</span><span class="mi">10</span><span class="p">:</span><span class="o">-</span><span class="mi">1</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">geom</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>—</p>
+</div>
+<div class="section" id="grid">
+<h2>grid<a class="headerlink" href="#grid" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p>2-D NumPy Array</p></li>
+<li><p>returned by: <a class="reference external" href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGridData">awips.dataaccess.DataAccessLayer.getGridData(request, times=[])</a></p></li>
+<li><p>example:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;grid&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;RAP13&quot;</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;T&quot;</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="s2">&quot;2.0FHAG&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="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="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">fcstRun</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
+<span class="k">for</span> <span class="n">grid</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="n">lons</span><span class="p">,</span> <span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>—</p>
+</div>
+<div class="section" id="warning">
+<h2>warning<a class="headerlink" href="#warning" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p>Shapely MultiPolygon, Polygon:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">MULTIPOLYGON</span> <span class="p">((</span><span class="o">-</span><span class="mf">92.092348410</span> <span class="mf">46.782322971</span><span class="p">,</span> <span class="o">...</span><span class="p">,</span> <span class="o">-</span><span class="mf">92.092348410</span> <span class="mf">46.782322971</span><span class="p">),</span>
+              <span class="p">(</span><span class="o">-</span><span class="mf">90.948581075</span> <span class="mf">46.992865960</span><span class="p">,</span> <span class="o">...</span><span class="p">,</span> <span class="o">-</span><span class="mf">90.948581075</span> <span class="mf">46.992865960</span><span class="p">),</span>
+               <span class="o">...</span>
+              <span class="p">(</span><span class="o">-</span><span class="mf">92.274543999</span> <span class="mf">46.652773000</span><span class="p">,</span> <span class="o">...</span><span class="p">,</span> <span class="o">-</span><span class="mf">92.280511999</span> <span class="mf">46.656933000</span><span class="p">),</span>
+              <span class="p">(</span><span class="o">-</span><span class="mf">92.285491999</span> <span class="mf">46.660741000</span><span class="p">,</span> <span class="o">...</span><span class="p">,</span> <span class="o">-</span><span class="mf">92.285491999</span> <span class="mf">46.660741000</span><span class="p">))</span>
+</pre></div>
+</div>
+</li>
+<li><p>returned by: <a class="reference external" href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGeometryData">awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])</a></p></li>
+<li><p>example:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;warning&quot;</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="s1">&#39;phensig&#39;</span><span class="p">)</span>
+<span class="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">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">times</span><span class="p">[</span><span class="o">-</span><span class="mi">50</span><span class="p">:</span><span class="o">-</span><span class="mi">1</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">poly</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()</span>
+    <span class="n">site</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="n">pd</span>   <span class="o">=</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>
+    <span class="n">ref</span>  <span class="o">=</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>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>—</p>
+</div>
+<div class="section" id="radar">
+<h2>radar<a class="headerlink" href="#radar" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p>2-D NumPy Array</p></li>
+<li><p>returned by: <a class="reference external" href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGridData">awips.dataaccess.DataAccessLayer.getGridData(request, times=[])</a></p></li>
+<li><p>also returned by: <a class="reference external" href="api/RadarCommon.html">RadarCommon.get_hdf5_data(idra)</a></p></li>
+<li><p>example:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;radar&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;kmhx&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s2">&quot;Digital Hybrid Scan Refl&quot;</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="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">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="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="n">image</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">image</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+</pre></div>
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+<li class="toctree-l1"><a class="reference internal" href="api/index.html">API Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Development Guide</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#writing-a-new-factory">Writing a New Factory</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#registering-the-factory-with-the-framework">Registering the Factory with the Framework</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#retrieving-data-using-the-factory">Retrieving Data Using the Factory</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#development-background">Development Background</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#design-implementation">Design/Implementation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-users-of-the-framework-retrieve-and-use-the-data">How users of the framework retrieve and use the data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-plugin-developers-contribute-support-for-new-datatypes">How plugin developers contribute support for new datatypes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-the-framework-works-when-it-receives-a-request">How the framework works when it receives a request</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#request-interfaces">Request interfaces</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#data-interfaces">Data Interfaces</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#factory-interfaces-java-only">Factory Interfaces (Java only)</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="gridparms.html">Grid Parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="about.html">About Unidata AWIPS</a></li>
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+            
+  <div class="section" id="development-guide">
+<h1>Development Guide<a class="headerlink" href="#development-guide" title="Permalink to this headline">¶</a></h1>
+<p>The Data Access Framework allows developers to retrieve different types
+of data without having dependencies on those types of data. It provides
+a single, unified data type that can be customized by individual
+implementing plug-ins to provide full functionality pertinent to each
+data type.</p>
+<div class="section" id="writing-a-new-factory">
+<h2>Writing a New Factory<a class="headerlink" href="#writing-a-new-factory" title="Permalink to this headline">¶</a></h2>
+<p>Factories will most often be written in a dataplugin, but should always
+be written in a common plug-in. This will allow for clean dependencies
+from both CAVE and EDEX.</p>
+<p>A new plug-in’s data access class must implement IDataFactory. For ease
+of use, abstract classes have been created to combine similar methods.
+Data factories do not have to implement both types of data (grid and
+geometry). They can if they choose, but if they choose not to, they
+should do the following:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">throw</span> <span class="n">new</span> <span class="n">UnsupportedOutputTypeException</span><span class="p">(</span><span class="n">request</span><span class="o">.</span><span class="n">getDatatype</span><span class="p">(),</span> <span class="s2">&quot;grid&quot;</span><span class="p">);</span>
+</pre></div>
+</div>
+<p>This lets the code know that grid type is not supported for this data
+factory. Depending on where the data is coming from, helpers have been
+written to make writing a new data type factory easier. For example,
+PluginDataObjects can use AbstractDataPluginFactory as a start and not
+have to create everything from scratch.</p>
+<p>Each data type is allowed to implement retrieval in any manner that is
+felt necessary. The power of the framework means that the code
+retrieving data does not have to know anything of the underlying
+retrieval methods, only that it is getting data in a certain manner. To
+see some examples of ways to retrieve data, reference
+<strong>SatelliteGridFactory</strong> and <strong>RadarGridFactory</strong>.</p>
+<p>Methods required for implementation:</p>
+<p><strong>public DataTime[] getAvailableTimes(IDataRequest request)</strong></p>
+<ul class="simple">
+<li><p>This method returns an array of DataTime objects corresponding to
+what times are available for the data being retrieved, based on the
+parameters and identifiers being passed in.</p></li>
+</ul>
+<p><strong>public DataTime[] getAvailableTimes(IDataRequest request, BinOffset
+binOffset)</strong></p>
+<ul class="simple">
+<li><p>This method returns available times as above, only with a bin offset
+applied.</p></li>
+</ul>
+<p>Note: Both of the preceding methods can throw TimeAgnosticDataException
+exceptions if times do not apply to the data type.</p>
+<p><strong>public IGridData[] getGridData(IDataRequest request,
+DataTime…times)</strong></p>
+<ul class="simple">
+<li><p>This method returns IGridData objects (an array) based on the request
+and times to request for. There can be multiple times or a single
+time.</p></li>
+</ul>
+<p><strong>public IGridData[] getGridData(IDataRequest request, TimeRange
+range)</strong></p>
+<ul class="simple">
+<li><p>Similar to the preceding method, this returns IGridData objects based
+on a range of times.</p></li>
+</ul>
+<p><strong>public IGeometryData[] getGeometryData(IDataRequest request, DataTime
+times)</strong></p>
+<ul class="simple">
+<li><p>This method returns IGeometryData objects based on a request and
+times.</p></li>
+</ul>
+<p><strong>public IGeometryData[] getGeometryData(IDataRequest request, TimeRange
+range)</strong></p>
+<ul class="simple">
+<li><p>Like the preceding method, this method returns IGeometryData objects
+based on a range of times.</p></li>
+</ul>
+<p><strong>public String[] getAvailableLocationNames(IDataRequest request)</strong></p>
+<ul class="simple">
+<li><p>This method returns location names that match the request. If this
+does not apply to the data type, an IncompatibleRequestException
+should be thrown.</p></li>
+</ul>
+</div>
+<div class="section" id="registering-the-factory-with-the-framework">
+<h2>Registering the Factory with the Framework<a class="headerlink" href="#registering-the-factory-with-the-framework" title="Permalink to this headline">¶</a></h2>
+<p>The following needs to be added in a spring file in the plug-in that
+contains the new factory:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">bean</span> <span class="nb">id</span><span class="o">=</span><span class="s2">&quot;radarGridFactory&quot;</span>
+    <span class="n">class</span><span class="o">=</span><span class="s2">&quot;com.raytheon.uf.common.dataplugin.radar.dataaccess.RadarGridFactory&quot;</span> <span class="o">/&gt;</span>
+<span class="o">&lt;</span><span class="n">bean</span> <span class="n">factory</span><span class="o">-</span><span class="n">bean</span><span class="o">=</span><span class="s2">&quot;dataAccessRegistry&quot;</span> <span class="n">factorymethod</span><span class="o">=</span><span class="s2">&quot;register&quot;</span><span class="o">&gt;</span>
+    <span class="o">&lt;</span><span class="n">constructor</span><span class="o">-</span><span class="n">arg</span> <span class="n">value</span><span class="o">=</span><span class="s2">&quot;radar&quot;</span><span class="o">/&gt;</span>
+    <span class="o">&lt;</span><span class="n">constructor</span><span class="o">-</span><span class="n">arg</span> <span class="n">ref</span><span class="o">=</span><span class="s2">&quot;radarGridFactory&quot;</span><span class="o">/&gt;</span>
+<span class="o">&lt;/</span><span class="n">bean</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+<p>This takes the RadarGridFactory and registers it with the registry and
+allows it to be used any time the code makes a request for the data type
+“radar.”</p>
+</div>
+<div class="section" id="retrieving-data-using-the-factory">
+<h2>Retrieving Data Using the Factory<a class="headerlink" href="#retrieving-data-using-the-factory" title="Permalink to this headline">¶</a></h2>
+<p>For ease of use and more diverse use, there are multiple interfaces into
+the Data Access Layer. Currently, there is a Python implementation and a
+Java implementation, which have very similar method calls and work in a
+similar manner. Plug-ins that want to use the data access framework to
+retrieve data should include <strong>com.raytheon.uf.common.dataaccess</strong> as a
+Required Bundle in their MANIFEST.MF.</p>
+<p>To retrieve data using the Python interface :</p>
+<div class="highlight-default 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="n">req</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">req</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;grid&quot;</span><span class="p">)</span>
+<span class="n">req</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s2">&quot;T&quot;</span><span class="p">)</span>
+<span class="n">req</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="s2">&quot;2FHAG&quot;</span><span class="p">)</span>
+<span class="n">req</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;info.datasetId&quot;</span><span class="p">,</span> <span class="s2">&quot;GFS40&quot;</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">req</span><span class="p">)</span>
+<span class="n">data</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">req</span><span class="p">,</span> <span class="n">times</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>To retrieve data using the Java interface :</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">IDataRequest</span> <span class="n">req</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">();</span>
+<span class="n">req</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;grid&quot;</span><span class="p">);</span>
+<span class="n">req</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s2">&quot;T&quot;</span><span class="p">);</span>
+<span class="n">req</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="s2">&quot;2FHAG&quot;</span><span class="p">);</span>
+<span class="n">req</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;info.datasetId&quot;</span><span class="p">,</span> <span class="s2">&quot;GFS40&quot;</span><span class="p">);</span>
+<span class="n">DataTime</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">req</span><span class="p">)</span>
+<span class="n">IData</span> <span class="n">data</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">req</span><span class="p">,</span> <span class="n">times</span><span class="p">);</span>
+</pre></div>
+</div>
+<p><strong>newDataRequest()</strong></p>
+<ul class="simple">
+<li><p>This creates a new data request. Most often this is a
+DefaultDataRequest, but saves for future implentations as well.</p></li>
+</ul>
+<p><strong>setDatatype(String)</strong></p>
+<ul class="simple">
+<li><p>This is the data type being retrieved. This can be found as the value
+that is registered when creating the new factory (See section above
+<strong>Registering the Factory with the Framework</strong> [radar in that case]).</p></li>
+</ul>
+<p><strong>setParameters(String…)</strong></p>
+<ul class="simple">
+<li><p>This can differ depending on data type. It is most often used as a
+main difference between products.</p></li>
+</ul>
+<p><strong>setLevels(String…)</strong></p>
+<ul class="simple">
+<li><p>This is often used to identify the same products on different
+mathematical angles, heights, levels, etc.</p></li>
+</ul>
+<p><strong>addIdentifier(String, String)</strong></p>
+<ul class="simple">
+<li><p>This differs based on data type, but is often used for more
+fine-tuned querying.</p></li>
+</ul>
+<p>Both methods return a similar set of data and can be manipulated by
+their respective languages. See DataAccessLayer.py and
+DataAccessLayer.java for more methods that can be called to retrieve
+data and different parts of the data. Because each data type has
+different parameters, levels, and identifiers, it is best to see the
+actual data type for the available options. If it is undocumented, then
+the best way to identify what parameters are to be used is to reference
+the code.</p>
+</div>
+<div class="section" id="development-background">
+<h2>Development Background<a class="headerlink" href="#development-background" title="Permalink to this headline">¶</a></h2>
+<p>In support of Hazard Services Raytheon Technical Services is building a
+generic data access framework that can be called via JAVA or Python. The
+data access framework code can be found within the AWIPS Baseline in</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataaccess</span>
+</pre></div>
+</div>
+<p>As of 2016, plugins have been written for grid, radar, satellite, Hydro
+(SHEF), point data (METAR, SYNOP, Profiler, ACARS, AIREP, PIREP), maps
+data, and other data types. The Factories for each can be found in the
+following packages (you may need to look at the development baseline to
+see these):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">grid</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">radar</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">satellite</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">binlightning</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">sfc</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">sfcobs</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">acars</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">ffmp</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">bufrua</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">profiler</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">moddelsounding</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">ldadmesonet</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">binlightning</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">gfe</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">hydro</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">pointdata</span><span class="o">.</span><span class="n">dataaccess</span>
+<span class="n">com</span><span class="o">.</span><span class="n">raytheon</span><span class="o">.</span><span class="n">uf</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">dataplugin</span><span class="o">.</span><span class="n">maps</span><span class="o">.</span><span class="n">dataaccess</span>
+</pre></div>
+</div>
+<p>Additional data types may be added in the future. To determine what
+datatypes are supported display the “type hierarchy” associated with the
+classes</p>
+<p><strong>AbstractGridDataPluginFactory</strong>,</p>
+<p><strong>AbstractGeometryDatabaseFactory</strong>, and</p>
+<p><strong>AbstractGeometryTimeAgnosticDatabaseFactory</strong>.</p>
+<p>The following content was taken from the design review document which is
+attached and modified slightly.</p>
+</div>
+<div class="section" id="design-implementation">
+<h2>Design/Implementation<a class="headerlink" href="#design-implementation" title="Permalink to this headline">¶</a></h2>
+<p>The Data Access Framework is designed to provide a consistent interface
+for requesting and using geospatial data within CAVE or EDEX. Examples
+of geospatial data are grids, satellite, radar, metars, maps, river gage
+heights, FFMP basin data, airmets, etc. To allow for convenient use of
+geospatial data, the framework will support two types of requests: grids
+and geometries (points, polygons, etc). The framework will also hide
+implementation details of specific data types from users, making it
+easier to use data without worrying about how the data objects are
+structured or retrieved.</p>
+<p>A suggested mapping of some current data types to one of the two
+supported data requests is listed below. This list is not definitive and
+can be expanded. If a developer can dream up an interpretation of the
+data in the other supported request type, that support can be added.</p>
+<p>Grids</p>
+<ul class="simple">
+<li><p>Grib</p></li>
+<li><p>Satellite</p></li>
+<li><p>Radar</p></li>
+<li><p>GFE</p></li>
+</ul>
+<p>Geometries</p>
+<ul class="simple">
+<li><p>Map (states, counties, zones, etc)</p></li>
+<li><p>Hydro DB (IHFS)</p></li>
+<li><p>Obs (metar)</p></li>
+<li><p>FFMP</p></li>
+<li><p>Hazard</p></li>
+<li><p>Warning</p></li>
+<li><p>CCFP</p></li>
+<li><p>Airmet</p></li>
+</ul>
+<p>The framework is designed around the concept of each data type plugin
+contributing the necessary code for the framework to support its data.
+For example, the satellite plugin provides a factory class for
+interacting with the framework and registers itself as being compatible
+with the Data Access Framework. This concept is similar to how EDEX in
+AWIPS expects a plugin developer to provide a decoder class and
+record class and register them, but then automatically manages the rest
+of the ingest process including routing, storing, and alerting on new
+data. This style of plugin architecture effectively enables the
+framework to expand its capabilities to more data types without having
+to alter the framework code itself. This will enable software developers
+to incrementally add support for more data types as time allows, and
+allow the framework to expand to new data types as they become
+available.</p>
+<p>The Data Access Framework will not break any existing functionality or
+APIs, and there are no plans to retrofit existing cosde to use the new
+API at this time. Ideally code will be retrofitted in the future to
+improve ease of maintainability. The plugin pecific code that hooks into
+the framework will make use of existing APIs such as <strong>IDataStore</strong> and
+<strong>IServerRequest</strong> to complete the requests.</p>
+<p>The Data Access Framework can be understood as three parts:</p>
+<ul class="simple">
+<li><p>How users of the framework retrieve and use the data</p></li>
+<li><p>How plugin developers contribute support for new data types</p></li>
+<li><p>How the framework works when it receives a request</p></li>
+</ul>
+</div>
+<div class="section" id="how-users-of-the-framework-retrieve-and-use-the-data">
+<h2>How users of the framework retrieve and use the data<a class="headerlink" href="#how-users-of-the-framework-retrieve-and-use-the-data" title="Permalink to this headline">¶</a></h2>
+<p>When a user of the framework wishes to request data, they must
+instantiate a request object and set some of the values on that request.
+Two request interfaces will be supported, for detailed methods see
+section “Detailed Code” below.</p>
+<p><strong>IDataRequest</strong></p>
+<p><strong>IGridRequest</strong> extends <strong>IDataRequest</strong></p>
+<p><strong>IGeometryRequest</strong> extends <strong>IDataRequest</strong></p>
+<p>For the request interfaces, default implementations of
+<strong>DefaultGridRequest</strong> and <strong>DefaultGeometryRequest</strong> will be provided
+to handle most cases. However, the use of interfaces allows for custom
+special cases in the future. If necessary, the developer of a plugin can
+write their own custom request implementation to handle a special case.</p>
+<p>After the request object has been prepared, the user will pass it to the
+Data Access Layer to receive a data object in return. See the “Detailed
+Code” section below for detailed methods of the Data Access Layer. The
+Data Access Layer will return one of two data interfaces.</p>
+<p><strong>IData</strong></p>
+<p><strong>IGridData</strong> extends <strong>IData</strong></p>
+<p><strong>IGeometryData</strong> extends <strong>IData</strong></p>
+<p>For the data interfaces, the use of interfaces effectively hides the
+implementation details of specific data types from the user of the
+framework. For example, the user receives an <strong>IGridData</strong> and knows the
+data time, grid geometry, parameter, and level, but does not know that
+the data is actually a <strong>GFEGridData</strong> vs <strong>D2DGridData</strong> vs
+<strong>SatelliteGridData</strong>. This enables users of the framework to write
+generic code that can support multiple data types.</p>
+<p>For python users of the framework, the interfaces will be very similar
+with a few key distinctions. Geometries will be represented by python
+geometries from the open source Shapely project. For grids, the python
+<strong>IGridData</strong> will have a method for requesting the raw data as a numpy
+array, and the Data Access Layer will have methods for requesting the
+latitude coordinates and the longitude coordinates of grids as numpy
+arrays. The python requests and data objects will be pure python and not
+JEP PyJObjects that wrap Java objects. A future goal of the Data Access
+Framework is to provide support to python local apps and therefore
+enable requests of data outside of CAVE and EDEX to go through the same
+familiar interfaces. This goal is out of scope for this project but by
+making the request and returned data objects pure python it will not be
+a huge undertaking to add this support in the future.</p>
+</div>
+<div class="section" id="how-plugin-developers-contribute-support-for-new-datatypes">
+<h2>How plugin developers contribute support for new datatypes<a class="headerlink" href="#how-plugin-developers-contribute-support-for-new-datatypes" title="Permalink to this headline">¶</a></h2>
+<p>When a developer wishes to add support for another data type to the
+framework, they must implement one or both of the factory interfaces
+within a common plugin. Two factory interfaces will be supported, for
+detailed methods see below.</p>
+<p><strong>IDataFactory</strong></p>
+<p><strong>IGridFactory</strong> extends <strong>IDataFactory</strong></p>
+<p><strong>IGeometryFactory</strong> extends <strong>IDataFactory</strong></p>
+<p>For some data types, it may be desired to add support for both types of
+requests. For example, the developer of grid data may want to provide
+support for both grid requests and geometry requests. In this case the
+developer would write two separate classes where one implements
+<strong>IGridFactory</strong> and the other implements <strong>IGeometryFactory</strong>.
+Furthermore, factories could be stacked on top of one another by having
+factory implementations call into the Data Access Layer.</p>
+<p>For example, a custom factory keyed to “derived” could be written for
+derived parameters, and the implementation of that factory may then call
+into the Data Access Layer to retrieve “grid” data. In this example the
+raw data would be retrieved through the <strong>GridDataFactory</strong> while the
+derived factory then applies the calculations before returning the data.</p>
+<p>Implementations do not need to support all methods on the interfaces or
+all values on the request objects. For example, a developer writing the
+<strong>MapGeometryFactory</strong> does not need to support <strong>getAvailableTimes()</strong>
+because map data such as US counties is time agnostic. In this case the
+method should throw <strong>UnsupportedOperationException</strong> and the javadoc
+will indicate this.</p>
+<p>Another example would be the developer writing <strong>ObsGeometryFactory</strong>
+can ignore the Level field of the <strong>IDataRequest</strong> as there are not
+different levels of metar data, it is all at the surface. It is up to
+the factory writer to determine which methods and fields to support and
+which to ignore, but the factory writer should always code the factory
+with the user requesting data in mind. If a user of the framework could
+reasonably expect certain behavior from the framework based on the
+request, the factory writer should implement support for that behavior.</p>
+<p>Abstract factories will be provided and can be extended to reduce the
+amount of code a factory developer has to write to complete some common
+actions that will be used by multiple factories. The factory should be
+capable of working within either CAVE or EDEX, therefore all of its
+server specific actions (e.g. database queries) should go through the
+Request/Handler API by using <strong>IServerRequests</strong>. CAVE can then send the
+<strong>IServerRequests</strong> to EDEX with <strong>ThriftClient</strong> while EDEX can use the
+<strong>ServerRequestRouter</strong> to process the <strong>IServerRequests</strong>, making the
+code compatible regardless of which JVM it is running inside.</p>
+<p>Once the factory code is written, it must be registered with the
+framework as an available factory. This will be done through spring xml
+in a common plugin, with the xml file inside the res/spring folder of
+the plugin. Registering the factory will identify the datatype name that
+must match what users would use as the datatype on the <strong>IDataRequest</strong>,
+e.g. the word “satellite”. Registering the factory also indicates to the
+framework what request types are supported, i.e. grid vs geometry or
+both.</p>
+<p>An example of the spring xml for a satellite factory is provided below:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">bean</span> <span class="nb">id</span><span class="o">=</span><span class="s2">&quot;satelliteFactory&quot;</span>
+  <span class="n">class</span><span class="o">=</span><span class="s2">&quot;com.raytheon.uf.common.dataplugin.satellite.SatelliteFactory&quot;</span> <span class="o">/&gt;</span>
+
+<span class="o">&lt;</span><span class="n">bean</span> <span class="nb">id</span><span class="o">=</span><span class="s2">&quot;satelliteFactoryRegistered&quot;</span> <span class="n">factory</span><span class="o">-</span><span class="n">bean</span><span class="o">=</span><span class="s2">&quot;dataFactoryRegistry&quot;</span> <span class="n">factory</span><span class="o">-</span><span class="n">method</span><span class="o">=</span><span class="s2">&quot;register&quot;</span><span class="o">&gt;</span>
+    <span class="o">&lt;</span><span class="n">constructor</span><span class="o">-</span><span class="n">arg</span> <span class="n">value</span><span class="o">=</span><span class="s2">&quot;satellite&quot;</span> <span class="o">/&gt;</span>
+    <span class="o">&lt;</span><span class="n">constructor</span><span class="o">-</span><span class="n">arg</span> <span class="n">value</span><span class="o">=</span><span class="s2">&quot;com.raytheon.uf.common.dataaccess.grid.IGridRequest&quot;</span> <span class="o">/&gt;</span>
+    <span class="o">&lt;</span><span class="n">constructor</span><span class="o">-</span><span class="n">arg</span> <span class="n">value</span><span class="o">=</span><span class="s2">&quot;satelliteFactory&quot;</span> <span class="o">/&gt;</span>
+<span class="o">&lt;/</span><span class="n">bean</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="how-the-framework-works-when-it-receives-a-request">
+<h2>How the framework works when it receives a request<a class="headerlink" href="#how-the-framework-works-when-it-receives-a-request" title="Permalink to this headline">¶</a></h2>
+<p><strong>IDataRequest</strong> requires a datatype to be set on every request. The
+framework will have a registry of existing factories for each data type
+(grid and geometry). When the Data Access Layer methods are called, it
+will first lookup in the registry for the factory that corresponds to
+the datatype on the <strong>IDataRequest</strong>. If no corresponding factory is
+found, it will throw an exception with a useful error message that
+indicates there is no current support for that datatype request. If a
+factory is found, it will delegate the processing of the request to the
+factory. The factory will receive the request and process it, returning
+the result back to the Data Access Layer which then returns it to the
+caller.</p>
+<p>By going through the Data Access Layer, the user is able to retrieve the
+data and use it without understanding which factory was used, how the
+factory retrieved the data, or what implementation of data was returned.
+This effectively frees the framework and users of the framework from any
+dependencies on any particular data types. Since these dependencies are
+avoided, the specific <strong>IDataFactory</strong> and <strong>IData</strong> implementations can
+be altered in the future if necessary and the code making use of the
+framework will not need to be changed as long as the interfaces continue
+to be met.</p>
+<p>Essentially, the Data Access Framework is a service that provides data
+in a consistent way, with the service capabilities being expanded by
+plugin developers who write support for more data types. Note that the
+framework itself is useless without plugins contributing and registering
+<strong>IDataFactories</strong>. Once the framework is coded, developers will need to
+be tasked to add the factories necessary to support the needed data
+types.</p>
+</div>
+<div class="section" id="request-interfaces">
+<h2>Request interfaces<a class="headerlink" href="#request-interfaces" title="Permalink to this headline">¶</a></h2>
+<p>Requests and returned data interfaces will exist in both Java and
+Python. The Java interfaces are listed below and the Python interfaces
+will match the Java interfaces except where noted. Factories will only
+be written in Java.</p>
+<p><strong>IDataRequest</strong></p>
+<ul class="simple">
+<li><p><strong>void setDatatype(String datatype)</strong> - the datatype name and
+also the key to which factory will be used. Frequently pluginName
+such as radar, satellite, gfe, ffmp, etc</p></li>
+<li><p><strong>void addIdentifier(String key, Object value)</strong> - an identifier the
+factory can use to determine which data to return, e.g. for grib data
+key “modelName” and value “GFS40”</p></li>
+<li><p><strong>void setParameters(String… params)</strong></p></li>
+<li><p><strong>void setLevels(Level… levels)</strong></p></li>
+<li><p><strong>String getDatatype()</strong></p></li>
+<li><p><strong>Map getIdentifiers()</strong></p></li>
+<li><p><strong>String[] getParameters()</strong></p></li>
+<li><p><strong>Level[] getLevels()</strong></p></li>
+<li><p>Python Differences</p></li>
+<li><p><strong>Levels</strong> will be represented as <strong>Strings</strong></p></li>
+</ul>
+<p><strong>IGridRequest extends IDataRequest</strong></p>
+<ul class="simple">
+<li><p><strong>void setStorageRequest(Request request)</strong> - a datastorage request
+that allows for slab, line, and point requests for faster performance
+and less data retrieval</p></li>
+<li><p><strong>Request getStorageRequest()</strong></p></li>
+<li><p>Python Differences</p></li>
+<li><p>No support for storage requests</p></li>
+</ul>
+<p><strong>IGeometryRequest extends IDataRequest</strong></p>
+<ul class="simple">
+<li><p><strong>void setEnvelope(Envelope env)</strong> - a bounding box envelope to limit
+the data that is searched through and returned. Not all factories may
+support this.</p></li>
+<li><p><strong>setLocationNames(String… locationNames)</strong> - a convenience of
+requesting data by names such as ICAOs, airports, stationIDs, etc</p></li>
+<li><p><strong>Envelope getEnvelope()</strong></p></li>
+<li><p><strong>String[] getLocationNames()</strong></p></li>
+<li><p>Python Differences</p></li>
+<li><p>Envelope methods will use a <strong>shapely.geometry.Polygon</strong> instead of
+<strong>Envelopes</strong> (shapely has no concept of envelopes and considers them
+as rectangular polygons)</p></li>
+</ul>
+<div class="section" id="data-interfaces">
+<h3>Data Interfaces<a class="headerlink" href="#data-interfaces" title="Permalink to this headline">¶</a></h3>
+<p><strong>IData</strong></p>
+<ul class="simple">
+<li><p><strong>Object getAttribute(String key)</strong> - <strong>getAttribute</strong> provides a way
+to get at attributes of the data that the interface does not provide,
+allowing the user to get more info about the data without adding
+dependencies on the specific data type plugin</p></li>
+<li><p><strong>DataTime getDataTime()</strong> - some data may return null (e.g. maps)</p></li>
+<li><p><strong>Level getLevel()</strong> - some data may return null</p></li>
+<li><p>Python Differences</p></li>
+<li><p><strong>Levels</strong> will be represented by <strong>Strings</strong></p></li>
+</ul>
+<p><strong>IGridData extends IData</strong></p>
+<ul class="simple">
+<li><p><strong>String getParameter()</strong></p></li>
+<li><p><strong>GridGeometry2D getGridGeometry()</strong></p></li>
+<li><p><strong>Unit getUnit()</strong> - some data may return null</p></li>
+<li><p><strong>DataDestination populateData(DataDestination destination)</strong> - How
+the user gets the raw data by passing in a <strong>DataDestination</strong> such
+as <strong>FloatArrayWrapper</strong> or <strong>ByteBufferWrapper</strong>. This allows the
+user to specify the way the raw data of the grid should be structured
+in memory.</p></li>
+<li><p><strong>DataDestination populateData(DataDestination destination, Unit
+unit)</strong> - Same as the above method but also attempts to convert the
+raw data to the specified unit when populating the
+<strong>DataDestination</strong>.</p></li>
+<li><p>Python Differences</p></li>
+<li><p><strong>Units</strong> will be represented by <strong>Strings</strong></p></li>
+<li><p><strong>populateData()</strong> methods will not exist, instead there will be
+a <strong>getRawData()</strong> method that returns a numpy array in the native
+type of the data</p></li>
+</ul>
+<p><strong>IGeometryData extends IData</strong></p>
+<ul class="simple">
+<li><p><strong>Geometry getGeometry()</strong></p></li>
+<li><p><strong>Set getParameters()</strong> - Gets the list of parameters included in
+this data</p></li>
+<li><p><strong>String getString(String param)</strong> - Gets the value of the parameter
+as a String</p></li>
+<li><p><strong>Number getNumber(String param)</strong> - Gets the value of the parameter
+as a Number</p></li>
+<li><p><strong>Unit getUnit(String param)</strong> - Gets the unit of the parameter,
+may be null</p></li>
+<li><p><strong>Type getType(String param)</strong> - Returns an enum of the raw type of
+the parameter, such as Float, Int, or String</p></li>
+<li><p><strong>String getLocationName()</strong> - Returns the location name of the piece
+of data, typically to correlate if the request was made with
+locationNames. May be null.</p></li>
+<li><p>Python Differences</p></li>
+<li><p><strong>Geometry</strong> will be <strong>shapely.geometry.Geometry</strong></p></li>
+<li><p><strong>getNumber()</strong> will return the python native number of the data</p></li>
+<li><p><strong>Units</strong> will be represented by <strong>Strings</strong></p></li>
+<li><p><strong>getType()</strong> will return the python type object</p></li>
+</ul>
+<p><strong>DataAccessLayer</strong> (in implementation, these methods delegate
+processing to factories)</p>
+<ul class="simple">
+<li><p><strong>DataTime[] getAvailableTimes(IDataRequest request)</strong></p></li>
+<li><p><strong>DataTime[] getAvailableTimes(IDataRequest request, BinOffset
+binOffset)</strong></p></li>
+<li><p><strong>IData[] getData(IDataRequest request, DataTime… times)</strong></p></li>
+<li><p><strong>IData[] getData(IDataRequest request, TimeRange timeRange)</strong></p></li>
+<li><p><strong>GridGeometry2D getGridGeometry(IGridRequest request)</strong></p></li>
+<li><p><strong>String[] getAvailableLocationNames(IGeometryRequest request)</strong></p></li>
+<li><p>Python Differences</p></li>
+<li><p>No support for <strong>BinOffset</strong></p></li>
+<li><p><strong>getGridGeometry(IGridRequest)</strong> will be replaced by
+<strong>getLatCoords(IGridRequest)</strong> and <strong>getLonCoords(IGridRequest)</strong>
+that will return numpy arrays of the lat or lon of every grid
+cell</p></li>
+</ul>
+</div>
+<div class="section" id="factory-interfaces-java-only">
+<h3>Factory Interfaces (Java only)<a class="headerlink" href="#factory-interfaces-java-only" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p><strong>IDataFactory</strong></p></li>
+<li><p><strong>DataTime[] getAvailableTimes(R request)</strong> - queries the
+database and returns the times that match the request. Some factories
+may not support this (e.g. maps).</p></li>
+<li><p><strong>DataTime[] getAvailableTimes(R request, BinOffset binOffset)</strong> -
+queries the database with a bin offset and returns the times that
+match the request. Some factories may not support this.</p></li>
+<li><p><strong>D[] getData(R request, DataTime… times)</strong> - Gets the data that
+matches the request at the specified times.</p></li>
+<li><p><strong>D[] getData(R request, TimeRange timeRange)</strong> - Gets the data that
+matches the request and is within the time range.</p></li>
+</ul>
+<p><strong>IGridDataFactory extends IDataFactory</strong></p>
+<ul class="simple">
+<li><p><strong>GridGeometry2D</strong> <strong>getGeometry(IGridRequest request)</strong> - Returns
+the grid geometry of the data that matches the request BEFORE making
+the request. Useful for then making slab or line requests for subsets
+of the data. Does not support moving grids, but moving grids don’t
+make subset requests either.</p></li>
+</ul>
+<p><strong>IGeometryDataFactory extends IDataFactory</strong></p>
+<ul class="simple">
+<li><p><strong>getAvailableLocationNames(IGeometryRequest request)</strong> - Convenience
+method to retrieve available location names that match a request. Not
+all factories may support this.</p></li>
+</ul>
+</div>
+</div>
+</div>
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+            
+  <div class="section" id="awips-grids-and-cartopy">
+<h1>AWIPS Grids and Cartopy<a class="headerlink" href="#awips-grids-and-cartopy" 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/AWIPS_Grids_and_Cartopy.ipynb">Notebook</a>
+A simple example of requesting and plotting AWIPS grids with Matplotlib
+and Cartopy.</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">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;grid&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;RAP13&quot;</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;T&quot;</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="s2">&quot;2.0FHAG&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="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="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">fcstRun</span><span class="p">[</span><span class="mi">0</span><span class="p">]])</span>
+<span class="n">grid</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+<span class="n">lons</span><span class="p">,</span> <span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+<span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
+
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">9</span><span class="p">),</span>
+            <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="n">gl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+</pre></div>
+</div>
+<div class="section" id="with-pcolormesh">
+<h2>with pcolormesh<a class="headerlink" href="#with-pcolormesh" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;rainbow&#39;</span><span class="p">)</span>
+<span class="n">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">shrink</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span> <span class="o">+</span><span class="s2">&quot; &quot;</span><span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
+               <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; (&quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getUnit</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;) &quot;</span> \
+               <span class="o">+</span> <span class="s2">&quot;valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+</pre></div>
+</div>
+<img alt="../../_images/AWIPS_Grids_and_Cartopy_3_0.png" src="../../_images/AWIPS_Grids_and_Cartopy_3_0.png" />
+</div>
+<div class="section" id="with-contourf">
+<h2>with contourf<a class="headerlink" href="#with-contourf" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig2</span><span class="p">,</span> <span class="n">ax2</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">cs2</span> <span class="o">=</span> <span class="n">ax2</span><span class="o">.</span><span class="n">contourf</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="mi">80</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">vmin</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">vmax</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+<span class="n">cbar2</span> <span class="o">=</span> <span class="n">fig2</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs2</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar2</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">getLocationName</span><span class="p">()</span> <span class="o">+</span><span class="s2">&quot; &quot;</span><span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
+               <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; (&quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getUnit</span><span class="p">()</span><span class="o">+</span> <span class="s2">&quot;) &quot;</span> \
+               <span class="o">+</span> <span class="s2">&quot;valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+</pre></div>
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+  <div class="section" id="colored-surface-temperature-plot">
+<h1>Colored Surface Temperature Plot<a class="headerlink" href="#colored-surface-temperature-plot" 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/Colored_Surface_Temperature_Plot.ipynb">Notebook</a>
+This exercise creates a colored temperature plot for North America using
+AWIPS METAR observations (datatype <em>obs</em>), similar to existing products
+in GEMPAK and CAVE.</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">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.time</span> <span class="kn">import</span> <span class="n">TimeRange</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">cartopy.feature</span> <span class="kn">import</span> <span class="n">ShapelyFeature</span>
+<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Polygon</span>
+<span class="kn">from</span> <span class="nn">metpy.plots</span> <span class="kn">import</span> <span class="n">StationPlot</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="c1"># CONUS bounding box and envelope geometry</span>
+<span class="n">bbox</span><span class="o">=</span><span class="p">[</span><span class="o">-</span><span class="mi">120</span><span class="p">,</span> <span class="o">-</span><span class="mi">70</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">55</span><span class="p">]</span>
+<span class="n">envelope</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">([(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">]),(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span>
+                    <span class="p">(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">bbox</span><span class="p">[</span><span class="mi">3</span><span class="p">]),(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
+                    <span class="p">(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">])])</span>
+
+<span class="c1"># New obs request</span>
+<span class="n">edexServer</span> <span class="o">=</span> <span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">edexServer</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;obs&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">single_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;timeObs&quot;</span><span class="p">,</span> <span class="s2">&quot;stationName&quot;</span><span class="p">,</span> <span class="s2">&quot;longitude&quot;</span><span class="p">,</span> <span class="s2">&quot;latitude&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;temperature&quot;</span><span class="p">,</span> <span class="s2">&quot;dewpoint&quot;</span><span class="p">,</span> <span class="s2">&quot;windDir&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;windSpeed&quot;</span><span class="p">,</span> <span class="s2">&quot;seaLevelPress&quot;</span><span class="p">]</span>
+<span class="n">multi_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;presWeather&quot;</span><span class="p">,</span> <span class="s2">&quot;skyCover&quot;</span><span class="p">,</span> <span class="s2">&quot;skyLayerBase&quot;</span><span class="p">]</span>
+<span class="n">params</span> <span class="o">=</span> <span class="n">single_value_params</span> <span class="o">+</span> <span class="n">multi_value_params</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="o">*</span><span class="p">(</span><span class="n">params</span><span class="p">))</span>
+
+<span class="c1"># Get records from the last 15 minutes</span>
+<span class="n">lastHourDateTime</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">minutes</span> <span class="o">=</span> <span class="mi">15</span><span class="p">)</span>
+<span class="n">start</span> <span class="o">=</span> <span class="n">lastHourDateTime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+
+<span class="n">beginRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">start</span> <span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">endRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">end</span> <span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">timerange</span> <span class="o">=</span> <span class="n">TimeRange</span><span class="p">(</span><span class="n">beginRange</span><span class="p">,</span> <span class="n">endRange</span><span class="p">)</span>
+<span class="c1"># Get response</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">timerange</span><span class="p">)</span>
+<span class="n">obs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getMetarObs</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Found &quot;</span> <span class="o">+</span> <span class="nb">str</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="o">+</span> <span class="s2">&quot; total records&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">obs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">]))</span> <span class="o">+</span> <span class="s2">&quot; temperature records&quot;</span><span class="p">)</span>
+
+<span class="c1"># Create a station plot pointing to an Axes to draw on as well as the location of points</span>
+
+<span class="n">lats</span> <span class="o">=</span> <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">]</span>
+<span class="n">lons</span> <span class="o">=</span> <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]</span>
+
+<span class="n">thresholds</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s1">&#39;15&#39;</span><span class="p">:</span> <span class="s1">&#39;purple&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;25&#39;</span><span class="p">:</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;35&#39;</span><span class="p">:</span> <span class="s1">&#39;royalblue&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;45&#39;</span><span class="p">:</span> <span class="s1">&#39;darkgreen&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;55&#39;</span><span class="p">:</span> <span class="s1">&#39;green&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;65&#39;</span><span class="p">:</span> <span class="s1">&#39;y&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;75&#39;</span><span class="p">:</span> <span class="s1">&#39;orange&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;85&#39;</span><span class="p">:</span> <span class="s1">&#39;red&#39;</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">12</span><span class="p">),</span><span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">LambertConformal</span><span class="p">()))</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">response</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot; | Surface Temps (degF) | &quot;</span> <span class="o">+</span> <span class="n">edexServer</span><span class="p">)</span>
+
+<span class="c1"># Suppress nan masking 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="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">thresholds</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+    <span class="n">tair</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">obs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+    <span class="n">tair</span><span class="p">[</span><span class="n">tair</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.0</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+    <span class="n">tair</span> <span class="o">=</span> <span class="p">(</span><span class="n">tair</span><span class="o">*</span><span class="mf">1.8</span><span class="p">)</span><span class="o">+</span><span class="mi">32</span>
+    <span class="k">if</span> <span class="n">x</span><span class="o">==</span><span class="nb">max</span><span class="p">(</span><span class="n">thresholds</span><span class="p">):</span>
+        <span class="n">tair</span><span class="p">[(</span><span class="n">tair</span> <span class="o">&lt;</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">))]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+    <span class="k">elif</span> <span class="n">x</span><span class="o">==</span><span class="nb">min</span><span class="p">(</span><span class="n">thresholds</span><span class="p">):</span>
+        <span class="n">tair</span><span class="p">[(</span><span class="n">tair</span> <span class="o">&gt;=</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">+</span><span class="mi">10</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">tair</span><span class="p">[(</span><span class="n">tair</span> <span class="o">&lt;</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">))]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+        <span class="n">tair</span><span class="p">[(</span><span class="n">tair</span> <span class="o">&gt;=</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">+</span><span class="mi">10</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+
+    <span class="n">stationplot</span> <span class="o">=</span> <span class="n">StationPlot</span><span class="p">(</span><span class="n">ax</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">transform</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">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
+    <span class="n">stationplot</span><span class="o">.</span><span class="n">plot_parameter</span><span class="p">(</span><span class="s1">&#39;C&#39;</span><span class="p">,</span> <span class="n">tair</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">thresholds</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)])</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Found</span> <span class="mi">10692</span> <span class="n">total</span> <span class="n">records</span>
+<span class="n">Using</span> <span class="mi">872</span> <span class="n">temperature</span> <span class="n">records</span>
+</pre></div>
+</div>
+<img alt="../../_images/Colored_Surface_Temperature_Plot_1_1.png" src="../../_images/Colored_Surface_Temperature_Plot_1_1.png" />
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+  <div class="section" id="forecast-model-vertical-sounding">
+<h1>Forecast Model Vertical Sounding<a class="headerlink" href="#forecast-model-vertical-sounding" 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/Forecast_Model_Vertical_Sounding.ipynb">Notebook</a>
+The ModelSounding class allows us to create a vertical sounding through
+any available AWIPS model with isobaric levels.</p>
+<ul class="simple">
+<li><p>A Shapely Point geometry is used to select longitude and latitude:
+from shapely.geometry import Point point = Point(-104.67,39.87)</p></li>
+<li><p>Parameters <code class="docutils literal notranslate"><span class="pre">['T','DpT','uW','vW']</span></code> are requested for all isobaric
+levels available for the selected model.</p></li>
+<li><p>There is a single-record query performed for <code class="docutils literal notranslate"><span class="pre">level</span> <span class="pre">=</span> <span class="pre">&quot;0.0FHAG&quot;</span></code> to
+determine the surface pressure level.</p></li>
+<li><p>Pay attention to units when switching models. This notebook was
+written for the NAM 40km AWIPS model where temperature and dewpoint
+are returned as Kelvin and wind components as m/s.</p></li>
+</ul>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span><span class="p">,</span> <span class="n">ModelSounding</span>
+<span class="kn">from</span> <span class="nn">awips</span> <span class="kn">import</span> <span class="n">ThriftClient</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</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="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">sqrt</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
+<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Point</span><span class="p">,</span> <span class="n">Polygon</span>
+<span class="kn">import</span> <span class="nn">shapely.wkb</span>
+<span class="kn">import</span> <span class="nn">timeit</span>
+<span class="n">model</span><span class="o">=</span><span class="s2">&quot;NAM40&quot;</span>
+<span class="n">parms</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;T&#39;</span><span class="p">,</span><span class="s1">&#39;DpT&#39;</span><span class="p">,</span><span class="s1">&#39;uW&#39;</span><span class="p">,</span><span class="s1">&#39;vW&#39;</span><span class="p">]</span>
+<span class="n">server</span> <span class="o">=</span> <span class="s1">&#39;edex-cloud.unidata.ucar.edu&#39;</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">server</span><span class="p">)</span>
+
+<span class="c1"># note the order is LON,lat and not lat,LON</span>
+<span class="n">point</span> <span class="o">=</span> <span class="n">Point</span><span class="p">(</span><span class="o">-</span><span class="mf">104.67</span><span class="p">,</span><span class="mf">39.87</span><span class="p">)</span>
+
+<span class="n">inc</span> <span class="o">=</span> <span class="mf">0.005</span>
+<span class="n">bbox</span><span class="o">=</span><span class="p">[</span><span class="n">point</span><span class="o">.</span><span class="n">y</span><span class="o">-</span><span class="n">inc</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">y</span><span class="o">+</span><span class="n">inc</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">x</span><span class="o">-</span><span class="n">inc</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">x</span><span class="o">+</span><span class="n">inc</span><span class="p">]</span>
+<span class="n">polygon</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">([(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">]),(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span>
+                   <span class="p">(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">3</span><span class="p">]),(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
+                   <span class="p">(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">])])</span>
+
+<span class="c1"># Get latest forecast cycle run</span>
+<span class="n">timeReq</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;grid&quot;</span><span class="p">)</span>
+<span class="n">timeReq</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">model</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">timeReq</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">timeReq</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">2</span><span class="p">],</span> <span class="n">times</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="n">model</span> <span class="o">+</span> <span class="s2">&quot; forecast time &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">fcstRun</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="n">NAM40</span> <span class="n">forecast</span> <span class="n">time</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">15</span> <span class="mi">12</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">p</span><span class="p">,</span><span class="n">t</span><span class="p">,</span><span class="n">d</span><span class="p">,</span><span class="n">u</span><span class="p">,</span><span class="n">v</span> <span class="o">=</span> <span class="p">[],[],[],[],[]</span>
+<span class="n">use_parms</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;T&#39;</span><span class="p">,</span><span class="s1">&#39;DpT&#39;</span><span class="p">,</span><span class="s1">&#39;uW&#39;</span><span class="p">,</span><span class="s1">&#39;vW&#39;</span><span class="p">,</span><span class="s1">&#39;P&#39;</span><span class="p">]</span>
+<span class="n">use_level</span> <span class="o">=</span> <span class="s2">&quot;0.0FHAG&quot;</span>
+<span class="n">sndObject</span> <span class="o">=</span> <span class="n">ModelSounding</span><span class="o">.</span><span class="n">getSounding</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">use_parms</span><span class="p">,</span>
+                                      <span class="p">[</span><span class="s2">&quot;0.0FHAG&quot;</span><span class="p">],</span> <span class="n">point</span><span class="p">,</span> <span class="n">timeRange</span><span class="o">=</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">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sndObject</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+    <span class="k">for</span> <span class="n">time</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">:</span>
+        <span class="n">p</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;P&#39;</span><span class="p">]))</span>
+        <span class="n">t</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;T&#39;</span><span class="p">]))</span>
+        <span class="n">d</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;DpT&#39;</span><span class="p">]))</span>
+        <span class="n">u</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;uW&#39;</span><span class="p">]))</span>
+        <span class="n">v</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;vW&#39;</span><span class="p">]))</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Found surface record at &quot;</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;MB&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;sndObject returned empty for query [&quot;</span>
+                    <span class="o">+</span> <span class="s1">&#39;, &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">use_parms</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span> <span class="n">use_level</span><span class="p">))</span> <span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Found</span> <span class="n">surface</span> <span class="n">record</span> <span class="n">at</span> <span class="mf">836.4</span><span class="n">MB</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Get isobaric levels with our requested parameters</span>
+<span class="n">levelReq</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;grid&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">point</span><span class="p">)</span>
+<span class="n">levelReq</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">model</span><span class="p">)</span>
+<span class="n">levelReq</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s1">&#39;T&#39;</span><span class="p">,</span><span class="s1">&#39;DpT&#39;</span><span class="p">,</span><span class="s1">&#39;uW&#39;</span><span class="p">,</span><span class="s1">&#39;vW&#39;</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">levelReq</span><span class="p">)</span>
+
+<span class="c1"># Clean levels list of unit string (MB, FHAG, etc.)</span>
+<span class="n">levels</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="k">for</span> <span class="n">lvl</span> <span class="ow">in</span> <span class="n">availableLevels</span><span class="p">:</span>
+    <span class="n">name</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">lvl</span><span class="p">)</span>
+    <span class="k">if</span> <span class="s1">&#39;MB&#39;</span> <span class="ow">in</span> <span class="n">name</span> <span class="ow">and</span> <span class="s1">&#39;_&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">name</span><span class="p">:</span>
+        <span class="c1"># If this level is above (less than in mb) our 0.0FHAG record</span>
+        <span class="k">if</span> <span class="nb">float</span><span class="p">(</span><span class="n">name</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;MB&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">))</span> <span class="o">&lt;</span> <span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="n">levels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lvl</span><span class="p">)</span>
+
+<span class="c1"># Get Sounding</span>
+<span class="n">sndObject</span> <span class="o">=</span> <span class="n">ModelSounding</span><span class="o">.</span><span class="n">getSounding</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">parms</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span>
+                        <span class="n">timeRange</span><span class="o">=</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">if</span> <span class="ow">not</span> <span class="nb">len</span><span class="p">(</span><span class="n">sndObject</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;sndObject returned empty for query [&quot;</span>
+                    <span class="o">+</span> <span class="s1">&#39;, &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">parms</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span> <span class="n">levels</span><span class="p">))</span> <span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
+
+<span class="k">for</span> <span class="n">time</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">:</span>
+    <span class="k">for</span> <span class="n">lvl</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">]</span><span class="o">.</span><span class="n">levels</span><span class="p">():</span>
+        <span class="k">for</span> <span class="n">parm</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">]</span><span class="o">.</span><span class="n">parameters</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">parm</span> <span class="o">==</span> <span class="s2">&quot;T&quot;</span><span class="p">:</span>
+                <span class="n">t</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+            <span class="k">elif</span> <span class="n">parm</span> <span class="o">==</span> <span class="s2">&quot;DpT&quot;</span><span class="p">:</span>
+                <span class="n">d</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+            <span class="k">elif</span> <span class="n">parm</span> <span class="o">==</span> <span class="s1">&#39;uW&#39;</span><span class="p">:</span>
+                <span class="n">u</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+            <span class="k">elif</span> <span class="n">parm</span> <span class="o">==</span> <span class="s1">&#39;vW&#39;</span><span class="p">:</span>
+                <span class="n">v</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;WHAT IS THIS&quot;</span><span class="p">)</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">])</span>
+        <span class="c1"># Pressure is our requested level rather than a returned parameter</span>
+        <span class="n">p</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">lvl</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;MB&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)))</span>
+
+<span class="c1"># convert to numpy.array()</span>
+<span class="n">p</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">p</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+<span class="n">t</span> <span class="o">=</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">t</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</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">d</span> <span class="o">=</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">d</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</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">u</span> <span class="o">=</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">u</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;m/s&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+<span class="n">v</span> <span class="o">=</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">v</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;m/s&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+<span class="n">w</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">v</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">levels</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; levels between &quot;</span> <span class="o">+</span>
+      <span class="nb">str</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">max</span><span class="p">(</span><span class="n">p</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; and &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">min</span><span class="p">(</span><span class="n">p</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;MB&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">32</span> <span class="n">levels</span> <span class="n">between</span> <span class="mf">836.4</span> <span class="ow">and</span> <span class="mf">50.0</span><span class="n">MB</span>
+</pre></div>
+</div>
+<hr class="docutils" />
+<div class="section" id="skew-t-log-p">
+<h2>Skew-T/Log-P<a class="headerlink" href="#skew-t-log-p" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><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"># Skew-T</span>
+<span class="n">skew</span> <span class="o">=</span> <span class="n">SkewT</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">45</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">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">d</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">plot_dry_adiabats</span><span class="p">()</span>
+<span class="n">skew</span><span class="o">.</span><span class="n">plot_moist_adiabats</span><span class="p">()</span>
+<span class="n">skew</span><span class="o">.</span><span class="n">plot_mixing_lines</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">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="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">p</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">50</span><span class="p">,</span> <span class="mi">40</span><span class="p">)</span>
+
+<span class="c1"># Title</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span> <span class="n">model</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">point</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">time</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+
+<span class="c1"># 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">2</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="nb">max</span><span class="p">(</span><span class="n">w</span><span class="o">.</span><span class="n">magnitude</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">w</span><span class="p">)</span>
+
+<span class="c1"># Dotted line at 0C 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">1</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>
+<img alt="../../_images/Forecast_Model_Vertical_Sounding_5_0.png" src="../../_images/Forecast_Model_Vertical_Sounding_5_0.png" />
+</div>
+<div class="section" id="model-sounding-comparison">
+<h2>Model Sounding Comparison<a class="headerlink" href="#model-sounding-comparison" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">models</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;CMC&quot;</span><span class="p">,</span> <span class="s2">&quot;GFS20&quot;</span><span class="p">,</span> <span class="s2">&quot;NAM40&quot;</span><span class="p">]</span>
+<span class="n">parms</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;T&#39;</span><span class="p">,</span><span class="s1">&#39;DpT&#39;</span><span class="p">,</span><span class="s1">&#39;uW&#39;</span><span class="p">,</span><span class="s1">&#39;vW&#39;</span><span class="p">]</span>
+
+<span class="k">for</span> <span class="n">modelName</span> <span class="ow">in</span> <span class="n">models</span><span class="p">:</span>
+    <span class="n">timeReq</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;grid&quot;</span><span class="p">)</span>
+    <span class="n">timeReq</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">modelName</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">timeReq</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">timeReq</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">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="n">modelName</span> <span class="o">+</span> <span class="s2">&quot; forecast time &quot;</span> <span class="o">+</span> <span class="nb">str</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="n">p</span><span class="p">,</span><span class="n">t</span><span class="p">,</span><span class="n">d</span><span class="p">,</span><span class="n">u</span><span class="p">,</span><span class="n">v</span> <span class="o">=</span> <span class="p">[],[],[],[],[]</span>
+    <span class="n">use_parms</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;T&#39;</span><span class="p">,</span><span class="s1">&#39;DpT&#39;</span><span class="p">,</span><span class="s1">&#39;uW&#39;</span><span class="p">,</span><span class="s1">&#39;vW&#39;</span><span class="p">,</span><span class="s1">&#39;P&#39;</span><span class="p">]</span>
+    <span class="n">use_level</span> <span class="o">=</span> <span class="s2">&quot;0.0FHAG&quot;</span>
+
+    <span class="n">sndObject</span> <span class="o">=</span> <span class="n">ModelSounding</span><span class="o">.</span><span class="n">getSounding</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">use_parms</span><span class="p">,</span>
+                                          <span class="p">[</span><span class="n">use_level</span><span class="p">],</span> <span class="n">point</span><span class="p">,</span> <span class="n">timeRange</span><span class="o">=</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">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sndObject</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">time</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">:</span>
+            <span class="n">p</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;P&#39;</span><span class="p">]))</span>
+            <span class="n">t</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;T&#39;</span><span class="p">]))</span>
+            <span class="n">d</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;DpT&#39;</span><span class="p">]))</span>
+            <span class="n">u</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;uW&#39;</span><span class="p">]))</span>
+            <span class="n">v</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">use_level</span><span class="p">][</span><span class="s1">&#39;vW&#39;</span><span class="p">]))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Found surface record at &quot;</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;MB&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;sndObject returned empty for query [&quot;</span>
+                        <span class="o">+</span> <span class="s1">&#39;, &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">use_parms</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span> <span class="n">use_level</span><span class="p">))</span> <span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
+
+    <span class="c1"># Get isobaric levels with our requested parameters</span>
+    <span class="n">levelReq</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;grid&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">point</span><span class="p">)</span>
+    <span class="n">levelReq</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">modelName</span><span class="p">)</span>
+    <span class="n">levelReq</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s1">&#39;T&#39;</span><span class="p">,</span><span class="s1">&#39;DpT&#39;</span><span class="p">,</span><span class="s1">&#39;uW&#39;</span><span class="p">,</span><span class="s1">&#39;vW&#39;</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">levelReq</span><span class="p">)</span>
+    <span class="c1"># Clean levels list of unit string (MB, FHAG, etc.)</span>
+    <span class="n">levels</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">lvl</span> <span class="ow">in</span> <span class="n">availableLevels</span><span class="p">:</span>
+        <span class="n">name</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">lvl</span><span class="p">)</span>
+        <span class="k">if</span> <span class="s1">&#39;MB&#39;</span> <span class="ow">in</span> <span class="n">name</span> <span class="ow">and</span> <span class="s1">&#39;_&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">name</span><span class="p">:</span>
+            <span class="c1"># If this level is above (less than in mb) our 0.0FHAG record</span>
+            <span class="k">if</span> <span class="nb">float</span><span class="p">(</span><span class="n">name</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;MB&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">))</span> <span class="o">&lt;</span> <span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">levels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lvl</span><span class="p">)</span>
+
+    <span class="c1"># Get Sounding</span>
+    <span class="n">sndObject</span> <span class="o">=</span> <span class="n">ModelSounding</span><span class="o">.</span><span class="n">getSounding</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">parms</span><span class="p">,</span> <span class="n">levels</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span>
+                            <span class="n">timeRange</span><span class="o">=</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">if</span> <span class="ow">not</span> <span class="nb">len</span><span class="p">(</span><span class="n">sndObject</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;sndObject returned empty for query [&quot;</span>
+                        <span class="o">+</span> <span class="s1">&#39;, &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">parms</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span> <span class="n">levels</span><span class="p">))</span> <span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
+    <span class="k">for</span> <span class="n">time</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">lvl</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">]</span><span class="o">.</span><span class="n">levels</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">parm</span> <span class="ow">in</span> <span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">]</span><span class="o">.</span><span class="n">parameters</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">parm</span> <span class="o">==</span> <span class="s2">&quot;T&quot;</span><span class="p">:</span>
+                    <span class="n">t</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+                <span class="k">elif</span> <span class="n">parm</span> <span class="o">==</span> <span class="s2">&quot;DpT&quot;</span><span class="p">:</span>
+                    <span class="n">d</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+                <span class="k">elif</span> <span class="n">parm</span> <span class="o">==</span> <span class="s1">&#39;uW&#39;</span><span class="p">:</span>
+                    <span class="n">u</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+                <span class="k">elif</span> <span class="n">parm</span> <span class="o">==</span> <span class="s1">&#39;vW&#39;</span><span class="p">:</span>
+                    <span class="n">v</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">]))</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;WHAT IS THIS&quot;</span><span class="p">)</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="n">sndObject</span><span class="o">.</span><span class="n">_dataDict</span><span class="p">[</span><span class="n">time</span><span class="p">][</span><span class="n">lvl</span><span class="p">][</span><span class="n">parm</span><span class="p">])</span>
+            <span class="c1"># Pressure is our requested level rather than a returned parameter</span>
+            <span class="n">p</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">lvl</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;MB&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)))</span>
+
+    <span class="c1"># convert to numpy.array()</span>
+    <span class="n">p</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">p</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+    <span class="n">t</span> <span class="o">=</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">t</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</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">d</span> <span class="o">=</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">d</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</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">u</span> <span class="o">=</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">u</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;m/s&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+    <span class="n">v</span> <span class="o">=</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">v</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;m/s&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+    <span class="n">w</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">v</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">levels</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; levels between &quot;</span> <span class="o">+</span>
+          <span class="nb">str</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">max</span><span class="p">(</span><span class="n">p</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; and &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%.1f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">min</span><span class="p">(</span><span class="n">p</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;MB&quot;</span><span class="p">)</span>
+
+    <span class="c1"># Skew-T</span>
+    <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="n">skew</span> <span class="o">=</span> <span class="n">SkewT</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">45</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">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">d</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">plot_dry_adiabats</span><span class="p">()</span>
+    <span class="n">skew</span><span class="o">.</span><span class="n">plot_moist_adiabats</span><span class="p">()</span>
+    <span class="n">skew</span><span class="o">.</span><span class="n">plot_mixing_lines</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">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">50</span><span class="p">,</span> <span class="mi">40</span><span class="p">)</span>
+    <span class="c1"># Title</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span> <span class="n">modelName</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">point</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">time</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+    <span class="c1"># 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">2</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="nb">max</span><span class="p">(</span><span class="n">w</span><span class="o">.</span><span class="n">magnitude</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">w</span><span class="p">)</span>
+    <span class="c1"># Dotted line at 0C 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">1</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">Using</span> <span class="n">CMC</span> <span class="n">forecast</span> <span class="n">time</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">15</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">Found</span> <span class="n">surface</span> <span class="n">record</span> <span class="n">at</span> <span class="mf">848.6</span><span class="n">MB</span>
+<span class="n">Using</span> <span class="mi">19</span> <span class="n">levels</span> <span class="n">between</span> <span class="mf">848.6</span> <span class="ow">and</span> <span class="mf">50.0</span><span class="n">MB</span>
+</pre></div>
+</div>
+<img alt="../../_images/Forecast_Model_Vertical_Sounding_7_1.png" src="../../_images/Forecast_Model_Vertical_Sounding_7_1.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="n">GFS20</span> <span class="n">forecast</span> <span class="n">time</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">15</span> <span class="mi">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
+<span class="n">Found</span> <span class="n">surface</span> <span class="n">record</span> <span class="n">at</span> <span class="mf">848.1</span><span class="n">MB</span>
+<span class="n">Using</span> <span class="mi">22</span> <span class="n">levels</span> <span class="n">between</span> <span class="mf">848.1</span> <span class="ow">and</span> <span class="mf">100.0</span><span class="n">MB</span>
+</pre></div>
+</div>
+<img alt="../../_images/Forecast_Model_Vertical_Sounding_7_3.png" src="../../_images/Forecast_Model_Vertical_Sounding_7_3.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="n">NAM40</span> <span class="n">forecast</span> <span class="n">time</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">15</span> <span class="mi">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
+<span class="n">Found</span> <span class="n">surface</span> <span class="n">record</span> <span class="n">at</span> <span class="mf">837.7</span><span class="n">MB</span>
+<span class="n">Using</span> <span class="mi">32</span> <span class="n">levels</span> <span class="n">between</span> <span class="mf">837.7</span> <span class="ow">and</span> <span class="mf">50.0</span><span class="n">MB</span>
+</pre></div>
+</div>
+<img alt="../../_images/Forecast_Model_Vertical_Sounding_7_5.png" src="../../_images/Forecast_Model_Vertical_Sounding_7_5.png" />
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+  <div class="section" id="goes-geostationary-lightning-mapper">
+<h1>GOES Geostationary Lightning Mapper<a class="headerlink" href="#goes-geostationary-lightning-mapper" 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/GOES_Geostationary_Lightning_Mapper.ipynb">Notebook</a>
+The Geostationary Lightning Mapper, or GLM, on board GOES-R Series
+spacecraft, is the first operational lightning mapper flown in
+geostationary orbit. GLM detects the light emitted by lightning at the
+tops of clouds day and night and collects information such as the
+frequency, location and extent of lightning discharges. The instrument
+measures total lightning, both in-cloud and cloud-to-ground, to aid in
+forecasting developing severe storms and a wide range of high-impact
+environmental phenomena including hailstorms, microburst winds,
+tornadoes, hurricanes, flash floods, snowstorms and fires.</p>
+<p>AWIPS GLM point data are available in three formats</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">GLMev</span></code> Events</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">GLMfl</span></code> Flashes</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">GLMgr</span></code> Groups</p></li>
+</ul>
+<p>and with seven attributes:</p>
+<ul class="simple">
+<li><p>height</p></li>
+<li><p>intensity</p></li>
+<li><p>msgType</p></li>
+<li><p>pulseCount</p></li>
+<li><p>pulseIndex</p></li>
+<li><p>sensorCount</p></li>
+<li><p>strikeType</p></li>
+</ul>
+<div class="section" id="glm-sources-and-parameters">
+<h2>GLM Sources and Parameters<a class="headerlink" href="#glm-sources-and-parameters" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">cartopy.feature</span> <span class="k">as</span> <span class="nn">cfeat</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">datetime</span>
+
+<span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="c1"># Create an EDEX data request</span>
+<span class="n">edexServer</span> <span class="o">=</span> <span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span>
+<span class="n">datatype</span> <span class="o">=</span> <span class="s2">&quot;binlightning&quot;</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">edexServer</span><span class="p">)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="n">datatype</span><span class="p">)</span>
+
+<span class="c1"># Show available sources</span>
+<span class="n">sources</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="s2">&quot;source&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;available sources:&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">sources</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+<span class="n">availableParms</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">availableParms</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;available parameters:&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">availableParms</span><span class="p">))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">available</span> <span class="n">sources</span><span class="p">:</span>
+<span class="p">[</span><span class="s1">&#39;GLMgr&#39;</span><span class="p">,</span> <span class="s1">&#39;GLMfl&#39;</span><span class="p">,</span> <span class="s1">&#39;GLMev&#39;</span><span class="p">]</span>
+
+<span class="n">available</span> <span class="n">parameters</span><span class="p">:</span>
+<span class="p">[</span><span class="s1">&#39;height&#39;</span><span class="p">,</span> <span class="s1">&#39;intensity&#39;</span><span class="p">,</span> <span class="s1">&#39;msgType&#39;</span><span class="p">,</span> <span class="s1">&#39;pulseCount&#39;</span><span class="p">,</span> <span class="s1">&#39;pulseIndex&#39;</span><span class="p">,</span> <span class="s1">&#39;sensorCount&#39;</span><span class="p">,</span> <span class="s1">&#39;strikeType&#39;</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">addIdentifier</span><span class="p">(</span><span class="s2">&quot;source&quot;</span><span class="p">,</span> <span class="s2">&quot;GLMgr&quot;</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;intensity&quot;</span><span class="p">)</span>
+<span class="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">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="p">[</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
+<span class="n">glm_points</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
+       <span class="n">glm_points</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
+<span class="n">ob</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Plot markers</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">ccrs</span><span class="o">.</span><span class="n">Orthographic</span><span class="p">(</span><span class="n">central_longitude</span><span class="o">=-</span><span class="mf">90.0</span><span class="p">)))</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">([</span><span class="n">point</span><span class="o">.</span><span class="n">x</span> <span class="k">for</span> <span class="n">point</span> <span class="ow">in</span> <span class="n">glm_points</span><span class="p">],</span>
+       <span class="p">[</span><span class="n">point</span><span class="o">.</span><span class="n">y</span> <span class="k">for</span> <span class="n">point</span> <span class="ow">in</span> <span class="n">glm_points</span><span class="p">],</span>
+       <span class="n">transform</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">marker</span><span class="o">=</span><span class="s2">&quot;+&quot;</span><span class="p">,</span><span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">response</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</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="o">+</span> <span class="s2">&quot; | &quot;</span> <span class="o">+</span> <span class="n">ob</span><span class="o">.</span><span class="n">getAttribute</span><span class="p">(</span><span class="s1">&#39;source&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; | &quot;</span> <span class="o">+</span> <span class="n">edexServer</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Text</span><span class="p">(</span><span class="mf">0.5</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="s1">&#39;Oct 15 18 22:15:07 GMT | GLMgr | edex-cloud.unidata.ucar.edu&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/GOES_Geostationary_Lightning_Mapper_3_1.png" src="../../_images/GOES_Geostationary_Lightning_Mapper_3_1.png" />
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+<li class="toctree-l2 current"><a class="current reference internal" href="#">Grid Levels and Parameters</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#dataaccesslayer-getsupporteddatatypes">DataAccessLayer.getSupportedDatatypes()</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#dataaccesslayer-getavailablelocationnames">DataAccessLayer.getAvailableLocationNames()</a></li>
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+            
+  <div class="section" id="grid-levels-and-parameters">
+<h1>Grid Levels and Parameters<a class="headerlink" href="#grid-levels-and-parameters" 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/Grid_Levels_and_Parameters.ipynb">Notebook</a>
+This example covers the callable methods of the Python AWIPS DAF when
+working with gridded data. We start with a connection to an EDEX server,
+then query data types, then grid names, parameters, levels, and other
+information. Finally the gridded data is plotted for its domain using
+Matplotlib and Cartopy.</p>
+<div class="section" id="dataaccesslayer-getsupporteddatatypes">
+<h2>DataAccessLayer.getSupportedDatatypes()<a class="headerlink" href="#dataaccesslayer-getsupporteddatatypes" title="Permalink to this headline">¶</a></h2>
+<p>getSupportedDatatypes() returns a list of available data types offered
+by the EDEX server defined above.</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">unittest</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">dataTypes</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getSupportedDatatypes</span><span class="p">()</span>
+<span class="n">dataTypes</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">dataTypes</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">&#39;acars&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;airep&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;binlightning&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosAVN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosETA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosGFS&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosHPC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosLAMP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosMRF&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrua&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;climate&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;common_obs_spatial&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;gfe&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;gfeEditArea&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;grid&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;maps&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;modelsounding&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;obs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;pirep&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;practicewarning&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;profiler&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;radar&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;radar_spatial&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;satellite&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;sfcobs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;topo&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;warning&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="dataaccesslayer-getavailablelocationnames">
+<h2>DataAccessLayer.getAvailableLocationNames()<a class="headerlink" href="#dataaccesslayer-getavailablelocationnames" title="Permalink to this headline">¶</a></h2>
+<p>Now create a new data request, and set the data type to <strong>grid</strong> to
+request all available grids with <strong>getAvailableLocationNames()</strong></p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;grid&quot;</span><span class="p">)</span>
+<span class="n">available_grids</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_grids</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+<span class="nb">list</span><span class="p">(</span><span class="n">available_grids</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">&#39;AUTOSPE&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CMC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ESTOFS&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ETSS&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-ALR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-FWR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-KRF&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-MSR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-ORN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-PTR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-RHA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-RSA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-STR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-TAR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-TIR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FFG-TUA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;GEFS&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;GFS&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;GFS20&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-EAST_6KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-EAST_PR_6KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_EAST_DELAWARE_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_EAST_FLORIDA_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_EAST_NORTH_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_EAST_SOUTH_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_EAST_VIRGINIA_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_HAWAII_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_HAWAII_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_HAWAII_6KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_500M&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_CENCAL_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_LOSANGELES_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_LOSOSOS_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_NORTH_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_SANFRAN_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_SOCAL_2KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-US_WEST_WASHINGTON_1KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HFR-WEST_6KM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HPCGuide&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HPCqpfNDFD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HRRR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;LAMP2p5&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MRMS_0500&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MRMS_1000&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NAM12&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NAM40&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NOHRSC-SNOW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NationalBlend&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RAP13&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RTMA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RTOFS-Now-WestAtl&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RTOFS-Now-WestConus&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RTOFS-WestAtl&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RTOFS-WestConus&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SPCGuide&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SeaIce&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TPCWindProb&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;URMA25&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WaveWatch&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="dataaccesslayer-getavailableparameters">
+<h2>DataAccessLayer.getAvailableParameters()<a class="headerlink" href="#dataaccesslayer-getavailableparameters" title="Permalink to this headline">¶</a></h2>
+<p>After datatype and model name (locationName) are set, you can query all
+available parameters with <strong>getAvailableParameters()</strong></p>
+<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;RAP13&quot;</span><span class="p">)</span>
+<span class="n">availableParms</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">availableParms</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+<span class="nb">list</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">&#39;36SHRMi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;50dbzZ&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;AV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Along&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;AppT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BLI&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BRN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BRNEHIi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BRNSHR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BRNmag&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BRNvec&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BdEPT06&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BlkMag&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;BlkShr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CAPE&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CFRZR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CICEP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CIn&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CP1hr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CPr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CPrD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CRAIN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CSNOW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CURU&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CXR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CapeStk&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Corf&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CorfF&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CorfFM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CorfM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CritT1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CumNrm&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;CumShr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;DivF&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;DivFn&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;DivFs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;DpD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;DpT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EHI&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EHI01&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EHIi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPTA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPTC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPTGrd&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPTGrdM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPTs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPVg&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPVs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPVt1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;EPVt2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ESP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ESP2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FVecs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FeatMot&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FnVecs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;FsVecs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Fzra1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Fzra2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;GH&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;GHxSM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;GHxSM2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Gust&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HI&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HI1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HI3&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HI4&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HIdx&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HPBL&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Heli&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;HeliC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;INV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;IPLayer&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Into&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KI&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;L-I&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;LIsfc2x&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;LM5&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;LM6&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MAdv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MCon&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MCon2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MLLCL&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MMP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MMSP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MSFDi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MSFi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MSFmi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MSG&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MTV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Mix1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Mix2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Mmag&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;MpV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NBE&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NST&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NST1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;NST2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;OmDiff&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;P&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PAdv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PBE&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PEC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PFrnt&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PGrd&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PGrd1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PGrdM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PIVA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PR&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PTvA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PTyp&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PVV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PW2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PoT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;PoTA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;QPV1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;QPV2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;QPV3&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;QPV4&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;REFC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RH&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RH_001_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RH_002_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RM5&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RM6&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RMprop&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RMprop2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RRtype&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;RV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Rain1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Rain2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Rain3&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Ro&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SH&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SHx&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SLI&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SNSQ&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SNW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SNWA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SRMl&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SRMlM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SRMm&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SRMmM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SRMr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SRMrM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SSP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SSi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;STP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;STP1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Shear&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ShrMag&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SnD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Snow1&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Snow2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Snow3&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SnowT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;St-Pr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;StrTP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;StrmMot&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;SuCP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;T&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TAdv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TGrd&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TGrdM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TORi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TORi2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TP1hr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TQIND&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TShrMi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;T_001_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Tdef&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Tdend&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ThGrd&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Thom5&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Thom5a&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Thom6&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TmDpD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Tmax&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Tmin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Topo&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TotQi&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Tstk&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TwMax&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TwMin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Twstk&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;TxSM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;USTM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;VAdv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;VAdvAdvection&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;VGP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;VSTM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Vis&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WCD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WEASD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WEASD1hr&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WGS&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;Wind&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;WndChl&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ageoVC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ageoW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ageoWM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;cCape&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;cCin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;cTOT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;capeToLvl&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;dCape&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;dP&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;dT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;dVAdv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;dZ&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;defV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;del2gH&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;df&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;fGen&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;fnD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;fsD&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;gamma&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;gammaE&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;geoVort&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;geoW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;geoWM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;loCape&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;maxEPT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;minEPT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;mixRat&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;msl-P&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;muCape&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;pV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;pVeq&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;qDiv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;qVec&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;qnVec&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;qsVec&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;shWlt&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRat&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRatCrocus&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRatEMCSREF&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRatOv2&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRatSPC&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRatSPCdeep&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;snoRatSPCsurface&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;staticCoriolis&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;staticSpacing&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;staticTopo&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;swtIdx&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;tTOT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;tWind&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;tWindU&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;tWindV&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;uFX&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;uW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;uWStk&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;ulSnoRat&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;vSmthW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;vTOT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;vW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;vWStk&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;vertCirc&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;wDiv&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;wSp&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;wSp_001_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;wSp_002_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;wSp_003_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;wSp_004_bin&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;zAGL&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="dataaccesslayer-getavailablelevels">
+<h2>DataAccessLayer.getAvailableLevels()<a class="headerlink" href="#dataaccesslayer-getavailablelevels" title="Permalink to this headline">¶</a></h2>
+<p>Selecting <strong>“T”</strong> for temperature.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s2">&quot;T&quot;</span><span class="p">)</span>
+<span class="n">availableLevels</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLevels</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">lvl</span> <span class="ow">in</span> <span class="n">availableLevels</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">lvl</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">0.0</span><span class="n">SFC</span>
+<span class="mf">350.0</span><span class="n">MB</span>
+<span class="mf">475.0</span><span class="n">MB</span>
+<span class="mf">610.0_40000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">225.0</span><span class="n">MB</span>
+<span class="mf">120.0_150</span><span class="o">.</span><span class="mi">0</span><span class="n">BL</span>
+<span class="mf">900.0</span><span class="n">MB</span>
+<span class="mf">125.0</span><span class="n">MB</span>
+<span class="mf">0.0_610</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">450.0</span><span class="n">MB</span>
+<span class="mf">575.0</span><span class="n">MB</span>
+<span class="mf">325.0</span><span class="n">MB</span>
+<span class="mf">100.0</span><span class="n">MB</span>
+<span class="mf">1000.0</span><span class="n">MB</span>
+<span class="mf">60.0_90</span><span class="o">.</span><span class="mi">0</span><span class="n">BL</span>
+<span class="mf">275.0</span><span class="n">MB</span>
+<span class="mf">1.0</span><span class="n">PV</span>
+<span class="mf">950.0</span><span class="n">MB</span>
+<span class="mf">150.0</span><span class="n">MB</span>
+<span class="mf">1.5</span><span class="n">PV</span>
+<span class="mf">700.0</span><span class="n">MB</span>
+<span class="mf">825.0</span><span class="n">MB</span>
+<span class="mf">150.0_180</span><span class="o">.</span><span class="mi">0</span><span class="n">BL</span>
+<span class="mf">250.0</span><span class="n">MB</span>
+<span class="mf">375.0</span><span class="n">MB</span>
+<span class="mf">1000.0_500</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">800.0</span><span class="n">MB</span>
+<span class="mf">4000.0</span><span class="n">FHAG</span>
+<span class="mf">925.0</span><span class="n">MB</span>
+<span class="mf">2.0</span><span class="n">PV</span>
+<span class="mf">0.5</span><span class="n">PV</span>
+<span class="mf">0.0</span><span class="n">TROP</span>
+<span class="mf">750.0</span><span class="n">MB</span>
+<span class="mf">500.0</span><span class="n">MB</span>
+<span class="mf">625.0</span><span class="n">MB</span>
+<span class="mf">400.0</span><span class="n">MB</span>
+<span class="mf">0.0</span><span class="n">FHAG</span>
+<span class="mf">2.0</span><span class="n">FHAG</span>
+<span class="mf">875.0</span><span class="n">MB</span>
+<span class="mf">175.0</span><span class="n">MB</span>
+<span class="mf">0.0_1000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">850.0</span><span class="n">MB</span>
+<span class="mf">600.0</span><span class="n">MB</span>
+<span class="mf">725.0</span><span class="n">MB</span>
+<span class="mf">0.0_6000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">975.0</span><span class="n">MB</span>
+<span class="mf">550.0</span><span class="n">MB</span>
+<span class="mf">0.0_3000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">675.0</span><span class="n">MB</span>
+<span class="mf">425.0</span><span class="n">MB</span>
+<span class="mf">200.0</span><span class="n">MB</span>
+<span class="mf">0.0_30</span><span class="o">.</span><span class="mi">0</span><span class="n">BL</span>
+<span class="mf">30.0_60</span><span class="o">.</span><span class="mi">0</span><span class="n">BL</span>
+<span class="mf">650.0</span><span class="n">MB</span>
+<span class="mf">525.0</span><span class="n">MB</span>
+<span class="mf">300.0</span><span class="n">MB</span>
+<span class="mf">90.0_120</span><span class="o">.</span><span class="mi">0</span><span class="n">BL</span>
+<span class="mf">1000.0</span><span class="n">FHAG</span>
+<span class="mf">775.0</span><span class="n">MB</span>
+<span class="mf">340.0_350</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">290.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">700.0_600</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">700.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">320.0</span><span class="n">Ke</span>
+<span class="mf">800.0_750</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">60.0</span><span class="n">TILT</span>
+<span class="mf">5.3</span><span class="n">TILT</span>
+<span class="mf">1000.0_900</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">340.0</span><span class="n">K</span>
+<span class="mf">5500.0_6000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">255.0</span><span class="n">K</span>
+<span class="mf">255.0_265</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">3000.0_6000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">25.0</span><span class="n">TILT</span>
+<span class="mf">2000.0</span><span class="n">FHAG</span>
+<span class="mf">0.0_500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">1000.0_850</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">850.0_250</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">280.0_290</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">1524.0</span><span class="n">FHAG</span>
+<span class="mf">320.0_330</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">0.0</span><span class="n">TILT</span>
+<span class="mf">310.0_320</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">310.0</span><span class="n">Ke</span>
+<span class="mf">330.0</span><span class="n">K</span>
+<span class="mf">900.0_800</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">550.0_500</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">2.4</span><span class="n">TILT</span>
+<span class="mf">50.0</span><span class="n">TILT</span>
+<span class="mf">3500.0</span><span class="n">FHAG</span>
+<span class="mf">35.0</span><span class="n">TILT</span>
+<span class="mf">12.0</span><span class="n">TILT</span>
+<span class="mf">300.0_310</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">3000.0_12000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">0.9</span><span class="n">TILT</span>
+<span class="mf">320.0</span><span class="n">K</span>
+<span class="mf">400.0_350</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">500.0</span><span class="n">FHAG</span>
+<span class="mf">750.0_700</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">1000.0_400</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">345.0</span><span class="n">K</span>
+<span class="mf">250.0_260</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">300.0</span><span class="n">Ke</span>
+<span class="mf">290.0</span><span class="n">Ke</span>
+<span class="mf">950.0_900</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">4572.0</span><span class="n">FHAG</span>
+<span class="mf">275.0_285</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">335.0</span><span class="n">Ke</span>
+<span class="mf">295.0_305</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">275.0_285</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">600.0_550</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">310.0</span><span class="n">K</span>
+<span class="mf">9000.0</span><span class="n">FHAG</span>
+<span class="mf">335.0</span><span class="n">K</span>
+<span class="mf">1000.0_7000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">700.0_500</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">9144.0</span><span class="n">FHAG</span>
+<span class="mf">325.0_335</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">2000.0_8000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">0.0_609</span><span class="o">.</span><span class="mi">6</span><span class="n">FHAG</span>
+<span class="mf">300.0</span><span class="n">K</span>
+<span class="mf">0.0</span><span class="n">MAXOMEGA</span>
+<span class="mf">315.0_325</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">325.0</span><span class="n">K</span>
+<span class="mf">340.0</span><span class="n">Ke</span>
+<span class="mf">0.0_4000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">5000.0_5500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">300.0_250</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">1.5</span><span class="n">TILT</span>
+<span class="mf">335.0_345</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">315.0</span><span class="n">K</span>
+<span class="mf">3.4</span><span class="n">TILT</span>
+<span class="mf">2500.0</span><span class="n">FHAG</span>
+<span class="mf">10000.0</span><span class="n">FHAG</span>
+<span class="mf">0.0_2000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">7000.0</span><span class="n">FHAG</span>
+<span class="mf">5000.0</span><span class="n">FHAG</span>
+<span class="mf">330.0</span><span class="n">Ke</span>
+<span class="mf">500.0_400</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">1000.0_1500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">305.0</span><span class="n">K</span>
+<span class="mf">285.0_295</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">14.0</span><span class="n">TILT</span>
+<span class="mf">3000.0_3500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">325.0_335</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">2000.0_5000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">7620.0</span><span class="n">FHAG</span>
+<span class="mf">850.0_800</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">6096.0</span><span class="n">FHAG</span>
+<span class="mf">6000.0_7000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">2000.0_7000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">9000.0_10000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">295.0</span><span class="n">Ke</span>
+<span class="mf">305.0</span><span class="n">Ke</span>
+<span class="mf">265.0_275</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">7000.0_8000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">3000.0_8000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">700.0_650</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">1000.0_6000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">0.5</span><span class="n">TILT</span>
+<span class="mf">450.0_400</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">1.8</span><span class="n">TILT</span>
+<span class="mf">330.0_340</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">800.0_700</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">850.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">6.0</span><span class="n">TILT</span>
+<span class="mf">900.0_850</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">3657.6</span><span class="n">FHAG</span>
+<span class="mf">0.0_5000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">320.0_330</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">8.7</span><span class="n">TILT</span>
+<span class="mf">650.0_600</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">600.0_400</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">55.0</span><span class="n">TILT</span>
+<span class="mf">270.0_280</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">30.0</span><span class="n">TILT</span>
+<span class="mf">310.0_320</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">1500.0</span><span class="n">FHAG</span>
+<span class="mf">1000.0_950</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">5500.0</span><span class="n">FHAG</span>
+<span class="mf">250.0_200</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">500.0_1000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">400.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">500.0_100</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">1000.0_3000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">8000.0</span><span class="n">FHAG</span>
+<span class="mf">285.0</span><span class="n">Ke</span>
+<span class="mf">290.0</span><span class="n">K</span>
+<span class="mf">305.0_315</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">285.0_295</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">0.0_2500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">925.0_850</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">275.0</span><span class="n">Ke</span>
+<span class="mf">1500.0_2000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">300.0_200</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">260.0_270</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">2743.2</span><span class="n">FHAG</span>
+<span class="mf">3000.0</span><span class="n">FHAG</span>
+<span class="mf">315.0_325</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">600.0_500</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">16.7</span><span class="n">TILT</span>
+<span class="mf">280.0</span><span class="n">K</span>
+<span class="mf">500.0_250</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">40.0</span><span class="n">TILT</span>
+<span class="mf">3048.0</span><span class="n">FHAG</span>
+<span class="mf">400.0_200</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">300.0_310</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">270.0_280</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">1000.0_700</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">45.0</span><span class="n">TILT</span>
+<span class="mf">850.0_500</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">2500.0_3000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">609.6</span><span class="n">FHAG</span>
+<span class="mf">0.0_8000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">295.0</span><span class="n">K</span>
+<span class="mf">4.3</span><span class="n">TILT</span>
+<span class="mf">295.0_305</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">330.0_340</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">270.0</span><span class="n">K</span>
+<span class="mf">4000.0_4500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">280.0_290</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">925.0_700</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">0.0_1500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">260.0</span><span class="n">K</span>
+<span class="mf">10.0</span><span class="n">TILT</span>
+<span class="mf">3500.0_4000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">325.0</span><span class="n">Ke</span>
+<span class="mf">285.0</span><span class="n">K</span>
+<span class="mf">290.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">7.5</span><span class="n">TILT</span>
+<span class="mf">1828.8</span><span class="n">FHAG</span>
+<span class="mf">280.0</span><span class="n">Ke</span>
+<span class="mf">500.0_450</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">305.0_315</span><span class="o">.</span><span class="mi">0</span><span class="n">Ke</span>
+<span class="mf">250.0</span><span class="n">K</span>
+<span class="mf">4500.0</span><span class="n">FHAG</span>
+<span class="mf">1250.0</span><span class="n">FHAG</span>
+<span class="mf">0.0_10000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">4500.0_5000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">250.0_350</span><span class="o">.</span><span class="mi">0</span><span class="n">K</span>
+<span class="mf">270.0</span><span class="n">Ke</span>
+<span class="mf">275.0</span><span class="n">K</span>
+<span class="mf">315.0</span><span class="n">Ke</span>
+<span class="mf">500.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">350.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">750.0</span><span class="n">FHAG</span>
+<span class="mf">19.5</span><span class="n">TILT</span>
+<span class="mf">2000.0_2500</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">850.0_700</span><span class="o">.</span><span class="mi">0</span><span class="n">MB</span>
+<span class="mf">350.0</span><span class="n">K</span>
+<span class="mf">265.0</span><span class="n">K</span>
+<span class="mf">6000.0</span><span class="n">FHAG</span>
+<span class="mf">8000.0_9000</span><span class="o">.</span><span class="mi">0</span><span class="n">FHAG</span>
+<span class="mf">700.0_300</span><span class="o">.</span><span class="mi">0</span><span class="n">LYRMB</span>
+<span class="mf">850.0_700</span><span class="o">.</span><span class="mi">0</span><span class="n">LYRMB</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>0.0SFC</strong> is the Surface level</p></li>
+<li><p><strong>FHAG</strong> stands for Fixed Height Above Ground (in meters)</p></li>
+<li><p><strong>NTAT</strong> stands for Nominal Top of the ATmosphere</p></li>
+<li><p><strong>BL</strong> stands for Boundary Layer, where <strong>0.0_30.0BL</strong> reads as
+<em>0-30 mb above ground level</em></p></li>
+<li><p><strong>TROP</strong> is the Tropopause level</p></li>
+</ul>
+<p><strong>request.setLevels()</strong></p>
+<p>For this example we will use Surface Temperature</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="s2">&quot;2.0FHAG&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="dataaccesslayer-getavailabletimes">
+<h2>DataAccessLayer.getAvailableTimes()<a class="headerlink" href="#dataaccesslayer-getavailabletimes" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p><strong>getAvailableTimes(request, True)</strong> will return an object of <em>run
+times</em> - formatted as <code class="docutils literal notranslate"><span class="pre">YYYY-MM-DD</span> <span class="pre">HH:MM:SS</span></code></p></li>
+<li><p><strong>getAvailableTimes(request)</strong> will return an object of all times -
+formatted as <code class="docutils literal notranslate"><span class="pre">YYYY-MM-DD</span> <span class="pre">HH:MM:SS</span> <span class="pre">(F:ff)</span></code></p></li>
+<li><p><strong>getForecastRun(cycle, times)</strong> will return a DataTime array for a
+single forecast cycle.</p></li>
+</ul>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="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>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">,</span>
+ <span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="o">&gt;</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="dataaccesslayer-getgriddata">
+<h2>DataAccessLayer.getGridData()<a class="headerlink" href="#dataaccesslayer-getgriddata" title="Permalink to this headline">¶</a></h2>
+<p>Now that we have our <code class="docutils literal notranslate"><span class="pre">request</span></code> and DataTime <code class="docutils literal notranslate"><span class="pre">fcstRun</span></code> arrays ready,
+it’s time to request the data array from EDEX.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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">fcstRun</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
+<span class="k">for</span> <span class="n">grid</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="n">lons</span><span class="p">,</span> <span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Time :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()))</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Model:&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Parm :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Unit :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getUnit</span><span class="p">()))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Time</span> <span class="p">:</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">18</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
+<span class="n">Model</span><span class="p">:</span> <span class="n">RAP13</span>
+<span class="n">Parm</span> <span class="p">:</span> <span class="n">T</span>
+<span class="n">Unit</span> <span class="p">:</span> <span class="n">K</span>
+<span class="p">(</span><span class="mi">337</span><span class="p">,</span> <span class="mi">451</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="plotting-with-matplotlib-and-cartopy">
+<h2>Plotting with Matplotlib and Cartopy<a class="headerlink" href="#plotting-with-matplotlib-and-cartopy" title="Permalink to this headline">¶</a></h2>
+<p><strong>1. pcolormesh</strong></p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">matplotlib</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">cartopy.feature</span> <span class="k">as</span> <span class="nn">cfeature</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">numpy.ma</span> <span class="k">as</span> <span class="nn">ma</span>
+<span class="kn">from</span> <span class="nn">scipy.io</span> <span class="kn">import</span> <span class="n">loadmat</span>
+<span class="kn">from</span> <span class="nn">scipy.constants</span> <span class="kn">import</span> <span class="n">convert_temperature</span>
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">9</span><span class="p">),</span>
+                           <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="n">gl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="c1">#convert temp from K to F</span>
+<span class="n">dataf</span> <span class="o">=</span> <span class="n">convert_temperature</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="s1">&#39;K&#39;</span><span class="p">,</span> <span class="s1">&#39;F&#39;</span><span class="p">)</span>
+
+<span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;rainbow&#39;</span><span class="p">)</span>
+<span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
+<span class="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">dataf</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">)</span>
+<span class="n">cbar</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs</span><span class="p">,</span> <span class="n">extend</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span> <span class="o">+</span><span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
+               <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; (F) &quot;</span> \
+               <span class="o">+</span> <span class="s2">&quot;valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+</pre></div>
+</div>
+<img alt="../../_images/Grid_Levels_and_Parameters_16_0.png" src="../../_images/Grid_Levels_and_Parameters_16_0.png" />
+<p><strong>2. contourf</strong></p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig2</span><span class="p">,</span> <span class="n">ax2</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">cs2</span> <span class="o">=</span> <span class="n">ax2</span><span class="o">.</span><span class="n">contourf</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">dataf</span><span class="p">,</span> <span class="mi">80</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">vmin</span><span class="o">=</span><span class="n">dataf</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">vmax</span><span class="o">=</span><span class="n">dataf</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">extend</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">)</span>
+<span class="n">cbar2</span> <span class="o">=</span> <span class="n">fig2</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs2</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar2</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">getLocationName</span><span class="p">()</span> <span class="o">+</span><span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
+               <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; (F) &quot;</span> \
+               <span class="o">+</span> <span class="s2">&quot;valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+</pre></div>
+</div>
+<img alt="../../_images/Grid_Levels_and_Parameters_18_0.png" src="../../_images/Grid_Levels_and_Parameters_18_0.png" />
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diff --git a/examples/generated/METAR_Station_Plot_with_MetPy.html b/examples/generated/METAR_Station_Plot_with_MetPy.html
new file mode 100644
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+      <li>METAR Station Plot with MetPy</li>
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+            
+  <div class="section" id="metar-station-plot-with-metpy">
+<h1>METAR Station Plot with MetPy<a class="headerlink" href="#metar-station-plot-with-metpy" 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/METAR_Station_Plot_with_MetPy.ipynb">Notebook</a>
+This exercise creates a METAR plot for North America using AWIPS METAR
+observations (datatype <em>obs</em>) and MetPy.</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">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.time</span> <span class="kn">import</span> <span class="n">TimeRange</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">cartopy.feature</span> <span class="k">as</span> <span class="nn">cfeature</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">metpy.calc</span> <span class="kn">import</span> <span class="n">wind_components</span>
+<span class="kn">from</span> <span class="nn">metpy.plots</span> <span class="kn">import</span> <span class="n">StationPlot</span><span class="p">,</span> <span class="n">StationPlotLayout</span>
+<span class="kn">from</span> <span class="nn">metpy.units</span> <span class="kn">import</span> <span class="n">units</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span><span class="n">category</span> <span class="o">=</span><span class="ne">RuntimeWarning</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">get_cloud_cover</span><span class="p">(</span><span class="n">code</span><span class="p">):</span>
+    <span class="k">if</span> <span class="s1">&#39;OVC&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">1.0</span>
+    <span class="k">elif</span> <span class="s1">&#39;BKN&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">6.0</span><span class="o">/</span><span class="mf">8.0</span>
+    <span class="k">elif</span> <span class="s1">&#39;SCT&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">4.0</span><span class="o">/</span><span class="mf">8.0</span>
+    <span class="k">elif</span> <span class="s1">&#39;FEW&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">2.0</span><span class="o">/</span><span class="mf">8.0</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">0</span>
+
+<span class="c1"># Pull out these specific stations (prepend K for AWIPS identifiers)</span>
+<span class="n">selected</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;PDX&#39;</span><span class="p">,</span> <span class="s1">&#39;OKC&#39;</span><span class="p">,</span> <span class="s1">&#39;ICT&#39;</span><span class="p">,</span> <span class="s1">&#39;GLD&#39;</span><span class="p">,</span> <span class="s1">&#39;MEM&#39;</span><span class="p">,</span> <span class="s1">&#39;BOS&#39;</span><span class="p">,</span> <span class="s1">&#39;MIA&#39;</span><span class="p">,</span> <span class="s1">&#39;MOB&#39;</span><span class="p">,</span> <span class="s1">&#39;ABQ&#39;</span><span class="p">,</span> <span class="s1">&#39;PHX&#39;</span><span class="p">,</span> <span class="s1">&#39;TTF&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;ORD&#39;</span><span class="p">,</span> <span class="s1">&#39;BIL&#39;</span><span class="p">,</span> <span class="s1">&#39;BIS&#39;</span><span class="p">,</span> <span class="s1">&#39;CPR&#39;</span><span class="p">,</span> <span class="s1">&#39;LAX&#39;</span><span class="p">,</span> <span class="s1">&#39;ATL&#39;</span><span class="p">,</span> <span class="s1">&#39;MSP&#39;</span><span class="p">,</span> <span class="s1">&#39;SLC&#39;</span><span class="p">,</span> <span class="s1">&#39;DFW&#39;</span><span class="p">,</span> <span class="s1">&#39;NYC&#39;</span><span class="p">,</span> <span class="s1">&#39;PHL&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;PIT&#39;</span><span class="p">,</span> <span class="s1">&#39;IND&#39;</span><span class="p">,</span> <span class="s1">&#39;OLY&#39;</span><span class="p">,</span> <span class="s1">&#39;SYR&#39;</span><span class="p">,</span> <span class="s1">&#39;LEX&#39;</span><span class="p">,</span> <span class="s1">&#39;CHS&#39;</span><span class="p">,</span> <span class="s1">&#39;TLH&#39;</span><span class="p">,</span> <span class="s1">&#39;HOU&#39;</span><span class="p">,</span> <span class="s1">&#39;GJT&#39;</span><span class="p">,</span> <span class="s1">&#39;LBB&#39;</span><span class="p">,</span> <span class="s1">&#39;LSV&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;GRB&#39;</span><span class="p">,</span> <span class="s1">&#39;CLT&#39;</span><span class="p">,</span> <span class="s1">&#39;LNK&#39;</span><span class="p">,</span> <span class="s1">&#39;DSM&#39;</span><span class="p">,</span> <span class="s1">&#39;BOI&#39;</span><span class="p">,</span> <span class="s1">&#39;FSD&#39;</span><span class="p">,</span> <span class="s1">&#39;RAP&#39;</span><span class="p">,</span> <span class="s1">&#39;RIC&#39;</span><span class="p">,</span> <span class="s1">&#39;JAN&#39;</span><span class="p">,</span> <span class="s1">&#39;HSV&#39;</span><span class="p">,</span> <span class="s1">&#39;CRW&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;SAT&#39;</span><span class="p">,</span> <span class="s1">&#39;BUY&#39;</span><span class="p">,</span> <span class="s1">&#39;0CO&#39;</span><span class="p">,</span> <span class="s1">&#39;ZPC&#39;</span><span class="p">,</span> <span class="s1">&#39;VIH&#39;</span><span class="p">,</span> <span class="s1">&#39;BDG&#39;</span><span class="p">,</span> <span class="s1">&#39;MLF&#39;</span><span class="p">,</span> <span class="s1">&#39;ELY&#39;</span><span class="p">,</span> <span class="s1">&#39;WMC&#39;</span><span class="p">,</span> <span class="s1">&#39;OTH&#39;</span><span class="p">,</span> <span class="s1">&#39;CAR&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;LMT&#39;</span><span class="p">,</span> <span class="s1">&#39;RDM&#39;</span><span class="p">,</span> <span class="s1">&#39;PDT&#39;</span><span class="p">,</span> <span class="s1">&#39;SEA&#39;</span><span class="p">,</span> <span class="s1">&#39;UIL&#39;</span><span class="p">,</span> <span class="s1">&#39;EPH&#39;</span><span class="p">,</span> <span class="s1">&#39;PUW&#39;</span><span class="p">,</span> <span class="s1">&#39;COE&#39;</span><span class="p">,</span> <span class="s1">&#39;MLP&#39;</span><span class="p">,</span> <span class="s1">&#39;PIH&#39;</span><span class="p">,</span> <span class="s1">&#39;IDA&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;MSO&#39;</span><span class="p">,</span> <span class="s1">&#39;ACV&#39;</span><span class="p">,</span> <span class="s1">&#39;HLN&#39;</span><span class="p">,</span> <span class="s1">&#39;BIL&#39;</span><span class="p">,</span> <span class="s1">&#39;OLF&#39;</span><span class="p">,</span> <span class="s1">&#39;RUT&#39;</span><span class="p">,</span> <span class="s1">&#39;PSM&#39;</span><span class="p">,</span> <span class="s1">&#39;JAX&#39;</span><span class="p">,</span> <span class="s1">&#39;TPA&#39;</span><span class="p">,</span> <span class="s1">&#39;SHV&#39;</span><span class="p">,</span> <span class="s1">&#39;MSY&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;ELP&#39;</span><span class="p">,</span> <span class="s1">&#39;RNO&#39;</span><span class="p">,</span> <span class="s1">&#39;FAT&#39;</span><span class="p">,</span> <span class="s1">&#39;SFO&#39;</span><span class="p">,</span> <span class="s1">&#39;NYL&#39;</span><span class="p">,</span> <span class="s1">&#39;BRO&#39;</span><span class="p">,</span> <span class="s1">&#39;MRF&#39;</span><span class="p">,</span> <span class="s1">&#39;DRT&#39;</span><span class="p">,</span> <span class="s1">&#39;FAR&#39;</span><span class="p">,</span> <span class="s1">&#39;BDE&#39;</span><span class="p">,</span> <span class="s1">&#39;DLH&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;HOT&#39;</span><span class="p">,</span> <span class="s1">&#39;LBF&#39;</span><span class="p">,</span> <span class="s1">&#39;FLG&#39;</span><span class="p">,</span> <span class="s1">&#39;CLE&#39;</span><span class="p">,</span> <span class="s1">&#39;UNV&#39;</span><span class="p">]</span>
+<span class="n">selected</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;K</span><span class="si">{0}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">id</span><span class="p">)</span> <span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">selected</span><span class="p">]</span>
+<span class="n">data_arr</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="c1"># EDEX Request</span>
+<span class="n">edexServer</span> <span class="o">=</span> <span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">edexServer</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;obs&quot;</span><span class="p">)</span>
+<span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+
+<span class="n">single_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;timeObs&quot;</span><span class="p">,</span> <span class="s2">&quot;stationName&quot;</span><span class="p">,</span> <span class="s2">&quot;longitude&quot;</span><span class="p">,</span> <span class="s2">&quot;latitude&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;temperature&quot;</span><span class="p">,</span> <span class="s2">&quot;dewpoint&quot;</span><span class="p">,</span> <span class="s2">&quot;windDir&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;windSpeed&quot;</span><span class="p">,</span> <span class="s2">&quot;seaLevelPress&quot;</span><span class="p">]</span>
+<span class="n">multi_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;presWeather&quot;</span><span class="p">,</span> <span class="s2">&quot;skyCover&quot;</span><span class="p">,</span> <span class="s2">&quot;skyLayerBase&quot;</span><span class="p">]</span>
+<span class="n">pres_weather</span><span class="p">,</span> <span class="n">sky_cov</span><span class="p">,</span> <span class="n">sky_layer_base</span> <span class="o">=</span> <span class="p">[],[],[]</span>
+<span class="n">params</span> <span class="o">=</span> <span class="n">single_value_params</span> <span class="o">+</span> <span class="n">multi_value_params</span>
+<span class="n">obs</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">({</span><span class="n">params</span><span class="p">:</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">params</span> <span class="ow">in</span> <span class="n">params</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="o">*</span><span class="p">(</span><span class="n">params</span><span class="p">))</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="o">*</span><span class="p">(</span><span class="n">selected</span><span class="p">))</span>
+</pre></div>
+</div>
+<p>Here we use the Python-AWIPS class <strong>TimeRange</strong> to prepare a beginning
+and end time span for requesting observations (the last hour):</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Time range</span>
+<span class="n">lastHourDateTime</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">hours</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">start</span> <span class="o">=</span> <span class="n">lastHourDateTime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H&#39;</span><span class="p">)</span>
+<span class="n">beginRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">start</span> <span class="o">+</span> <span class="s2">&quot;:00:00&quot;</span><span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">endRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">start</span> <span class="o">+</span> <span class="s2">&quot;:59:59&quot;</span><span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">timerange</span> <span class="o">=</span> <span class="n">TimeRange</span><span class="p">(</span><span class="n">beginRange</span><span class="p">,</span> <span class="n">endRange</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">timerange</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">station_names</span> <span class="o">=</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">avail_params</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()</span>
+    <span class="k">if</span> <span class="s2">&quot;presWeather&quot;</span> <span class="ow">in</span> <span class="n">avail_params</span><span class="p">:</span>
+        <span class="n">pres_weather</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;presWeather&quot;</span><span class="p">))</span>
+    <span class="k">elif</span> <span class="s2">&quot;skyCover&quot;</span> <span class="ow">in</span> <span class="n">avail_params</span> <span class="ow">and</span> <span class="s2">&quot;skyLayerBase&quot;</span> <span class="ow">in</span> <span class="n">avail_params</span><span class="p">:</span>
+        <span class="n">sky_cov</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;skyCover&quot;</span><span class="p">))</span>
+        <span class="n">sky_layer_base</span><span class="o">.</span><span class="n">append</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;skyLayerBase&quot;</span><span class="p">))</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="c1"># If we already have a record for this stationName, skip</span>
+        <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;stationName&#39;</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">station_names</span><span class="p">:</span>
+            <span class="n">station_names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;stationName&#39;</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">single_value_params</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">avail_params</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">param</span> <span class="o">==</span> <span class="s1">&#39;timeObs&#39;</span><span class="p">:</span>
+                        <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">fromtimestamp</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="n">param</span><span class="p">)</span><span class="o">/</span><span class="mf">1000.0</span><span class="p">))</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">try</span><span class="p">:</span>
+                            <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</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="n">param</span><span class="p">))</span>
+                        <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
+                            <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="n">param</span><span class="p">))</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">obs</span><span class="p">[</span><span class="n">param</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
+
+            <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;presWeather&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pres_weather</span><span class="p">);</span>
+            <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;skyCover&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sky_cov</span><span class="p">);</span>
+            <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;skyLayerBase&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sky_layer_base</span><span class="p">);</span>
+            <span class="n">pres_weather</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">sky_cov</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">sky_layer_base</span> <span class="o">=</span> <span class="p">[]</span>
+</pre></div>
+</div>
+<p>Next grab the simple variables out of the data we have (attaching
+correct units), and put them into a dictionary that we will hand the
+plotting function later:</p>
+<ul class="simple">
+<li><p>Get wind components from speed and direction</p></li>
+<li><p>Convert cloud fraction values to integer codes [0 - 8]</p></li>
+<li><p>Map METAR weather codes to WMO codes for weather symbols</p></li>
+</ul>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;stid&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;stationName&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;air_temperature&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</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">data</span><span class="p">[</span><span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;dewpoint&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</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">data</span><span class="p">[</span><span class="s1">&#39;air_pressure_at_sea_level&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;seaLevelPress&#39;</span><span class="p">])</span><span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;mbar&#39;</span><span class="p">)</span>
+
+<span class="n">direction</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">obs</span><span class="p">[</span><span class="s1">&#39;windDir&#39;</span><span class="p">])</span>
+<span class="n">direction</span><span class="p">[</span><span class="n">direction</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.0</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+
+<span class="n">u</span><span class="p">,</span> <span class="n">v</span> <span class="o">=</span> <span class="n">wind_components</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">obs</span><span class="p">[</span><span class="s1">&#39;windSpeed&#39;</span><span class="p">])</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">),</span>
+                           <span class="n">direction</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degree</span><span class="p">)</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;northward_wind&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;cloud_coverage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">get_cloud_cover</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">*</span><span class="mi">8</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;skyCover&#39;</span><span class="p">]]</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;present_weather&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;presWeather&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">obs</span><span class="p">[</span><span class="s1">&#39;stationName&#39;</span><span class="p">])</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">&#39;K0CO&#39;</span><span class="p">,</span> <span class="s1">&#39;KHOT&#39;</span><span class="p">,</span> <span class="s1">&#39;KSHV&#39;</span><span class="p">,</span> <span class="s1">&#39;KIND&#39;</span><span class="p">,</span> <span class="s1">&#39;KBDE&#39;</span><span class="p">,</span> <span class="s1">&#39;KPSM&#39;</span><span class="p">,</span> <span class="s1">&#39;KORD&#39;</span><span class="p">,</span> <span class="s1">&#39;KDFW&#39;</span><span class="p">,</span> <span class="s1">&#39;KPHL&#39;</span><span class="p">,</span> <span class="s1">&#39;KTTF&#39;</span><span class="p">,</span> <span class="s1">&#39;KBDG&#39;</span><span class="p">,</span> <span class="s1">&#39;KOLY&#39;</span><span class="p">,</span> <span class="s1">&#39;KNYC&#39;</span><span class="p">,</span> <span class="s1">&#39;KABQ&#39;</span><span class="p">,</span> <span class="s1">&#39;KLEX&#39;</span><span class="p">,</span> <span class="s1">&#39;KDRT&#39;</span><span class="p">,</span> <span class="s1">&#39;KELP&#39;</span><span class="p">,</span> <span class="s1">&#39;KRUT&#39;</span><span class="p">,</span> <span class="s1">&#39;KRIC&#39;</span><span class="p">,</span> <span class="s1">&#39;KPIT&#39;</span><span class="p">,</span> <span class="s1">&#39;KMSP&#39;</span><span class="p">,</span> <span class="s1">&#39;KHSV&#39;</span><span class="p">,</span> <span class="s1">&#39;KUNV&#39;</span><span class="p">,</span> <span class="s1">&#39;KSAT&#39;</span><span class="p">,</span> <span class="s1">&#39;KCLE&#39;</span><span class="p">,</span> <span class="s1">&#39;KPHX&#39;</span><span class="p">,</span> <span class="s1">&#39;KMIA&#39;</span><span class="p">,</span> <span class="s1">&#39;KBOI&#39;</span><span class="p">,</span> <span class="s1">&#39;KBRO&#39;</span><span class="p">,</span> <span class="s1">&#39;KLAX&#39;</span><span class="p">,</span> <span class="s1">&#39;KLBB&#39;</span><span class="p">,</span> <span class="s1">&#39;KMSO&#39;</span><span class="p">,</span> <span class="s1">&#39;KPDX&#39;</span><span class="p">,</span> <span class="s1">&#39;KTLH&#39;</span><span class="p">,</span> <span class="s1">&#39;KUIL&#39;</span><span class="p">,</span> <span class="s1">&#39;KTPA&#39;</span><span class="p">,</span> <span class="s1">&#39;KVIH&#39;</span><span class="p">,</span> <span class="s1">&#39;KBIL&#39;</span><span class="p">,</span> <span class="s1">&#39;KMLF&#39;</span><span class="p">,</span> <span class="s1">&#39;KCPR&#39;</span><span class="p">,</span> <span class="s1">&#39;KATL&#39;</span><span class="p">,</span> <span class="s1">&#39;KBIS&#39;</span><span class="p">,</span> <span class="s1">&#39;KCLT&#39;</span><span class="p">,</span> <span class="s1">&#39;KOKC&#39;</span><span class="p">,</span> <span class="s1">&#39;KRAP&#39;</span><span class="p">,</span> <span class="s1">&#39;KACV&#39;</span><span class="p">,</span> <span class="s1">&#39;KEPH&#39;</span><span class="p">,</span> <span class="s1">&#39;KELY&#39;</span><span class="p">,</span> <span class="s1">&#39;KFAR&#39;</span><span class="p">,</span> <span class="s1">&#39;KFAT&#39;</span><span class="p">,</span> <span class="s1">&#39;KMSY&#39;</span><span class="p">,</span> <span class="s1">&#39;KOLF&#39;</span><span class="p">,</span> <span class="s1">&#39;KPDT&#39;</span><span class="p">,</span> <span class="s1">&#39;KLMT&#39;</span><span class="p">,</span> <span class="s1">&#39;KHLN&#39;</span><span class="p">,</span> <span class="s1">&#39;KHOU&#39;</span><span class="p">,</span> <span class="s1">&#39;KICT&#39;</span><span class="p">,</span> <span class="s1">&#39;KIDA&#39;</span><span class="p">,</span> <span class="s1">&#39;KPIH&#39;</span><span class="p">,</span> <span class="s1">&#39;KPUW&#39;</span><span class="p">,</span> <span class="s1">&#39;KGJT&#39;</span><span class="p">,</span> <span class="s1">&#39;KGLD&#39;</span><span class="p">,</span> <span class="s1">&#39;KGRB&#39;</span><span class="p">,</span> <span class="s1">&#39;KLBF&#39;</span><span class="p">,</span> <span class="s1">&#39;KMLP&#39;</span><span class="p">,</span> <span class="s1">&#39;KBOS&#39;</span><span class="p">,</span> <span class="s1">&#39;KSYR&#39;</span><span class="p">,</span> <span class="s1">&#39;KDLH&#39;</span><span class="p">,</span> <span class="s1">&#39;KCOE&#39;</span><span class="p">,</span> <span class="s1">&#39;KOTH&#39;</span><span class="p">,</span> <span class="s1">&#39;KCRW&#39;</span><span class="p">,</span> <span class="s1">&#39;KSEA&#39;</span><span class="p">,</span> <span class="s1">&#39;KCAR&#39;</span><span class="p">,</span> <span class="s1">&#39;KDSM&#39;</span><span class="p">,</span> <span class="s1">&#39;KJAN&#39;</span><span class="p">,</span> <span class="s1">&#39;KSLC&#39;</span><span class="p">,</span> <span class="s1">&#39;KBUY&#39;</span><span class="p">,</span> <span class="s1">&#39;KLNK&#39;</span><span class="p">,</span> <span class="s1">&#39;KMEM&#39;</span><span class="p">,</span> <span class="s1">&#39;KNYL&#39;</span><span class="p">,</span> <span class="s1">&#39;KRDM&#39;</span><span class="p">,</span> <span class="s1">&#39;KCHS&#39;</span><span class="p">,</span> <span class="s1">&#39;KFSD&#39;</span><span class="p">,</span> <span class="s1">&#39;KJAX&#39;</span><span class="p">,</span> <span class="s1">&#39;KMOB&#39;</span><span class="p">,</span> <span class="s1">&#39;KRNO&#39;</span><span class="p">,</span> <span class="s1">&#39;KSFO&#39;</span><span class="p">,</span> <span class="s1">&#39;KWMC&#39;</span><span class="p">,</span> <span class="s1">&#39;KFLG&#39;</span><span class="p">,</span> <span class="s1">&#39;KLSV&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="section" id="metpy-surface-obs-plot">
+<h2>MetPy Surface Obs Plot<a class="headerlink" href="#metpy-surface-obs-plot" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">proj</span> <span class="o">=</span> <span class="n">ccrs</span><span class="o">.</span><span class="n">LambertConformal</span><span class="p">(</span><span class="n">central_longitude</span><span class="o">=-</span><span class="mi">95</span><span class="p">,</span> <span class="n">central_latitude</span><span class="o">=</span><span class="mi">35</span><span class="p">,</span>
+                             <span class="n">standard_parallels</span><span class="o">=</span><span class="p">[</span><span class="mi">35</span><span class="p">])</span>
+
+<span class="c1"># Change the DPI of the figure</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;savefig.dpi&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">255</span>
+
+<span class="c1"># Winds, temps, dewpoint, station id</span>
+<span class="n">custom_layout</span> <span class="o">=</span> <span class="n">StationPlotLayout</span><span class="p">()</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_barb</span><span class="p">(</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">,</span> <span class="s1">&#39;northward_wind&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;NW&#39;</span><span class="p">,</span> <span class="s1">&#39;air_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkred&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;SW&#39;</span><span class="p">,</span> <span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkgreen&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;E&#39;</span><span class="p">,</span> <span class="s1">&#39;precipitation&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;0.1f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;inch&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
+
+<span class="c1"># Create the figure</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">proj</span><span class="p">)</span>
+
+<span class="c1"># Add various map elements</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">LAND</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">OCEAN</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">LAKES</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">COASTLINE</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">STATES</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">BORDERS</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"># Set plot bounds</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">((</span><span class="o">-</span><span class="mi">118</span><span class="p">,</span> <span class="o">-</span><span class="mi">73</span><span class="p">,</span> <span class="mi">23</span><span class="p">,</span> <span class="mi">50</span><span class="p">))</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</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="s2">&quot; | METAR | &quot;</span> <span class="o">+</span> <span class="n">edexServer</span><span class="p">)</span>
+
+<span class="n">stationplot</span> <span class="o">=</span> <span class="n">StationPlot</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span> <span class="n">clip_on</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                          <span class="n">transform</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">fontsize</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">stationplot</span><span class="o">.</span><span class="n">plot_text</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;stid&#39;</span><span class="p">])</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">stationplot</span><span class="p">,</span> <span class="n">data</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>
+<img alt="../../_images/METAR_Station_Plot_with_MetPy_10_0.png" src="../../_images/METAR_Station_Plot_with_MetPy_10_0.png" />
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+<li class="toctree-l3"><a class="reference internal" href="#setup">Setup</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#request-county-boundaries-for-a-wfo">Request County Boundaries for a WFO</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#create-a-merged-cwa-with-cascaded-union">Create a merged CWA with cascaded_union</a></li>
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+            
+  <div class="section" id="map-resources-and-topography">
+<h1>Map Resources and Topography<a class="headerlink" href="#map-resources-and-topography" 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/Map_Resources_and_Topography.ipynb">Notebook</a>
+The python-awips package provides access to the entire AWIPS Maps
+Database for use in Python GIS applications. Map objects are returned as
+Shapely geometries (<em>Polygon</em>, <em>Point</em>, <em>MultiLineString</em>, etc.) and can
+be easily plotted by Matplotlib, Cartopy, MetPy, and other packages.</p>
+<p>Each map database table has a geometry field called <code class="docutils literal notranslate"><span class="pre">the_geom</span></code>, which
+can be used to spatially select map resources for any column of type
+geometry,</p>
+<div class="section" id="notes">
+<h2>Notes<a class="headerlink" href="#notes" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p>This notebook requires: <strong>python-awips, numpy, matplotplib, cartopy,
+shapely</strong></p></li>
+<li><p>Use datatype <strong>maps</strong> and <strong>addIdentifier(‘table’, &lt;postgres maps
+schema&gt;)</strong> to define the map table:
+DataAccessLayer.changeEDEXHost(“edex-cloud.unidata.ucar.edu”) request
+= DataAccessLayer.newDataRequest(‘maps’)
+request.addIdentifier(‘table’, ‘mapdata.county’)</p></li>
+<li><p>Use <strong>request.setLocationNames()</strong> and <strong>request.addIdentifier()</strong> to
+spatially filter a map resource. In the example below, WFO ID <strong>BOU</strong>
+(Boulder, Colorado) is used to query counties within the BOU county
+watch area (CWA)</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;inLocation&#39;</span><span class="p">,</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;locationField&#39;</span><span class="p">,</span> <span class="s1">&#39;cwa&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;cwa&#39;</span><span class="p">,</span> <span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>See the Maps Database Reference Page for available database tables,
+column names, and types.</p>
+<blockquote>
+<div><p>Note the geometry definition of <code class="docutils literal notranslate"><span class="pre">the_geom</span></code> for each data type,
+which can be <strong>Point</strong>, <strong>MultiPolygon</strong>, or <strong>MultiLineString</strong>.</p>
+</div></blockquote>
+</div>
+<div class="section" id="setup">
+<h2>Setup<a class="headerlink" href="#setup" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">print_function</span>
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">from</span> <span class="nn">cartopy.feature</span> <span class="kn">import</span> <span class="n">ShapelyFeature</span><span class="p">,</span><span class="n">NaturalEarthFeature</span>
+<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Polygon</span>
+<span class="kn">from</span> <span class="nn">shapely.ops</span> <span class="kn">import</span> <span class="n">cascaded_union</span>
+
+<span class="c1"># Standard map plot</span>
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">12</span><span class="p">),</span>
+            <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="n">gl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="c1"># Server, Data Request Type, and Database Table</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="s1">&#39;maps&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.county&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="request-county-boundaries-for-a-wfo">
+<h2>Request County Boundaries for a WFO<a class="headerlink" href="#request-county-boundaries-for-a-wfo" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Use <strong>request.setParameters()</strong> to define fields to be returned by
+the request.</p></li>
+</ul>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define a WFO ID for location</span>
+<span class="c1"># tie this ID to the mapdata.county column &quot;cwa&quot; for filtering</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;cwa&#39;</span><span class="p">,</span> <span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
+
+<span class="c1"># enable location filtering (inLocation)</span>
+<span class="c1"># locationField is tied to the above cwa definition (BOU)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;inLocation&#39;</span><span class="p">,</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;locationField&#39;</span><span class="p">,</span> <span class="s1">&#39;cwa&#39;</span><span class="p">)</span>
+
+<span class="c1"># This is essentially the same as &quot;&#39;&quot;select count(*) from mapdata.cwa where cwa=&#39;BOU&#39;;&quot; (=1)</span>
+
+<span class="c1"># Get response and create dict of county geometries</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="p">[])</span>
+<span class="n">counties</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="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">counties</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">counties</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;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">counties</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; county MultiPolygons&quot;</span><span class="p">)</span>
+
+
+<span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="c1"># All WFO counties merged to a single Polygon</span>
+<span class="n">merged_counties</span> <span class="o">=</span> <span class="n">cascaded_union</span><span class="p">(</span><span class="n">counties</span><span class="p">)</span>
+<span class="n">envelope</span> <span class="o">=</span> <span class="n">merged_counties</span><span class="o">.</span><span class="n">buffer</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">boundaries</span><span class="o">=</span><span class="p">[</span><span class="n">merged_counties</span><span class="p">]</span>
+
+<span class="c1"># Get bounds of this merged Polygon to use as buffered map extent</span>
+<span class="n">bounds</span> <span class="o">=</span> <span class="n">merged_counties</span><span class="o">.</span><span class="n">bounds</span>
+<span class="n">bbox</span><span class="o">=</span><span class="p">[</span><span class="n">bounds</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="mf">1.5</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">+</span><span class="mf">1.5</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="c1"># Plot political/state boundaries handled by Cartopy</span>
+<span class="n">political_boundaries</span> <span class="o">=</span> <span class="n">NaturalEarthFeature</span><span class="p">(</span><span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
+                               <span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_0_boundary_lines_land&#39;</span><span class="p">,</span>
+                               <span class="n">scale</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
+<span class="n">states</span> <span class="o">=</span> <span class="n">NaturalEarthFeature</span><span class="p">(</span><span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
+                               <span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_1_states_provinces_lines&#39;</span><span class="p">,</span>
+                               <span class="n">scale</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">political_boundaries</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">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">states</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#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"># Plot CWA counties</span>
+<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">geom</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">counties</span><span class="p">):</span>
+    <span class="n">cbounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+    <span class="n">intersection</span> <span class="o">=</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersection</span>
+    <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+         <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">counties</span>
+         <span class="k">if</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
+    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#86989B&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">23</span> <span class="n">county</span> <span class="n">MultiPolygons</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_4_1.png" src="../../_images/Map_Resources_and_Topography_4_1.png" />
+</div>
+<div class="section" id="create-a-merged-cwa-with-cascaded-union">
+<h2>Create a merged CWA with cascaded_union<a class="headerlink" href="#create-a-merged-cwa-with-cascaded-union" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Plot CWA envelope</span>
+<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">geom</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">boundaries</span><span class="p">):</span>
+    <span class="n">gbounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+    <span class="n">intersection</span> <span class="o">=</span> <span class="n">gbounds</span><span class="o">.</span><span class="n">intersection</span>
+    <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+         <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">boundaries</span>
+         <span class="k">if</span> <span class="n">gbounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
+    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">linewidth</span><span class="o">=</span><span class="mf">3.</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#cc5000&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+
+<span class="n">fig</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_6_0.png" src="../../_images/Map_Resources_and_Topography_6_0.png" />
+</div>
+<div class="section" id="wfo-boundary-spatial-filter-for-interstates">
+<h2>WFO boundary spatial filter for interstates<a class="headerlink" href="#wfo-boundary-spatial-filter-for-interstates" title="Permalink to this headline">¶</a></h2>
+<p>Using the previously-defined <strong>envelope=merged_counties.buffer(2)</strong> in
+<strong>newDataRequest()</strong> to request geometries which fall inside the
+buffered boundary.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.interstate&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</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="s1">&#39;name&#39;</span><span class="p">)</span>
+<span class="n">interstates</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="p">[])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">interstates</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; interstate MultiLineStrings&quot;</span><span class="p">)</span>
+
+<span class="c1"># Plot interstates</span>
+<span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">interstates</span><span class="p">:</span>
+    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</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="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;orange&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">fig</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">225</span> <span class="n">interstate</span> <span class="n">MultiLineStrings</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_8_1.png" src="../../_images/Map_Resources_and_Topography_8_1.png" />
+</div>
+<div class="section" id="nearby-cities">
+<h2>Nearby cities<a class="headerlink" href="#nearby-cities" title="Permalink to this headline">¶</a></h2>
+<p>Request the city table and filter by population and progressive
+disclosure level:</p>
+<p><strong>Warning</strong>: the <code class="docutils literal notranslate"><span class="pre">prog_disc</span></code> field is not entirely understood and
+values appear to change significantly depending on WFO site.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.city&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</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="s1">&#39;name&#39;</span><span class="p">,</span><span class="s1">&#39;population&#39;</span><span class="p">,</span><span class="s1">&#39;prog_disc&#39;</span><span class="p">)</span>
+<span class="n">cities</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="p">[])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Queried &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cities</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; total cities&quot;</span><span class="p">)</span>
+
+<span class="n">citylist</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">cityname</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="c1"># For BOU, progressive disclosure values above 50 and pop above 5000 looks good</span>
+<span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">cities</span><span class="p">:</span>
+    <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;population&quot;</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;prog_disc&quot;</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">50</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;population&quot;</span><span class="p">))</span> <span class="o">&gt;</span> <span class="mi">5000</span><span class="p">:</span>
+                <span class="n">citylist</span><span class="o">.</span><span class="n">append</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="n">cityname</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;name&quot;</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Plotting &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cityname</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; cities&quot;</span><span class="p">)</span>
+
+<span class="c1"># Plot city markers</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">([</span><span class="n">point</span><span class="o">.</span><span class="n">x</span> <span class="k">for</span> <span class="n">point</span> <span class="ow">in</span> <span class="n">citylist</span><span class="p">],</span>
+       <span class="p">[</span><span class="n">point</span><span class="o">.</span><span class="n">y</span> <span class="k">for</span> <span class="n">point</span> <span class="ow">in</span> <span class="n">citylist</span><span class="p">],</span>
+       <span class="n">transform</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">marker</span><span class="o">=</span><span class="s2">&quot;+&quot;</span><span class="p">,</span><span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+<span class="c1"># Plot city names</span>
+<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">txt</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">cityname</span><span class="p">):</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="n">txt</span><span class="p">,</span> <span class="p">(</span><span class="n">citylist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">x</span><span class="p">,</span><span class="n">citylist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">y</span><span class="p">),</span>
+                <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s2">&quot;offset points&quot;</span><span class="p">)</span>
+
+<span class="n">fig</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Queried</span> <span class="mi">1203</span> <span class="n">total</span> <span class="n">cities</span>
+<span class="n">Plotting</span> <span class="mi">57</span> <span class="n">cities</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_10_1.png" src="../../_images/Map_Resources_and_Topography_10_1.png" />
+</div>
+<div class="section" id="lakes">
+<h2>Lakes<a class="headerlink" href="#lakes" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.lake&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</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="s1">&#39;name&#39;</span><span class="p">)</span>
+
+<span class="c1"># Get lake geometries</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="p">[])</span>
+<span class="n">lakes</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="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">lakes</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">lakes</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;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">lakes</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; lake MultiPolygons&quot;</span><span class="p">)</span>
+
+<span class="c1"># Plot lakes</span>
+<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">geom</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">lakes</span><span class="p">):</span>
+    <span class="n">cbounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+    <span class="n">intersection</span> <span class="o">=</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersection</span>
+    <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+         <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">lakes</span>
+         <span class="k">if</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
+    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#20B2AA&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">fig</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">208</span> <span class="n">lake</span> <span class="n">MultiPolygons</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_12_1.png" src="../../_images/Map_Resources_and_Topography_12_1.png" />
+</div>
+<div class="section" id="major-rivers">
+<h2>Major Rivers<a class="headerlink" href="#major-rivers" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.majorrivers&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</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="s1">&#39;pname&#39;</span><span class="p">)</span>
+<span class="n">rivers</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="p">[])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">rivers</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; river MultiLineStrings&quot;</span><span class="p">)</span>
+
+<span class="c1"># Plot rivers</span>
+<span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">rivers</span><span class="p">:</span>
+    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</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="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;:&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#20B2AA&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">fig</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">1400</span> <span class="n">river</span> <span class="n">MultiLineStrings</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_14_1.png" src="../../_images/Map_Resources_and_Topography_14_1.png" />
+</div>
+<div class="section" id="topography">
+<h2>Topography<a class="headerlink" href="#topography" title="Permalink to this headline">¶</a></h2>
+<p>Spatial envelopes are required for topo requests, which can become slow
+to download and render for large (CONUS) maps.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy.ma</span> <span class="k">as</span> <span class="nn">ma</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;topo&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;group&quot;</span><span class="p">,</span> <span class="s2">&quot;/&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;dataset&quot;</span><span class="p">,</span> <span class="s2">&quot;full&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setEnvelope</span><span class="p">(</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">gridData</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="nb">print</span><span class="p">(</span><span class="n">gridData</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of grid records: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">gridData</span><span class="p">)))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample grid data shape:</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">gridData</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample grid data:</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">gridData</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">getRawData</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</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="o">&lt;</span><span class="n">awips</span><span class="o">.</span><span class="n">dataaccess</span><span class="o">.</span><span class="n">PyGridData</span><span class="o">.</span><span class="n">PyGridData</span> <span class="nb">object</span> <span class="n">at</span> <span class="mh">0x7ffd0f33c040</span><span class="o">&gt;</span><span class="p">]</span>
+<span class="n">Number</span> <span class="n">of</span> <span class="n">grid</span> <span class="n">records</span><span class="p">:</span> <span class="mi">1</span>
+<span class="n">Sample</span> <span class="n">grid</span> <span class="n">data</span> <span class="n">shape</span><span class="p">:</span>
+<span class="p">(</span><span class="mi">778</span><span class="p">,</span> <span class="mi">1058</span><span class="p">)</span>
+
+<span class="n">Sample</span> <span class="n">grid</span> <span class="n">data</span><span class="p">:</span>
+<span class="p">[[</span><span class="mf">1694.</span> <span class="mf">1693.</span> <span class="mf">1688.</span> <span class="o">...</span>  <span class="mf">757.</span>  <span class="mf">761.</span>  <span class="mf">762.</span><span class="p">]</span>
+ <span class="p">[</span><span class="mf">1701.</span> <span class="mf">1701.</span> <span class="mf">1701.</span> <span class="o">...</span>  <span class="mf">758.</span>  <span class="mf">760.</span>  <span class="mf">762.</span><span class="p">]</span>
+ <span class="p">[</span><span class="mf">1703.</span> <span class="mf">1703.</span> <span class="mf">1703.</span> <span class="o">...</span>  <span class="mf">760.</span>  <span class="mf">761.</span>  <span class="mf">762.</span><span class="p">]</span>
+ <span class="o">...</span>
+ <span class="p">[</span><span class="mf">1767.</span> <span class="mf">1741.</span> <span class="mf">1706.</span> <span class="o">...</span>  <span class="mf">769.</span>  <span class="mf">762.</span>  <span class="mf">768.</span><span class="p">]</span>
+ <span class="p">[</span><span class="mf">1767.</span> <span class="mf">1746.</span> <span class="mf">1716.</span> <span class="o">...</span>  <span class="mf">775.</span>  <span class="mf">765.</span>  <span class="mf">761.</span><span class="p">]</span>
+ <span class="p">[</span><span class="mf">1781.</span> <span class="mf">1753.</span> <span class="mf">1730.</span> <span class="o">...</span>  <span class="mf">766.</span>  <span class="mf">762.</span>  <span class="mf">759.</span><span class="p">]]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">grid</span><span class="o">=</span><span class="n">gridData</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">topo</span><span class="o">=</span><span class="n">ma</span><span class="o">.</span><span class="n">masked_invalid</span><span class="p">(</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="n">topo</span><span class="o">.</span><span class="n">min</span><span class="p">())</span> <span class="c1"># minimum elevation in our domain (meters)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">topo</span><span class="o">.</span><span class="n">max</span><span class="p">())</span> <span class="c1"># maximum elevation in our domain (meters)</span>
+
+<span class="c1"># Plot topography</span>
+<span class="n">cs</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">contourf</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">topo</span><span class="p">,</span> <span class="mi">80</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;terrain&#39;</span><span class="p">),</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">extend</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">)</span>
+<span class="n">cbar</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="s2">&quot;topography height in meters&quot;</span><span class="p">)</span>
+
+<span class="n">fig</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">623.0</span>
+<span class="mf">4328.0</span>
+</pre></div>
+</div>
+<img alt="../../_images/Map_Resources_and_Topography_17_1.png" src="../../_images/Map_Resources_and_Topography_17_1.png" />
+</div>
+</div>
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+      <li>Model Sounding Data</li>
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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>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
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+ <span class="s1">&#39;KDFW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDHN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDHT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDIK&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDLH&#39;</span><span class="p">,</span>
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+ <span class="s1">&#39;KDMN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDPA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDRA&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDRO&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDRT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDSM&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDTW&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDUG&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KDUJ&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KEAT&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KEAU&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KECG&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KEED&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KEGE&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KEKN&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;KEKO&#39;</span><span class="p">,</span>
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+ <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>
+</pre></div>
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+  <div class="section" id="nexrad-level3-radar">
+<h1>NEXRAD Level3 Radar<a class="headerlink" href="#nexrad-level3-radar" title="Permalink to this headline">¶</a></h1>
+<p><a class="reference external" href="http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/NEXRAD_Level3_Radar.ipynb">Notebook</a>
+.. code:: ipython3</p>
+<blockquote>
+<div><p>This example plots NEXRAD 3 algorithm, precipitation, and derived products (not base data).</p>
+</div></blockquote>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">warnings</span>
+<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;radar&quot;</span><span class="p">)</span>
+<span class="n">available_locs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">available_locs</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+<span class="nb">list</span><span class="p">(</span><span class="n">available_locs</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;kmhx&quot;</span><span class="p">)</span>
+<span class="n">availableParms</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">availableParms</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+<span class="c1">#list(availableParms)</span>
+
+<span class="n">productIDs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getRadarProductIDs</span><span class="p">(</span><span class="n">availableParms</span><span class="p">)</span>
+<span class="n">productNames</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getRadarProductNames</span><span class="p">(</span><span class="n">availableParms</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">productIDs</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">productNames</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">&#39;134&#39;</span><span class="p">,</span> <span class="s1">&#39;135&#39;</span><span class="p">,</span> <span class="s1">&#39;138&#39;</span><span class="p">,</span> <span class="s1">&#39;141&#39;</span><span class="p">,</span> <span class="s1">&#39;159&#39;</span><span class="p">,</span> <span class="s1">&#39;161&#39;</span><span class="p">,</span> <span class="s1">&#39;163&#39;</span><span class="p">,</span> <span class="s1">&#39;165&#39;</span><span class="p">,</span> <span class="s1">&#39;166&#39;</span><span class="p">,</span> <span class="s1">&#39;169&#39;</span><span class="p">,</span> <span class="s1">&#39;170&#39;</span><span class="p">,</span> <span class="s1">&#39;171&#39;</span><span class="p">,</span> <span class="s1">&#39;172&#39;</span><span class="p">,</span> <span class="s1">&#39;173&#39;</span><span class="p">,</span> <span class="s1">&#39;174&#39;</span><span class="p">,</span> <span class="s1">&#39;175&#39;</span><span class="p">,</span> <span class="s1">&#39;176&#39;</span><span class="p">,</span> <span class="s1">&#39;177&#39;</span><span class="p">,</span> <span class="s1">&#39;19&#39;</span><span class="p">,</span> <span class="s1">&#39;20&#39;</span><span class="p">,</span> <span class="s1">&#39;27&#39;</span><span class="p">,</span> <span class="s1">&#39;32&#39;</span><span class="p">,</span> <span class="s1">&#39;37&#39;</span><span class="p">,</span> <span class="s1">&#39;41&#39;</span><span class="p">,</span> <span class="s1">&#39;56&#39;</span><span class="p">,</span> <span class="s1">&#39;57&#39;</span><span class="p">,</span> <span class="s1">&#39;58&#39;</span><span class="p">,</span> <span class="s1">&#39;78&#39;</span><span class="p">,</span> <span class="s1">&#39;80&#39;</span><span class="p">,</span> <span class="s1">&#39;81&#39;</span><span class="p">,</span> <span class="s1">&#39;94&#39;</span><span class="p">,</span> <span class="s1">&#39;99&#39;</span><span class="p">]</span>
+<span class="p">[</span><span class="s1">&#39;Composite Refl&#39;</span><span class="p">,</span> <span class="s1">&#39;Correlation Coeff&#39;</span><span class="p">,</span> <span class="s1">&#39;Diff Reflectivity&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Hybrid Scan Refl&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Inst Precip Rate&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Precip Array&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Vert Integ Liq&#39;</span><span class="p">,</span> <span class="s1">&#39;Echo Tops&#39;</span><span class="p">,</span> <span class="s1">&#39;Enhanced Echo Tops&#39;</span><span class="p">,</span> <span class="s1">&#39;Hybrid Hydrometeor Class&#39;</span><span class="p">,</span> <span class="s1">&#39;Hydrometeor Class&#39;</span><span class="p">,</span> <span class="s1">&#39;Melting Layer&#39;</span><span class="p">,</span> <span class="s1">&#39;Mesocyclone&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Diff&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Precip&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Unbiased Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;Reflectivity&#39;</span><span class="p">,</span> <span class="s1">&#39;Specific Diff Phase&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Rel Velocity&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Total Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Total Diff&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Total Precip&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Track&#39;</span><span class="p">,</span> <span class="s1">&#39;User Select Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;Velocity&#39;</span><span class="p">,</span> <span class="s1">&#39;Vert Integ Liq&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span><span class="n">category</span> <span class="o">=</span><span class="ne">RuntimeWarning</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">),</span>
+                           <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="n">gl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="n">nexrad_data</span> <span class="o">=</span> <span class="p">{}</span>
+
+<span class="k">for</span> <span class="n">prod</span> <span class="ow">in</span> <span class="n">productNames</span><span class="p">:</span>
+
+    <span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="n">prod</span><span class="p">)</span>
+    <span class="n">availableLevels</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLevels</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">availableLevels</span><span class="p">:</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="n">availableLevels</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No levels found for &quot;</span> <span class="o">+</span> <span class="n">prod</span><span class="p">)</span>
+        <span class="k">continue</span>
+
+    <span class="n">cycles</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+    <span class="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">times</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">()</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Recs : &quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">response</span><span class="p">))</span>
+
+        <span class="k">if</span> <span class="n">response</span><span class="p">:</span>
+            <span class="n">grid</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">continue</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+        <span class="n">lons</span><span class="p">,</span> <span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+
+        <span class="n">nexrad_data</span><span class="p">[</span><span class="n">prod</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Time :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()))</span>
+        <span class="n">flat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Name :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Prod :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Range:&#39;</span> <span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmin</span><span class="p">(</span><span class="n">flat</span><span class="p">),</span> <span class="s2">&quot; to &quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmax</span><span class="p">(</span><span class="n">flat</span><span class="p">),</span> <span class="s2">&quot; (Unit :&quot;</span><span class="p">,</span> <span class="n">grid</span><span class="o">.</span><span class="n">getUnit</span><span class="p">(),</span> <span class="s2">&quot;)&quot;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Size :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
+        <span class="nb">print</span><span class="p">()</span>
+
+        <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;rainbow&#39;</span><span class="p">)</span>
+        <span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mf">0.5</span><span class="p">]</span>
+        <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="o">=</span><span class="n">bbox</span><span class="p">)</span>
+        <span class="n">cs</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">lons</span><span class="p">,</span> <span class="n">lats</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">)</span>
+        <span class="n">cbar</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs</span><span class="p">,</span> <span class="n">extend</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+        <span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span><span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
+                       <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; (&quot;</span> <span class="o">+</span> <span class="n">prod</span> <span class="o">+</span> <span class="s2">&quot;), (&quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getUnit</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;) &quot;</span> \
+                       <span class="o">+</span> <span class="s2">&quot;valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mi">0_464_464</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Composite</span> <span class="n">Refl</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">5.0</span>  <span class="n">to</span>  <span class="mf">50.0</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">dBZ</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">464</span><span class="p">,</span> <span class="mi">464</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_1.png" src="../../_images/NEXRAD_Level3_Radar_2_1.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Correlation</span> <span class="n">Coeff</span>
+<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Diff</span> <span class="n">Reflectivity</span>
+
+<span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_230_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Hybrid</span> <span class="n">Scan</span> <span class="n">Refl</span>
+<span class="n">Range</span><span class="p">:</span> <span class="o">-</span><span class="mf">27.5</span>  <span class="n">to</span>  <span class="mf">51.5</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">dBZ</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">230</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_3.png" src="../../_images/NEXRAD_Level3_Radar_2_3.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Inst</span> <span class="n">Precip</span> <span class="n">Rate</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">7.0555557e-09</span>  <span class="n">to</span>  <span class="mf">2.3071667e-05</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span><span class="o">*</span><span class="n">sec</span><span class="o">^-</span><span class="mi">1</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_5.png" src="../../_images/NEXRAD_Level3_Radar_2_5.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mi">0_13_13</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Precip</span> <span class="n">Array</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">190.0</span>  <span class="n">to</span>  <span class="mf">690.0</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">count</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="mi">13</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_7.png" src="../../_images/NEXRAD_Level3_Radar_2_7.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_460_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Vert</span> <span class="n">Integ</span> <span class="n">Liq</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span>  <span class="n">to</span>  <span class="mf">18.834518</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">kg</span><span class="o">*</span><span class="n">m</span><span class="o">^-</span><span class="mi">2</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">460</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_9.png" src="../../_images/NEXRAD_Level3_Radar_2_9.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mi">0_116_116</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Echo</span> <span class="n">Tops</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span>  <span class="n">to</span>  <span class="mf">12192.0</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">116</span><span class="p">,</span> <span class="mi">116</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_11.png" src="../../_images/NEXRAD_Level3_Radar_2_11.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_346_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Enhanced</span> <span class="n">Echo</span> <span class="n">Tops</span>
+<span class="n">Range</span><span class="p">:</span> <span class="n">nan</span>  <span class="n">to</span>  <span class="n">nan</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">346</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_13.png" src="../../_images/NEXRAD_Level3_Radar_2_13.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Hybrid</span> <span class="n">Hydrometeor</span> <span class="n">Class</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">1.0</span>  <span class="n">to</span>  <span class="mf">14.0</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">count</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_15.png" src="../../_images/NEXRAD_Level3_Radar_2_15.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Hydrometeor</span> <span class="n">Class</span>
+<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Melting</span> <span class="n">Layer</span>
+
+<span class="n">Recs</span> <span class="p">:</span>  <span class="mi">0</span>
+
+<span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_115_360_359.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Accum</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span>  <span class="n">to</span>  <span class="mf">0.0127</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">115</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_17.png" src="../../_images/NEXRAD_Level3_Radar_2_17.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Diff</span>
+<span class="n">Range</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.008382</span>  <span class="n">to</span>  <span class="mf">0.0027720002</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_19.png" src="../../_images/NEXRAD_Level3_Radar_2_19.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_115_360_359.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Precip</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span>  <span class="n">to</span>  <span class="mf">0.0127</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">115</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_21.png" src="../../_images/NEXRAD_Level3_Radar_2_21.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Unbiased</span> <span class="n">Accum</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">2.5775646e-05</span>  <span class="n">to</span>  <span class="mf">0.017472787</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_23.png" src="../../_images/NEXRAD_Level3_Radar_2_23.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Reflectivity</span>
+<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Specific</span> <span class="n">Diff</span> <span class="n">Phase</span>
+<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Storm</span> <span class="n">Rel</span> <span class="n">Velocity</span>
+
+<span class="n">Recs</span> <span class="p">:</span>  <span class="mi">2</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Storm</span> <span class="n">Total</span> <span class="n">Accum</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">0.000508</span>  <span class="n">to</span>  <span class="mf">0.082804</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_25.png" src="../../_images/NEXRAD_Level3_Radar_2_25.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Storm</span> <span class="n">Total</span> <span class="n">Diff</span>
+<span class="n">Range</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.08255</span>  <span class="n">to</span>  <span class="mf">0.019499999</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_27.png" src="../../_images/NEXRAD_Level3_Radar_2_27.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">2</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_116_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Storm</span> <span class="n">Total</span> <span class="n">Precip</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span>  <span class="n">to</span>  <span class="mf">0.088392</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">116</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_29.png" src="../../_images/NEXRAD_Level3_Radar_2_29.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span>  <span class="mi">0</span>
+
+<span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">11</span><span class="p">:</span><span class="mi">08</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mf">0_920_360_0.0_359</span><span class="o">.</span><span class="mi">0</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">User</span> <span class="n">Select</span> <span class="n">Accum</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">2.5399999e-05</span>  <span class="n">to</span>  <span class="mf">0.033959802</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_31.png" src="../../_images/NEXRAD_Level3_Radar_2_31.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Velocity</span>
+
+<span class="n">Recs</span> <span class="p">:</span>  <span class="mi">1</span>
+<span class="n">Time</span> <span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
+<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="o">.</span><span class="mi">0_116_116</span>
+<span class="n">Prod</span> <span class="p">:</span> <span class="n">Vert</span> <span class="n">Integ</span> <span class="n">Liq</span>
+<span class="n">Range</span><span class="p">:</span> <span class="mf">1.0</span>  <span class="n">to</span>  <span class="mf">20.0</span>  <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">kg</span><span class="o">*</span><span class="n">m</span><span class="o">^-</span><span class="mi">2</span> <span class="p">)</span>
+<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">116</span><span class="p">,</span> <span class="mi">116</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/NEXRAD_Level3_Radar_2_33.png" src="../../_images/NEXRAD_Level3_Radar_2_33.png" />
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+  <div class="section" id="precip-accumulation-region-of-interest">
+<h1>Precip Accumulation-Region Of Interest<a class="headerlink" href="#precip-accumulation-region-of-interest" 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/Precip_Accumulation-Region_Of_Interest.ipynb">Notebook</a>
+A way to determine areas of greatest precipitation and generate imagery
+for that sector.</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">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">from</span> <span class="nn">metpy.units</span> <span class="kn">import</span> <span class="n">units</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">shapely.geometry</span> <span class="kn">import</span> <span class="n">Point</span><span class="p">,</span> <span class="n">Polygon</span>
+
+<span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="n">conus</span><span class="o">=</span><span class="p">[</span><span class="o">-</span><span class="mi">120</span><span class="p">,</span> <span class="o">-</span><span class="mi">65</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">50</span><span class="p">]</span>
+<span class="n">conus_envelope</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">([(</span><span class="n">conus</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">conus</span><span class="p">[</span><span class="mi">2</span><span class="p">]),(</span><span class="n">conus</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">conus</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span>
+                          <span class="p">(</span><span class="n">conus</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">conus</span><span class="p">[</span><span class="mi">3</span><span class="p">]),(</span><span class="n">conus</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">conus</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
+                          <span class="p">(</span><span class="n">conus</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">conus</span><span class="p">[</span><span class="mi">2</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;grid&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">conus_envelope</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;NAM40&quot;</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="s2">&quot;0.0SFC&quot;</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;TP&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="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">2</span><span class="p">],</span> <span class="n">times</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Calculate accumulated precipitation</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">tt</span> <span class="ow">in</span> <span class="nb">enumerate</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">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[</span><span class="n">tt</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">if</span> <span class="n">i</span><span class="o">&gt;</span><span class="mi">0</span><span class="p">:</span>
+        <span class="n">data</span> <span class="o">+=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="n">data</span><span class="p">[</span><span class="n">data</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">data</span><span class="o">.</span><span class="n">max</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">getFcstTime</span><span class="p">()</span><span class="o">/</span><span class="mi">3600</span><span class="p">)</span>
+
+
+<span class="n">lons</span><span class="p">,</span> <span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+<span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
+<span class="n">fcstHr</span> <span class="o">=</span> <span class="nb">int</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">getFcstTime</span><span class="p">()</span><span class="o">/</span><span class="mi">3600</span><span class="p">)</span>
+
+<span class="n">tp_inch</span> <span class="o">=</span> <span class="n">data</span> <span class="o">*</span> <span class="p">(</span><span class="mf">0.0393701</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">tp_inch</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">tp_inch</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">0.0</span> <span class="mf">0.0</span> <span class="mf">0.0</span>
+<span class="mf">0.0</span> <span class="mf">32.1875</span> <span class="mf">3.0</span>
+<span class="mf">0.0</span> <span class="mf">52.125</span> <span class="mf">6.0</span>
+<span class="mf">0.0</span> <span class="mf">74.375</span> <span class="mf">9.0</span>
+<span class="mf">0.0</span> <span class="mf">77.125</span> <span class="mf">12.0</span>
+<span class="mf">0.0</span> <span class="mf">78.625</span> <span class="mf">15.0</span>
+<span class="mf">0.0</span> <span class="mf">78.75</span> <span class="mf">18.0</span>
+<span class="mf">0.0</span> <span class="mf">78.75</span> <span class="mf">21.0</span>
+<span class="mf">0.0</span> <span class="mf">79.375</span> <span class="mf">24.0</span>
+<span class="mf">0.0</span> <span class="mf">82.25</span> <span class="mf">27.0</span>
+<span class="mf">0.0</span> <span class="mf">84.0</span> <span class="mf">30.0</span>
+<span class="mf">0.0</span> <span class="mf">84.6875</span> <span class="mf">33.0</span>
+<span class="mf">0.0</span> <span class="mf">85.625</span> <span class="mf">36.0</span>
+<span class="mf">0.0</span> <span class="mf">87.3125</span> <span class="mf">39.0</span>
+<span class="mf">0.0</span> <span class="mf">87.75</span> <span class="mf">42.0</span>
+<span class="mf">0.0</span> <span class="mf">87.75</span> <span class="mf">45.0</span>
+<span class="mf">0.0</span> <span class="mf">89.375</span> <span class="mf">48.0</span>
+<span class="mf">0.0</span> <span class="mf">127.875</span> <span class="mf">51.0</span>
+<span class="mf">0.0</span> <span class="mf">139.5625</span> <span class="mf">54.0</span>
+<span class="mf">0.0</span> <span class="mf">139.6875</span> <span class="mf">57.0</span>
+<span class="mf">0.0</span> <span class="mf">140.5625</span> <span class="mf">60.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">63.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">66.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">69.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">72.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">75.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">78.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">81.0</span>
+<span class="mf">0.0</span> <span class="mf">140.625</span> <span class="mf">84.0</span>
+<span class="mf">0.0</span> <span class="mf">5.5364203</span>
+</pre></div>
+</div>
+<p>Determine lat/lon of maximum rainfall value:</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">ii</span><span class="p">,</span><span class="n">jj</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">tp_inch</span><span class="o">==</span><span class="n">tp_inch</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+<span class="n">i</span><span class="o">=</span><span class="n">ii</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">j</span><span class="o">=</span><span class="n">jj</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">point</span> <span class="o">=</span> <span class="n">Point</span><span class="p">(</span><span class="n">lons</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">lats</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+</pre></div>
+</div>
+<p>Draw CONUS map</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">14</span><span class="p">),</span>
+            <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;rainbow&#39;</span><span class="p">)</span>
+<span class="n">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">tp_inch</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">shrink</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; Total precipitation in inches, &quot;</span> \
+               <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">fcstHr</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;-hr fcst valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+
+<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">point</span><span class="o">.</span><span class="n">x</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span>
+           <span class="n">transform</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">marker</span><span class="o">=</span><span class="s2">&quot;+&quot;</span><span class="p">,</span><span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+
+<span class="n">inc</span> <span class="o">=</span> <span class="mf">3.5</span>
+<span class="n">box</span><span class="o">=</span><span class="p">[</span><span class="n">point</span><span class="o">.</span><span class="n">x</span><span class="o">-</span><span class="n">inc</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">x</span><span class="o">+</span><span class="n">inc</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">y</span><span class="o">-</span><span class="n">inc</span><span class="p">,</span> <span class="n">point</span><span class="o">.</span><span class="n">y</span><span class="o">+</span><span class="n">inc</span><span class="p">]</span>
+<span class="n">polygon</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">([(</span><span class="n">box</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">box</span><span class="p">[</span><span class="mi">2</span><span class="p">]),(</span><span class="n">box</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">box</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span>
+                   <span class="p">(</span><span class="n">box</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">box</span><span class="p">[</span><span class="mi">3</span><span class="p">]),(</span><span class="n">box</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">box</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
+                   <span class="p">(</span><span class="n">box</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">box</span><span class="p">[</span><span class="mi">2</span><span class="p">])])</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_geometries</span><span class="p">([</span><span class="n">polygon</span><span class="p">],</span> <span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;white&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">cartopy</span><span class="o">.</span><span class="n">mpl</span><span class="o">.</span><span class="n">feature_artist</span><span class="o">.</span><span class="n">FeatureArtist</span> <span class="n">at</span> <span class="mh">0x11b971da0</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+<img alt="../../_images/Precip_Accumulation-Region_Of_Interest_7_1.png" src="../../_images/Precip_Accumulation-Region_Of_Interest_7_1.png" />
+<p>Now create a new gridded data request with a geometry envelope for our
+Region of Interest</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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;grid&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">polygon</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;HRRR&quot;</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="s2">&quot;0.0SFC&quot;</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;TP&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="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">2</span><span class="p">],</span> <span class="n">times</span><span class="p">)</span>
+
+
+<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">tt</span> <span class="ow">in</span> <span class="nb">enumerate</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">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[</span><span class="n">tt</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">if</span> <span class="n">i</span><span class="o">&gt;</span><span class="mi">0</span><span class="p">:</span>
+        <span class="n">data</span> <span class="o">+=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="n">data</span><span class="p">[</span><span class="n">data</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">data</span><span class="o">.</span><span class="n">max</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">getFcstTime</span><span class="p">()</span><span class="o">/</span><span class="mi">3600</span><span class="p">)</span>
+
+
+<span class="n">lons</span><span class="p">,</span> <span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+<span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
+<span class="n">fcstHr</span> <span class="o">=</span> <span class="nb">int</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">getFcstTime</span><span class="p">()</span><span class="o">/</span><span class="mi">3600</span><span class="p">)</span>
+
+<span class="n">tp_inch</span> <span class="o">=</span> <span class="n">data</span> <span class="o">*</span> <span class="p">(</span><span class="mf">0.0393701</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">tp_inch</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">tp_inch</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">14</span><span class="p">),</span>
+            <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;rainbow&#39;</span><span class="p">)</span>
+<span class="n">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">box</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">tp_inch</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">shrink</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; Total precipitation in inches, &quot;</span> \
+               <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">fcstHr</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;-hr fcst valid &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">0.0</span> <span class="mf">1.853</span> <span class="mf">1.0</span>
+<span class="mf">0.0</span> <span class="mf">3.5290003</span> <span class="mf">2.0</span>
+<span class="mf">0.0</span> <span class="mf">5.0290003</span> <span class="mf">3.0</span>
+<span class="mf">0.0</span> <span class="mf">5.051</span> <span class="mf">4.0</span>
+<span class="mf">0.0</span> <span class="mf">5.2960005</span> <span class="mf">5.0</span>
+<span class="mf">0.0</span> <span class="mf">5.2960005</span> <span class="mf">6.0</span>
+<span class="mf">0.0</span> <span class="mf">5.8269997</span> <span class="mf">7.0</span>
+<span class="mf">0.0</span> <span class="mf">6.1790004</span> <span class="mf">8.0</span>
+<span class="mf">0.0</span> <span class="mf">6.1890006</span> <span class="mf">9.0</span>
+<span class="mf">0.0</span> <span class="mf">9.071</span> <span class="mf">10.0</span>
+<span class="mf">0.0</span> <span class="mf">10.812</span> <span class="mf">11.0</span>
+<span class="mf">0.0</span> <span class="mf">14.718</span> <span class="mf">12.0</span>
+<span class="mf">0.0</span> <span class="mf">18.295</span> <span class="mf">13.0</span>
+<span class="mf">0.0</span> <span class="mf">21.339</span> <span class="mf">14.0</span>
+<span class="mf">0.0</span> <span class="mf">22.626</span> <span class="mf">15.0</span>
+<span class="mf">0.0</span> <span class="mf">28.670002</span> <span class="mf">16.0</span>
+<span class="mf">0.0</span> <span class="mf">32.334</span> <span class="mf">17.0</span>
+<span class="mf">0.0</span> <span class="mf">36.628002</span> <span class="mf">18.0</span>
+<span class="mf">0.0</span> <span class="mf">1.4420482</span>
+</pre></div>
+</div>
+<img alt="../../_images/Precip_Accumulation-Region_Of_Interest_9_1.png" src="../../_images/Precip_Accumulation-Region_Of_Interest_9_1.png" />
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new file mode 100644
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+            
+  <div class="section" id="regional-surface-obs-plot">
+<h1>Regional Surface Obs Plot<a class="headerlink" href="#regional-surface-obs-plot" 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/Regional_Surface_Obs_Plot.ipynb">Notebook</a>
+This exercise creates a surface observsation station plot for the state
+of Florida, using both METAR (datatype <em>obs</em>) and Synoptic (datatype
+<em>sfcobs</em>). Because we are using the AWIPS Map Database for state and
+county boundaries, there is no use of Cartopy <code class="docutils literal notranslate"><span class="pre">cfeature</span></code> in this
+exercise.</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">from</span> <span class="nn">dynamicserialize.dstypes.com.raytheon.uf.common.time</span> <span class="kn">import</span> <span class="n">TimeRange</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">from</span> <span class="nn">cartopy.feature</span> <span class="kn">import</span> <span class="n">ShapelyFeature</span>
+<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Polygon</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">metpy.units</span> <span class="kn">import</span> <span class="n">units</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="kn">from</span> <span class="nn">metpy.plots</span> <span class="kn">import</span> <span class="n">simple_layout</span><span class="p">,</span> <span class="n">StationPlot</span><span class="p">,</span> <span class="n">StationPlotLayout</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="k">def</span> <span class="nf">get_cloud_cover</span><span class="p">(</span><span class="n">code</span><span class="p">):</span>
+    <span class="k">if</span> <span class="s1">&#39;OVC&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">1.0</span>
+    <span class="k">elif</span> <span class="s1">&#39;BKN&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">6.0</span><span class="o">/</span><span class="mf">8.0</span>
+    <span class="k">elif</span> <span class="s1">&#39;SCT&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">4.0</span><span class="o">/</span><span class="mf">8.0</span>
+    <span class="k">elif</span> <span class="s1">&#39;FEW&#39;</span> <span class="ow">in</span> <span class="n">code</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">2.0</span><span class="o">/</span><span class="mf">8.0</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">0</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># EDEX request for a single state</span>
+<span class="n">edexServer</span> <span class="o">=</span> <span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">edexServer</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="s1">&#39;maps&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.states&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="s1">&#39;FL&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</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="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;name&#39;</span><span class="p">,</span><span class="s1">&#39;lat&#39;</span><span class="p">,</span><span class="s1">&#39;lon&#39;</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">record</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="nb">print</span><span class="p">(</span><span class="s2">&quot;Found &quot;</span> <span class="o">+</span> <span class="nb">str</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="o">+</span> <span class="s2">&quot; MultiPolygon&quot;</span><span class="p">)</span>
+<span class="n">state</span><span class="o">=</span><span class="p">{}</span>
+<span class="n">state</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">record</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">)</span>
+<span class="n">state</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">record</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;state&#39;</span><span class="p">)</span>
+<span class="n">state</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">record</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s1">&#39;lat&#39;</span><span class="p">)</span>
+<span class="n">state</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">record</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s1">&#39;lon&#39;</span><span class="p">)</span>
+<span class="c1">#state[&#39;geom&#39;] = record.getGeometry()</span>
+<span class="n">state</span><span class="p">[</span><span class="s1">&#39;bounds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">record</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()</span><span class="o">.</span><span class="n">bounds</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">state</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">state</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">],</span> <span class="n">state</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">],</span> <span class="n">state</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">],</span> <span class="n">state</span><span class="p">[</span><span class="s1">&#39;bounds&#39;</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">()</span>
+
+<span class="c1"># EDEX request for multiple states</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="s1">&#39;maps&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.states&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;inLocation&#39;</span><span class="p">,</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;locationField&#39;</span><span class="p">,</span> <span class="s1">&#39;state&#39;</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="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;name&#39;</span><span class="p">,</span><span class="s1">&#39;lat&#39;</span><span class="p">,</span><span class="s1">&#39;lon&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s1">&#39;FL&#39;</span><span class="p">,</span><span class="s1">&#39;GA&#39;</span><span class="p">,</span><span class="s1">&#39;MS&#39;</span><span class="p">,</span><span class="s1">&#39;AL&#39;</span><span class="p">,</span><span class="s1">&#39;SC&#39;</span><span class="p">,</span><span class="s1">&#39;LA&#39;</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="nb">print</span><span class="p">(</span><span class="s2">&quot;Found &quot;</span> <span class="o">+</span> <span class="nb">str</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="o">+</span> <span class="s2">&quot; MultiPolygons&quot;</span><span class="p">)</span>
+
+<span class="c1"># Append each geometry to a numpy array</span>
+<span class="n">states</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="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">),</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;state&#39;</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="s1">&#39;lat&#39;</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="s1">&#39;lon&#39;</span><span class="p">))</span>
+    <span class="n">states</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">states</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Found</span> <span class="mi">1</span> <span class="n">MultiPolygon</span>
+<span class="n">Florida</span> <span class="n">FL</span> <span class="mf">28.67402</span> <span class="o">-</span><span class="mf">82.50934</span> <span class="p">(</span><span class="o">-</span><span class="mf">87.63429260299995</span><span class="p">,</span> <span class="mf">24.521051616000022</span><span class="p">,</span> <span class="o">-</span><span class="mf">80.03199876199994</span><span class="p">,</span> <span class="mf">31.001012802000048</span><span class="p">)</span>
+
+<span class="n">Found</span> <span class="mi">6</span> <span class="n">MultiPolygons</span>
+<span class="n">Florida</span> <span class="n">FL</span> <span class="mf">28.67402</span> <span class="o">-</span><span class="mf">82.50934</span>
+<span class="n">Georgia</span> <span class="n">GA</span> <span class="mf">32.65155</span> <span class="o">-</span><span class="mf">83.44848</span>
+<span class="n">Louisiana</span> <span class="n">LA</span> <span class="mf">31.0891</span> <span class="o">-</span><span class="mf">92.02905</span>
+<span class="n">Alabama</span> <span class="n">AL</span> <span class="mf">32.79354</span> <span class="o">-</span><span class="mf">86.82676</span>
+<span class="n">Mississippi</span> <span class="n">MS</span> <span class="mf">32.75201</span> <span class="o">-</span><span class="mf">89.66553</span>
+<span class="n">South</span> <span class="n">Carolina</span> <span class="n">SC</span> <span class="mf">33.93574</span> <span class="o">-</span><span class="mf">80.89899</span>
+</pre></div>
+</div>
+<p>Now make sure we can plot the states with a lat/lon grid.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">proj</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">12</span><span class="p">),</span><span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">proj</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">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">color</span><span class="o">=</span><span class="s1">&#39;#e7e7e7&#39;</span><span class="p">)</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="c1"># buffer our bounds by +/i degrees lat/lon</span>
+<span class="n">bounds</span> <span class="o">=</span> <span class="n">state</span><span class="p">[</span><span class="s1">&#39;bounds&#39;</span><span class="p">]</span>
+<span class="n">bbox</span><span class="o">=</span><span class="p">[</span><span class="n">bounds</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">-</span><span class="mi">3</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">+</span><span class="mi">3</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="mf">1.5</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">+</span><span class="mf">1.5</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">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">states</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                    <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#000000&#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">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">cartopy</span><span class="o">.</span><span class="n">mpl</span><span class="o">.</span><span class="n">feature_artist</span><span class="o">.</span><span class="n">FeatureArtist</span> <span class="n">at</span> <span class="mh">0x11dcfedd8</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+<img alt="../../_images/Regional_Surface_Obs_Plot_4_1.png" src="../../_images/Regional_Surface_Obs_Plot_4_1.png" />
+<hr class="docutils" />
+<div class="section" id="plot-metar-obs">
+<h2>Plot METAR (obs)<a class="headerlink" href="#plot-metar-obs" title="Permalink to this headline">¶</a></h2>
+<p>Here we use a spatial envelope to limit the request to the boundary or
+our plot. Without such a filter you may be requesting many tens of
+thousands of records.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create envelope geometry</span>
+<span class="n">envelope</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">([(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">]),(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span>
+                    <span class="p">(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">bbox</span><span class="p">[</span><span class="mi">3</span><span class="p">]),(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
+                    <span class="p">(</span><span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">bbox</span><span class="p">[</span><span class="mi">2</span><span class="p">])])</span>
+
+<span class="c1"># New obs request</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">edexServer</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;obs&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">single_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;timeObs&quot;</span><span class="p">,</span> <span class="s2">&quot;stationName&quot;</span><span class="p">,</span> <span class="s2">&quot;longitude&quot;</span><span class="p">,</span> <span class="s2">&quot;latitude&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;temperature&quot;</span><span class="p">,</span> <span class="s2">&quot;dewpoint&quot;</span><span class="p">,</span> <span class="s2">&quot;windDir&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;windSpeed&quot;</span><span class="p">,</span> <span class="s2">&quot;seaLevelPress&quot;</span><span class="p">]</span>
+<span class="n">multi_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;presWeather&quot;</span><span class="p">,</span> <span class="s2">&quot;skyCover&quot;</span><span class="p">,</span> <span class="s2">&quot;skyLayerBase&quot;</span><span class="p">]</span>
+<span class="n">params</span> <span class="o">=</span> <span class="n">single_value_params</span> <span class="o">+</span> <span class="n">multi_value_params</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="o">*</span><span class="p">(</span><span class="n">params</span><span class="p">))</span>
+
+<span class="c1"># Time range</span>
+<span class="n">lastHourDateTime</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">minutes</span> <span class="o">=</span> <span class="mi">60</span><span class="p">)</span>
+<span class="n">start</span> <span class="o">=</span> <span class="n">lastHourDateTime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+
+<span class="n">beginRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">start</span> <span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">endRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">end</span> <span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">timerange</span> <span class="o">=</span> <span class="n">TimeRange</span><span class="p">(</span><span class="n">beginRange</span><span class="p">,</span> <span class="n">endRange</span><span class="p">)</span>
+<span class="c1"># Get response</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">timerange</span><span class="p">)</span>
+<span class="c1"># function getMetarObs was added in python-awips 18.1.4</span>
+<span class="n">obs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getMetarObs</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Found &quot;</span> <span class="o">+</span> <span class="nb">str</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="o">+</span> <span class="s2">&quot; records&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">obs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">]))</span> <span class="o">+</span> <span class="s2">&quot; temperature records&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Found</span> <span class="mi">3468</span> <span class="n">records</span>
+<span class="n">Using</span> <span class="mi">152</span> <span class="n">temperature</span> <span class="n">records</span>
+</pre></div>
+</div>
+<p>Next grab the simple variables out of the data we have (attaching
+correct units), and put them into a dictionary that we will hand the
+plotting function later:</p>
+<ul class="simple">
+<li><p>Get wind components from speed and direction</p></li>
+<li><p>Convert cloud fraction values to integer codes [0 - 8]</p></li>
+<li><p>Map METAR weather codes to WMO codes for weather symbols</p></li>
+</ul>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;stid&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;stationName&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</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">array</span><span class="p">(</span><span class="n">obs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+<span class="n">dpt</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">obs</span><span class="p">[</span><span class="s1">&#39;dewpoint&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+
+<span class="c1"># Suppress nan masking 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">tmp</span><span class="p">[</span><span class="n">tmp</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.0</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+<span class="n">dpt</span><span class="p">[</span><span class="n">dpt</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;air_temperature&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degC</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dpt</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degC</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;air_pressure_at_sea_level&#39;</span><span class="p">]</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">obs</span><span class="p">[</span><span class="s1">&#39;seaLevelPress&#39;</span><span class="p">])</span><span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;mbar&#39;</span><span class="p">)</span>
+<span class="n">direction</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">obs</span><span class="p">[</span><span class="s1">&#39;windDir&#39;</span><span class="p">])</span>
+<span class="n">direction</span><span class="p">[</span><span class="n">direction</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.0</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+<span class="n">u</span><span class="p">,</span> <span class="n">v</span> <span class="o">=</span> <span class="n">wind_components</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">obs</span><span class="p">[</span><span class="s1">&#39;windSpeed&#39;</span><span class="p">])</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">),</span>
+                           <span class="n">direction</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degree</span><span class="p">)</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;northward_wind&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;cloud_coverage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">get_cloud_cover</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">*</span><span class="mi">8</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;skyCover&#39;</span><span class="p">]]</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;present_weather&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">obs</span><span class="p">[</span><span class="s1">&#39;presWeather&#39;</span><span class="p">]</span>
+<span class="n">proj</span> <span class="o">=</span> <span class="n">ccrs</span><span class="o">.</span><span class="n">LambertConformal</span><span class="p">(</span><span class="n">central_longitude</span><span class="o">=</span><span class="n">state</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">],</span> <span class="n">central_latitude</span><span class="o">=</span><span class="n">state</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">],</span>
+                             <span class="n">standard_parallels</span><span class="o">=</span><span class="p">[</span><span class="mi">35</span><span class="p">])</span>
+<span class="n">custom_layout</span> <span class="o">=</span> <span class="n">StationPlotLayout</span><span class="p">()</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_barb</span><span class="p">(</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">,</span> <span class="s1">&#39;northward_wind&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;NW&#39;</span><span class="p">,</span> <span class="s1">&#39;air_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkred&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;SW&#39;</span><span class="p">,</span> <span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkgreen&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;E&#39;</span><span class="p">,</span> <span class="s1">&#39;precipitation&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;0.1f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;inch&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">response</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot; | METAR Surface Obs | &quot;</span> <span class="o">+</span> <span class="n">edexServer</span><span class="p">)</span>
+<span class="n">stationplot</span> <span class="o">=</span> <span class="n">StationPlot</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span> <span class="n">clip_on</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                          <span class="n">transform</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">fontsize</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">stationplot</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
+<span class="n">fig</span>
+</pre></div>
+</div>
+<img alt="../../_images/Regional_Surface_Obs_Plot_8_0.png" src="../../_images/Regional_Surface_Obs_Plot_8_0.png" />
+</div>
+<hr class="docutils" />
+<div class="section" id="plot-synoptic-sfcobs">
+<h2>Plot Synoptic (sfcobs)<a class="headerlink" href="#plot-synoptic-sfcobs" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># New sfcobs/SYNOP request</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="n">edexServer</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;sfcobs&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="c1"># (sfcobs) uses stationId, while (obs) uses stationName,</span>
+<span class="c1"># the rest of these parameters are the same.</span>
+<span class="n">single_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;timeObs&quot;</span><span class="p">,</span> <span class="s2">&quot;stationId&quot;</span><span class="p">,</span> <span class="s2">&quot;longitude&quot;</span><span class="p">,</span> <span class="s2">&quot;latitude&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;temperature&quot;</span><span class="p">,</span> <span class="s2">&quot;dewpoint&quot;</span><span class="p">,</span> <span class="s2">&quot;windDir&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;windSpeed&quot;</span><span class="p">,</span> <span class="s2">&quot;seaLevelPress&quot;</span><span class="p">]</span>
+<span class="n">multi_value_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;presWeather&quot;</span><span class="p">,</span> <span class="s2">&quot;skyCover&quot;</span><span class="p">,</span> <span class="s2">&quot;skyLayerBase&quot;</span><span class="p">]</span>
+<span class="n">pres_weather</span><span class="p">,</span> <span class="n">sky_cov</span><span class="p">,</span> <span class="n">sky_layer_base</span> <span class="o">=</span> <span class="p">[],[],[]</span>
+<span class="n">params</span> <span class="o">=</span> <span class="n">single_value_params</span> <span class="o">+</span> <span class="n">multi_value_params</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="o">*</span><span class="p">(</span><span class="n">params</span><span class="p">))</span>
+
+<span class="c1"># Time range</span>
+<span class="n">lastHourDateTime</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">minutes</span> <span class="o">=</span> <span class="mi">60</span><span class="p">)</span>
+<span class="n">start</span> <span class="o">=</span> <span class="n">lastHourDateTime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+
+<span class="n">beginRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">start</span> <span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">endRange</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span> <span class="n">end</span> <span class="p">,</span> <span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
+<span class="n">timerange</span> <span class="o">=</span> <span class="n">TimeRange</span><span class="p">(</span><span class="n">beginRange</span><span class="p">,</span> <span class="n">endRange</span><span class="p">)</span>
+
+<span class="c1"># Get response</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">timerange</span><span class="p">)</span>
+<span class="c1"># function getSynopticObs was added in python-awips 18.1.4</span>
+<span class="n">sfcobs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getSynopticObs</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Found &quot;</span> <span class="o">+</span> <span class="nb">str</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="o">+</span> <span class="s2">&quot; records&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sfcobs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">]))</span> <span class="o">+</span> <span class="s2">&quot; temperature records&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Found</span> <span class="mi">260</span> <span class="n">records</span>
+<span class="n">Using</span> <span class="mi">78</span> <span class="n">temperature</span> <span class="n">records</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;stid&#39;</span><span class="p">]</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;stationId&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">]</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">])</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">]</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">])</span>
+
+<span class="c1"># Synop/sfcobs temps are stored in kelvin (degC for METAR/obs)</span>
+<span class="n">tmp</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+<span class="n">dpt</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;dewpoint&#39;</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+<span class="n">direction</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;windDir&#39;</span><span class="p">])</span>
+<span class="c1"># Account for missing values</span>
+<span class="n">tmp</span><span class="p">[</span><span class="n">tmp</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.0</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+<span class="n">dpt</span><span class="p">[</span><span class="n">dpt</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+<span class="n">direction</span><span class="p">[</span><span class="n">direction</span> <span class="o">==</span> <span class="o">-</span><span class="mf">9999.0</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;nan&#39;</span>
+
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;air_temperature&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">kelvin</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dpt</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">kelvin</span>
+<span class="n">data</span><span class="p">[</span><span class="s1">&#39;air_pressure_at_sea_level&#39;</span><span class="p">]</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;seaLevelPress&#39;</span><span class="p">])</span><span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;mbar&#39;</span><span class="p">)</span>
+<span class="k">try</span><span class="p">:</span>
+    <span class="n">data</span><span class="p">[</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;northward_wind&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">wind_components</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">sfcobs</span><span class="p">[</span><span class="s1">&#39;windSpeed&#39;</span><span class="p">])</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;knots&#39;</span><span class="p">),</span><span class="n">direction</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degree</span><span class="p">)</span>
+    <span class="n">data</span><span class="p">[</span><span class="s1">&#39;present_weather&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sfcobs</span><span class="p">[</span><span class="s1">&#39;presWeather&#39;</span><span class="p">]</span>
+<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+    <span class="k">pass</span>
+
+<span class="n">fig_synop</span><span class="p">,</span> <span class="n">ax_synop</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">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">states</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                    <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#000000&#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">ax_synop</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+
+<span class="n">custom_layout</span> <span class="o">=</span> <span class="n">StationPlotLayout</span><span class="p">()</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_barb</span><span class="p">(</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">,</span> <span class="s1">&#39;northward_wind&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;NW&#39;</span><span class="p">,</span> <span class="s1">&#39;air_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkred&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;SW&#39;</span><span class="p">,</span> <span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkgreen&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;E&#39;</span><span class="p">,</span> <span class="s1">&#39;precipitation&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;0.1f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;inch&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
+<span class="n">ax_synop</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">response</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot; | SYNOP Surface Obs | &quot;</span> <span class="o">+</span> <span class="n">edexServer</span><span class="p">)</span>
+<span class="n">stationplot</span> <span class="o">=</span> <span class="n">StationPlot</span><span class="p">(</span><span class="n">ax_synop</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">],</span> <span class="n">clip_on</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                          <span class="n">transform</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">fontsize</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">stationplot</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
+</pre></div>
+</div>
+<img alt="../../_images/Regional_Surface_Obs_Plot_11_0.png" src="../../_images/Regional_Surface_Obs_Plot_11_0.png" />
+</div>
+<hr class="docutils" />
+<div class="section" id="plot-both-metar-and-synop">
+<h2>Plot both METAR and SYNOP<a class="headerlink" href="#plot-both-metar-and-synop" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">custom_layout</span> <span class="o">=</span> <span class="n">StationPlotLayout</span><span class="p">()</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_barb</span><span class="p">(</span><span class="s1">&#39;eastward_wind&#39;</span><span class="p">,</span> <span class="s1">&#39;northward_wind&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;knots&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;NW&#39;</span><span class="p">,</span> <span class="s1">&#39;air_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkred&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;SW&#39;</span><span class="p">,</span> <span class="s1">&#39;dew_point_temperature&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.0f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;degF&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkgreen&#39;</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">add_value</span><span class="p">(</span><span class="s1">&#39;E&#39;</span><span class="p">,</span> <span class="s1">&#39;precipitation&#39;</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;0.1f&#39;</span><span class="p">,</span> <span class="n">units</span><span class="o">=</span><span class="s1">&#39;inch&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">response</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot; | METAR/SYNOP Surface Obs | &quot;</span> <span class="o">+</span> <span class="n">edexServer</span><span class="p">)</span>
+<span class="n">stationplot</span> <span class="o">=</span> <span class="n">StationPlot</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">],</span> <span class="n">clip_on</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                          <span class="n">transform</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">fontsize</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">custom_layout</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">stationplot</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
+<span class="n">fig</span>
+</pre></div>
+</div>
+<img alt="../../_images/Regional_Surface_Obs_Plot_13_0.png" src="../../_images/Regional_Surface_Obs_Plot_13_0.png" />
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+<li class="toctree-l2 current"><a class="current reference internal" href="#">Satellite Imagery</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#available-sources-creating-entities-sectors-and-products">Available Sources, Creating Entities, Sectors, and Products</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#goes-16-mesoscale-sectors">GOES 16 Mesoscale Sectors</a></li>
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+</ul>
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+  <div class="section" id="satellite-imagery">
+<h1>Satellite Imagery<a class="headerlink" href="#satellite-imagery" 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/Satellite_Imagery.ipynb">Notebook</a>
+Satellite images are returned by Python AWIPS as grids, and can be
+rendered with Cartopy pcolormesh the same as gridded forecast models in
+other python-awips examples.</p>
+<div class="section" id="available-sources-creating-entities-sectors-and-products">
+<h2>Available Sources, Creating Entities, Sectors, and Products<a class="headerlink" href="#available-sources-creating-entities-sectors-and-products" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">cartopy.feature</span> <span class="k">as</span> <span class="nn">cfeat</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">datetime</span>
+
+<span class="c1"># Create an EDEX data request</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
+
+<span class="c1"># get optional identifiers for satellite datatype</span>
+<span class="n">identifiers</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getOptionalIdentifiers</span><span class="p">(</span><span class="n">request</span><span class="p">))</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Available Identifiers:&quot;</span><span class="p">)</span>
+<span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">identifiers</span><span class="p">:</span>
+    <span class="k">if</span> <span class="nb">id</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;datauri&#39;</span><span class="p">:</span>
+        <span class="k">continue</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="nb">id</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Available</span> <span class="n">Identifiers</span><span class="p">:</span>
+ <span class="o">-</span> <span class="n">physicalElement</span>
+ <span class="o">-</span> <span class="n">creatingEntity</span>
+ <span class="o">-</span> <span class="n">source</span>
+ <span class="o">-</span> <span class="n">sectorID</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Show available sources</span>
+<span class="n">identifier</span> <span class="o">=</span> <span class="s2">&quot;source&quot;</span>
+<span class="n">sources</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifier</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">identifier</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">sources</span><span class="p">))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">source</span><span class="p">:</span>
+<span class="p">[</span><span class="s1">&#39;NESDIS&#39;</span><span class="p">,</span> <span class="s1">&#39;WCDAS&#39;</span><span class="p">,</span> <span class="s1">&#39;NSOF&#39;</span><span class="p">,</span> <span class="s1">&#39;UCAR&#39;</span><span class="p">,</span> <span class="s1">&#39;McIDAS&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Show available creatingEntities</span>
+<span class="n">identifier</span> <span class="o">=</span> <span class="s2">&quot;creatingEntity&quot;</span>
+<span class="n">creatingEntities</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifier</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">identifier</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">creatingEntities</span><span class="p">))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">creatingEntity</span><span class="p">:</span>
+<span class="p">[</span><span class="s1">&#39;GOES-16&#39;</span><span class="p">,</span> <span class="s1">&#39;Composite&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-15(P)&#39;</span><span class="p">,</span> <span class="s1">&#39;POES-NPOESS&#39;</span><span class="p">,</span> <span class="s1">&#39;UNIWISC&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-11(L)&#39;</span><span class="p">,</span> <span class="s1">&#39;Miscellaneous&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-17&#39;</span><span class="p">,</span> <span class="s1">&#39;NEXRCOMP&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Show available sectorIDs</span>
+<span class="n">identifier</span> <span class="o">=</span> <span class="s2">&quot;sectorID&quot;</span>
+<span class="n">sectorIDs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifier</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">identifier</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">sectorIDs</span><span class="p">))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sectorID</span><span class="p">:</span>
+<span class="p">[</span><span class="s1">&#39;EMESO-2&#39;</span><span class="p">,</span> <span class="s1">&#39;Northern Hemisphere Composite&#39;</span><span class="p">,</span> <span class="s1">&#39;EFD&#39;</span><span class="p">,</span> <span class="s1">&#39;TCONUS&#39;</span><span class="p">,</span> <span class="s1">&#39;Arctic&#39;</span><span class="p">,</span> <span class="s1">&#39;TFD&#39;</span><span class="p">,</span> <span class="s1">&#39;PRREGI&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-Sounder&#39;</span><span class="p">,</span> <span class="s1">&#39;EMESO-1&#39;</span><span class="p">,</span> <span class="s1">&#39;NEXRCOMP&#39;</span><span class="p">,</span> <span class="s1">&#39;ECONUS&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-West&#39;</span><span class="p">,</span> <span class="s1">&#39;Antarctic&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-East&#39;</span><span class="p">,</span> <span class="s1">&#39;Supernational&#39;</span><span class="p">,</span> <span class="s1">&#39;West CONUS&#39;</span><span class="p">,</span> <span class="s1">&#39;NH Composite - Meteosat-GOES E-GOES W-GMS&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Contrust a full satellite product tree</span>
+<span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="n">creatingEntities</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">entity</span><span class="p">)</span>
+    <span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
+    <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;creatingEntity&quot;</span><span class="p">,</span> <span class="n">entity</span><span class="p">)</span>
+    <span class="n">availableSectors</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+    <span class="n">availableSectors</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+    <span class="k">for</span> <span class="n">sector</span> <span class="ow">in</span> <span class="n">availableSectors</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="n">sector</span><span class="p">)</span>
+        <span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">sector</span><span class="p">)</span>
+        <span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+        <span class="n">availableProducts</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">product</span> <span class="ow">in</span> <span class="n">availableProducts</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;    - &quot;</span> <span class="o">+</span> <span class="n">product</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">GOES</span><span class="o">-</span><span class="mi">16</span>
+ <span class="o">-</span> <span class="n">ECONUS</span>
+    <span class="o">-</span> <span class="n">ACTP</span>
+    <span class="o">-</span> <span class="n">ADP</span>
+    <span class="o">-</span> <span class="n">AOD</span>
+    <span class="o">-</span> <span class="n">CAPE</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CSM</span>
+    <span class="o">-</span> <span class="n">CTH</span>
+    <span class="o">-</span> <span class="n">FDC</span> <span class="n">Area</span>
+    <span class="o">-</span> <span class="n">FDC</span> <span class="n">Power</span>
+    <span class="o">-</span> <span class="n">FDC</span> <span class="n">Temp</span>
+    <span class="o">-</span> <span class="n">KI</span>
+    <span class="o">-</span> <span class="n">LI</span>
+    <span class="o">-</span> <span class="n">LST</span>
+    <span class="o">-</span> <span class="n">SI</span>
+    <span class="o">-</span> <span class="n">TPW</span>
+    <span class="o">-</span> <span class="n">TT</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.00</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.02</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.04</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.08</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.14</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.22</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.35</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.51</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.71</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.98</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">1.30</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">1.69</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">1013.95</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">103.02</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">1042.23</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">1070.92</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">11.00</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">110.24</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">1100.00</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">117.78</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">12.65</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">125.65</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">133.85</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">14.46</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">142.38</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">151.27</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">16.43</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">160.50</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">170.08</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">18.58</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">180.02</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">190.32</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">2.15</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">2.70</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">20.92</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">200.99</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">212.03</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">223.44</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">23.45</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">235.23</span><span class="n">hPa</span>
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+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">71.54</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">729.89</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">753.63</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">77.24</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">777.79</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">8.17</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">802.37</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">827.37</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">83.23</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">852.79</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">878.62</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">89.52</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">9.51</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">904.87</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">931.52</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">958.59</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">96.11</span><span class="n">hPa</span>
+    <span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">986.07</span><span class="n">hPa</span>
+ <span class="o">-</span> <span class="n">EFD</span>
+    <span class="o">-</span> <span class="n">ACTP</span>
+    <span class="o">-</span> <span class="n">ADP</span>
+    <span class="o">-</span> <span class="n">AOD</span>
+    <span class="o">-</span> <span class="n">CAPE</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CSM</span>
+    <span class="o">-</span> <span class="n">CTH</span>
+    <span class="o">-</span> <span class="n">CTT</span>
+    <span class="o">-</span> <span class="n">FDC</span> <span class="n">Area</span>
+    <span class="o">-</span> <span class="n">FDC</span> <span class="n">Power</span>
+    <span class="o">-</span> <span class="n">FDC</span> <span class="n">Temp</span>
+    <span class="o">-</span> <span class="n">KI</span>
+    <span class="o">-</span> <span class="n">LI</span>
+    <span class="o">-</span> <span class="n">LST</span>
+    <span class="o">-</span> <span class="n">RRQPE</span>
+    <span class="o">-</span> <span class="n">SI</span>
+    <span class="o">-</span> <span class="n">SST</span>
+    <span class="o">-</span> <span class="n">TPW</span>
+    <span class="o">-</span> <span class="n">TT</span>
+    <span class="o">-</span> <span class="n">VAH</span>
+    <span class="o">-</span> <span class="n">VAML</span>
+ <span class="o">-</span> <span class="n">EMESO</span><span class="o">-</span><span class="mi">1</span>
+    <span class="o">-</span> <span class="n">ACTP</span>
+    <span class="o">-</span> <span class="n">ADP</span>
+    <span class="o">-</span> <span class="n">CAPE</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CSM</span>
+    <span class="o">-</span> <span class="n">CTH</span>
+    <span class="o">-</span> <span class="n">CTT</span>
+    <span class="o">-</span> <span class="n">KI</span>
+    <span class="o">-</span> <span class="n">LI</span>
+    <span class="o">-</span> <span class="n">LST</span>
+    <span class="o">-</span> <span class="n">SI</span>
+    <span class="o">-</span> <span class="n">TPW</span>
+    <span class="o">-</span> <span class="n">TT</span>
+ <span class="o">-</span> <span class="n">EMESO</span><span class="o">-</span><span class="mi">2</span>
+    <span class="o">-</span> <span class="n">ACTP</span>
+    <span class="o">-</span> <span class="n">ADP</span>
+    <span class="o">-</span> <span class="n">CAPE</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CSM</span>
+    <span class="o">-</span> <span class="n">CTH</span>
+    <span class="o">-</span> <span class="n">CTT</span>
+    <span class="o">-</span> <span class="n">KI</span>
+    <span class="o">-</span> <span class="n">LI</span>
+    <span class="o">-</span> <span class="n">LST</span>
+    <span class="o">-</span> <span class="n">SI</span>
+    <span class="o">-</span> <span class="n">TPW</span>
+    <span class="o">-</span> <span class="n">TT</span>
+ <span class="o">-</span> <span class="n">PRREGI</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+<span class="n">Composite</span>
+ <span class="o">-</span> <span class="n">NH</span> <span class="n">Composite</span> <span class="o">-</span> <span class="n">Meteosat</span><span class="o">-</span><span class="n">GOES</span> <span class="n">E</span><span class="o">-</span><span class="n">GOES</span> <span class="n">W</span><span class="o">-</span><span class="n">GMS</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+ <span class="o">-</span> <span class="n">Supernational</span>
+    <span class="o">-</span> <span class="n">Gridded</span> <span class="n">Cloud</span> <span class="n">Amount</span>
+    <span class="o">-</span> <span class="n">Gridded</span> <span class="n">Cloud</span> <span class="n">Top</span> <span class="n">Pressure</span> <span class="ow">or</span> <span class="n">Height</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Lifted</span> <span class="n">Index</span> <span class="p">(</span><span class="n">LI</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Precipitable</span> <span class="n">Water</span> <span class="p">(</span><span class="n">PW</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Surface</span> <span class="n">Skin</span> <span class="n">Temp</span> <span class="p">(</span><span class="n">SFC</span> <span class="n">Skin</span><span class="p">)</span>
+<span class="n">GOES</span><span class="o">-</span><span class="mi">15</span><span class="p">(</span><span class="n">P</span><span class="p">)</span>
+ <span class="o">-</span> <span class="n">Northern</span> <span class="n">Hemisphere</span> <span class="n">Composite</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+ <span class="o">-</span> <span class="n">Supernational</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+ <span class="o">-</span> <span class="n">West</span> <span class="n">CONUS</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">13</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.9</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">11.03</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">14.06</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">3.98</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">4.45</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">6.51</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">7.02</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="mf">7.43</span> <span class="n">micron</span> <span class="n">imagery</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Visible</span> <span class="n">imagery</span>
+<span class="n">POES</span><span class="o">-</span><span class="n">NPOESS</span>
+ <span class="o">-</span> <span class="n">Supernational</span>
+    <span class="o">-</span> <span class="n">Rain</span> <span class="n">fall</span> <span class="n">rate</span>
+<span class="n">UNIWISC</span>
+ <span class="o">-</span> <span class="n">Antarctic</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">12</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+ <span class="o">-</span> <span class="n">Arctic</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">12</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+ <span class="o">-</span> <span class="n">GOES</span><span class="o">-</span><span class="n">East</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">13</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+ <span class="o">-</span> <span class="n">GOES</span><span class="o">-</span><span class="n">Sounder</span>
+    <span class="o">-</span> <span class="n">CAPE</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Lifted</span> <span class="n">Index</span> <span class="p">(</span><span class="n">LI</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Precipitable</span> <span class="n">Water</span> <span class="p">(</span><span class="n">PW</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Total</span> <span class="n">Column</span> <span class="n">Ozone</span>
+ <span class="o">-</span> <span class="n">GOES</span><span class="o">-</span><span class="n">West</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mi">13</span> <span class="n">micron</span> <span class="n">IR</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
+    <span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
+<span class="n">GOES</span><span class="o">-</span><span class="mi">11</span><span class="p">(</span><span class="n">L</span><span class="p">)</span>
+ <span class="o">-</span> <span class="n">West</span> <span class="n">CONUS</span>
+    <span class="o">-</span> <span class="n">Low</span> <span class="n">cloud</span> <span class="n">base</span> <span class="n">imagery</span>
+<span class="n">Miscellaneous</span>
+ <span class="o">-</span> <span class="n">Supernational</span>
+    <span class="o">-</span> <span class="n">Percent</span> <span class="n">of</span> <span class="n">Normal</span> <span class="n">TPW</span>
+    <span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Precipitable</span> <span class="n">Water</span> <span class="p">(</span><span class="n">PW</span><span class="p">)</span>
+<span class="n">GOES</span><span class="o">-</span><span class="mi">17</span>
+ <span class="o">-</span> <span class="n">TCONUS</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">TFD</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
+    <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
+<span class="n">NEXRCOMP</span>
+ <span class="o">-</span> <span class="n">NEXRCOMP</span>
+    <span class="o">-</span> <span class="n">DHR</span>
+    <span class="o">-</span> <span class="n">DVL</span>
+    <span class="o">-</span> <span class="n">EET</span>
+    <span class="o">-</span> <span class="n">HHC</span>
+    <span class="o">-</span> <span class="n">N0R</span>
+    <span class="o">-</span> <span class="n">N1P</span>
+    <span class="o">-</span> <span class="n">NTP</span>
+</pre></div>
+</div>
+<div class="section" id="goes-16-mesoscale-sectors">
+<h3>GOES 16 Mesoscale Sectors<a class="headerlink" href="#goes-16-mesoscale-sectors" title="Permalink to this headline">¶</a></h3>
+<p>Define our imports, and define our map properties first.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">12</span><span class="p">),</span>
+            <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="k">if</span> <span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">:</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
+    <span class="n">gl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
+    <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
+
+<span class="n">sectors</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;EMESO-1&quot;</span><span class="p">,</span><span class="s2">&quot;EMESO-2&quot;</span><span class="p">]</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">7</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="n">sectors</span><span class="p">)))</span>
+
+<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">sector</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sectors</span><span class="p">):</span>
+
+    <span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+    <span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
+    <span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">sector</span><span class="p">)</span>
+    <span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s2">&quot;CH-13-10.35um&quot;</span><span class="p">)</span>
+
+    <span class="n">utc</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span>
+    <span class="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+    <span class="n">hourdiff</span> <span class="o">=</span> <span class="n">utc</span> <span class="o">-</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]),</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
+    <span class="n">hours</span><span class="p">,</span><span class="n">days</span> <span class="o">=</span> <span class="n">hourdiff</span><span class="o">.</span><span class="n">seconds</span><span class="o">/</span><span class="mi">3600</span><span class="p">,</span><span class="n">hourdiff</span><span class="o">.</span><span class="n">days</span>
+    <span class="n">minute</span> <span class="o">=</span> <span class="nb">str</span><span class="p">((</span><span class="n">hourdiff</span><span class="o">.</span><span class="n">seconds</span> <span class="o">-</span> <span class="p">(</span><span class="mi">3600</span> <span class="o">*</span> <span class="n">hours</span><span class="p">))</span> <span class="o">/</span> <span class="mi">60</span><span class="p">)</span>
+    <span class="n">offsetStr</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+    <span class="k">if</span> <span class="n">hours</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">offsetStr</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">hours</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;hr &quot;</span>
+    <span class="n">offsetStr</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">minute</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;m ago&quot;</span>
+    <span class="k">if</span> <span class="n">days</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="n">offsetStr</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">days</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; days ago&quot;</span>
+
+    <span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
+    <span class="n">grid</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
+    <span class="n">lons</span><span class="p">,</span><span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
+    <span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Latest image available: &quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot; (&quot;</span><span class="o">+</span><span class="n">offsetStr</span><span class="o">+</span><span class="s2">&quot;)&quot;</span><span class="p">)</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Image grid size: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Image grid extent: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">bbox</span><span class="p">)))</span>
+
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="o">=</span><span class="n">bbox</span><span class="p">)</span>
+    <span class="n">states</span> <span class="o">=</span> <span class="n">cfeat</span><span class="o">.</span><span class="n">NaturalEarthFeature</span><span class="p">(</span><span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
+                                        <span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_1_states_provinces_lines&#39;</span><span class="p">,</span>
+                                        <span class="n">scale</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">states</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+    <span class="n">cs</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">lons</span><span class="p">,</span> <span class="n">lats</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;coolwarm&#39;</span><span class="p">)</span>
+    <span class="n">cbar</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+    <span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">sector</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
+    <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Latest</span> <span class="n">image</span> <span class="n">available</span><span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">09</span> <span class="mi">19</span><span class="p">:</span><span class="mi">17</span><span class="p">:</span><span class="mi">28</span> <span class="p">(</span><span class="mf">0.021388888888888888</span><span class="n">hr</span> <span class="mf">0.0</span><span class="n">m</span> <span class="n">ago</span><span class="p">)</span>
+<span class="n">Image</span> <span class="n">grid</span> <span class="n">size</span><span class="p">:</span> <span class="p">(</span><span class="mi">500</span><span class="p">,</span> <span class="mi">500</span><span class="p">)</span>
+<span class="n">Image</span> <span class="n">grid</span> <span class="n">extent</span><span class="p">:</span> <span class="p">[</span><span class="o">-</span><span class="mf">92.47462</span><span class="p">,</span> <span class="o">-</span><span class="mf">80.657455</span><span class="p">,</span> <span class="mf">20.24799</span><span class="p">,</span> <span class="mf">31.116167</span><span class="p">]</span>
+<span class="n">Latest</span> <span class="n">image</span> <span class="n">available</span><span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">09</span> <span class="mi">14</span><span class="p">:</span><span class="mi">30</span><span class="p">:</span><span class="mi">58</span> <span class="p">(</span><span class="mf">4.797777777777778</span><span class="n">hr</span> <span class="mf">0.0</span><span class="n">m</span> <span class="n">ago</span><span class="p">)</span>
+<span class="n">Image</span> <span class="n">grid</span> <span class="n">size</span><span class="p">:</span> <span class="p">(</span><span class="mi">500</span><span class="p">,</span> <span class="mi">500</span><span class="p">)</span>
+<span class="n">Image</span> <span class="n">grid</span> <span class="n">extent</span><span class="p">:</span> <span class="p">[</span><span class="o">-</span><span class="mf">104.61595</span><span class="p">,</span> <span class="o">-</span><span class="mf">87.45227</span><span class="p">,</span> <span class="mf">29.422266</span><span class="p">,</span> <span class="mf">42.70851</span><span class="p">]</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">Figure</span> <span class="n">size</span> <span class="mi">1152</span><span class="n">x1008</span> <span class="k">with</span> <span class="mi">0</span> <span class="n">Axes</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+<img alt="../../_images/Satellite_Imagery_7_2.png" src="../../_images/Satellite_Imagery_7_2.png" />
+<img alt="../../_images/Satellite_Imagery_7_3.png" src="../../_images/Satellite_Imagery_7_3.png" />
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new file mode 100644
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+  <div class="section" id="upper-air-bufr-soundings">
+<h1>Upper Air BUFR Soundings<a class="headerlink" href="#upper-air-bufr-soundings" 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/Upper_Air_BUFR_Soundings.ipynb">Notebook</a>
+The following script takes you through the steps of retrieving an Upper
+Air vertical profile from an AWIPS EDEX server and plotting a
+Skew-T/Log-P chart with Matplotlib and MetPy.</p>
+<p>The <strong>bufrua</strong> plugin returns separate objects for parameters at
+<strong>mandatory levels</strong> and at <strong>significant temperature levels</strong>. For the
+Skew-T/Log-P plot, significant temperature levels are used to plot the
+pressure, temperature, and dewpoint lines, while mandatory levels are
+used to plot the wind profile.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<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">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">math</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_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="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="c1"># Set host</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="c1"># Set data type</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;bufrua&quot;</span><span class="p">)</span>
+<span class="n">availableLocs</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">availableLocs</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+
+<span class="n">MAN_PARAMS</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="s1">&#39;prMan&#39;</span><span class="p">,</span> <span class="s1">&#39;htMan&#39;</span><span class="p">,</span> <span class="s1">&#39;tpMan&#39;</span><span class="p">,</span> <span class="s1">&#39;tdMan&#39;</span><span class="p">,</span> <span class="s1">&#39;wdMan&#39;</span><span class="p">,</span> <span class="s1">&#39;wsMan&#39;</span><span class="p">])</span>
+<span class="n">SIGT_PARAMS</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="s1">&#39;prSigT&#39;</span><span class="p">,</span> <span class="s1">&#39;tpSigT&#39;</span><span class="p">,</span> <span class="s1">&#39;tdSigT&#39;</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;wmoStaNum&quot;</span><span class="p">,</span> <span class="s2">&quot;validTime&quot;</span><span class="p">,</span> <span class="s2">&quot;rptType&quot;</span><span class="p">,</span> <span class="s2">&quot;staElev&quot;</span><span class="p">,</span> <span class="s2">&quot;numMand&quot;</span><span class="p">,</span>
+                      <span class="s2">&quot;numSigT&quot;</span><span class="p">,</span> <span class="s2">&quot;numSigW&quot;</span><span class="p">,</span> <span class="s2">&quot;numTrop&quot;</span><span class="p">,</span> <span class="s2">&quot;numMwnd&quot;</span><span class="p">,</span> <span class="s2">&quot;staName&quot;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">MAN_PARAMS</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">SIGT_PARAMS</span><span class="p">)</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="c1"># Set station ID (not name)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;72562&quot;</span><span class="p">)</span> <span class="c1">#KLBF</span>
+
+<span class="c1"># Get all times</span>
+<span class="n">datatimes</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="c1"># Get most recent record</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">times</span><span class="o">=</span><span class="n">datatimes</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">validPeriod</span><span class="p">)</span>
+
+<span class="c1"># Initialize data arrays</span>
+<span class="n">tdMan</span><span class="p">,</span><span class="n">tpMan</span><span class="p">,</span><span class="n">prMan</span><span class="p">,</span><span class="n">wdMan</span><span class="p">,</span><span class="n">wsMan</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="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([])</span>
+<span class="n">prSig</span><span class="p">,</span><span class="n">tpSig</span><span class="p">,</span><span class="n">tdSig</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">manGeos</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">sigtGeos</span> <span class="o">=</span> <span class="p">[]</span>
+
+<span class="c1"># Build  arrays</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">parm_array</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">set</span><span class="p">(</span><span class="n">parm_array</span><span class="p">)</span> <span class="o">&amp;</span> <span class="n">MAN_PARAMS</span><span class="p">:</span>
+        <span class="n">manGeos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="p">)</span>
+        <span class="n">prMan</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">prMan</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;prMan&quot;</span><span class="p">))</span>
+        <span class="n">tpMan</span><span class="p">,</span> <span class="n">tpUnit</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">tpMan</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;tpMan&quot;</span><span class="p">)),</span> <span class="n">ob</span><span class="o">.</span><span class="n">getUnit</span><span class="p">(</span><span class="s2">&quot;tpMan&quot;</span><span class="p">)</span>
+        <span class="n">tdMan</span><span class="p">,</span> <span class="n">tdUnit</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">tdMan</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;tdMan&quot;</span><span class="p">)),</span> <span class="n">ob</span><span class="o">.</span><span class="n">getUnit</span><span class="p">(</span><span class="s2">&quot;tdMan&quot;</span><span class="p">)</span>
+        <span class="n">wdMan</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">wdMan</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;wdMan&quot;</span><span class="p">))</span>
+        <span class="n">wsMan</span><span class="p">,</span> <span class="n">wsUnit</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">wsMan</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;wsMan&quot;</span><span class="p">)),</span> <span class="n">ob</span><span class="o">.</span><span class="n">getUnit</span><span class="p">(</span><span class="s2">&quot;wsMan&quot;</span><span class="p">)</span>
+        <span class="k">continue</span>
+    <span class="k">if</span> <span class="nb">set</span><span class="p">(</span><span class="n">parm_array</span><span class="p">)</span> <span class="o">&amp;</span> <span class="n">SIGT_PARAMS</span><span class="p">:</span>
+        <span class="n">sigtGeos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="p">)</span>
+        <span class="n">prSig</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">prSig</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;prSigT&quot;</span><span class="p">))</span>
+        <span class="n">tpSig</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">tpSig</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;tpSigT&quot;</span><span class="p">))</span>
+        <span class="n">tdSig</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">tdSig</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;tdSigT&quot;</span><span class="p">))</span>
+        <span class="k">continue</span>
+
+<span class="c1"># Sort mandatory levels (but not sigT levels) because of the 1000.MB interpolation inclusion</span>
+<span class="n">ps</span> <span class="o">=</span> <span class="n">prMan</span><span class="o">.</span><span class="n">argsort</span><span class="p">()[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">wpres</span> <span class="o">=</span> <span class="n">prMan</span><span class="p">[</span><span class="n">ps</span><span class="p">]</span>
+<span class="n">direc</span> <span class="o">=</span> <span class="n">wdMan</span><span class="p">[</span><span class="n">ps</span><span class="p">]</span>
+<span class="n">spd</span>   <span class="o">=</span> <span class="n">wsMan</span><span class="p">[</span><span class="n">ps</span><span class="p">]</span>
+<span class="n">tman</span> <span class="o">=</span> <span class="n">tpMan</span><span class="p">[</span><span class="n">ps</span><span class="p">]</span>
+<span class="n">dman</span> <span class="o">=</span> <span class="n">tdMan</span><span class="p">[</span><span class="n">ps</span><span class="p">]</span>
+
+<span class="c1"># Flag missing data</span>
+<span class="n">prSig</span><span class="p">[</span><span class="n">prSig</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">tpSig</span><span class="p">[</span><span class="n">tpSig</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">tdSig</span><span class="p">[</span><span class="n">tdSig</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">wpres</span><span class="p">[</span><span class="n">wpres</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">tman</span><span class="p">[</span><span class="n">tman</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">dman</span><span class="p">[</span><span class="n">dman</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">direc</span><span class="p">[</span><span class="n">direc</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+<span class="n">spd</span><span class="p">[</span><span class="n">spd</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="mi">9999</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+
+<span class="c1"># assign units</span>
+<span class="n">p</span> <span class="o">=</span> <span class="p">(</span><span class="n">prSig</span><span class="o">/</span><span class="mi">100</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">mbar</span>
+<span class="n">wpres</span> <span class="o">=</span> <span class="p">(</span><span class="n">wpres</span><span class="o">/</span><span class="mi">100</span><span class="p">)</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">wind_components</span><span class="p">(</span><span class="n">spd</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">np</span><span class="o">.</span><span class="n">deg2rad</span><span class="p">(</span><span class="n">direc</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="n">tpUnit</span> <span class="o">==</span> <span class="s1">&#39;K&#39;</span><span class="p">:</span>
+    <span class="n">T</span> <span class="o">=</span> <span class="p">(</span><span class="n">tpSig</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">Td</span> <span class="o">=</span> <span class="p">(</span><span class="n">tdSig</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">tman</span> <span class="o">=</span> <span class="n">tman</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degC</span>
+    <span class="n">dman</span> <span class="o">=</span> <span class="n">dman</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degC</span>
+
+<span class="c1"># Create SkewT/LogP</span>
+<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">10</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>
+<span class="n">skew</span> <span class="o">=</span> <span class="n">SkewT</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">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;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">wpres</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">60</span><span class="p">,</span> <span class="mi">30</span><span class="p">)</span>
+
+<span class="n">title_string</span> <span class="o">=</span> <span class="s2">&quot; T(F)   Td   &quot;</span>
+<span class="n">title_string</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">getString</span><span class="p">(</span><span class="s2">&quot;staName&quot;</span><span class="p">))</span>
+<span class="n">title_string</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="o">.</span><span class="n">getRefTime</span><span class="p">())</span>
+<span class="n">title_string</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">getNumber</span><span class="p">(</span><span class="s2">&quot;staElev&quot;</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;m elev)&quot;</span>
+<span class="n">title_string</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;degF&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">item</span><span class="p">(),</span><span class="mi">1</span><span class="p">))</span>
+<span class="n">title_string</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="nb">round</span><span class="p">(</span><span class="n">Td</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;degF&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">item</span><span class="p">(),</span><span class="mi">1</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">title_string</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>
+
+<span class="c1"># Calculate LCL height and plot as black dot</span>
+<span class="n">lcl_pressure</span><span class="p">,</span> <span class="n">lcl_temperature</span> <span class="o">=</span> <span class="n">lcl</span><span class="p">(</span><span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">Td</span><span class="p">[</span><span class="mi">0</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">lcl_pressure</span><span class="p">,</span> <span class="n">lcl_temperature</span><span class="p">,</span> <span class="s1">&#39;ko&#39;</span><span class="p">,</span> <span class="n">markerfacecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+
+<span class="c1"># Calculate full parcel profile and add to plot as black line</span>
+<span class="n">prof</span> <span class="o">=</span> <span class="n">parcel_profile</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="mi">0</span><span class="p">],</span> <span class="n">Td</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">&#39;degC&#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">prof</span><span class="p">,</span> <span class="s1">&#39;k&#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"># 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;30%&#39;</span><span class="p">,</span> <span class="s1">&#39;30%&#39;</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="mi">3</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="nb">max</span><span class="p">(</span><span class="n">wsMan</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>
+</pre></div>
+</div>
+<img alt="../../_images/Upper_Air_BUFR_Soundings_1_0.png" src="../../_images/Upper_Air_BUFR_Soundings_1_0.png" />
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+  <div class="section" id="watch-and-warning-polygons">
+<h1>Watch and Warning Polygons<a class="headerlink" href="#watch-and-warning-polygons" 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/Watch_and_Warning_Polygons.ipynb">Notebook</a>
+This example uses matplotlib, cartopy, shapely, and python-awips to plot
+watch and warning polygons requested from a real-time AWIPS EDEX server.</p>
+<p>First, set up our imports and define functions to be used later:</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">from</span> <span class="nn">awips.tables</span> <span class="kn">import</span> <span class="n">vtec</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
+<span class="kn">import</span> <span class="nn">cartopy.feature</span> <span class="k">as</span> <span class="nn">cfeature</span>
+<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
+<span class="kn">from</span> <span class="nn">cartopy.feature</span> <span class="kn">import</span> <span class="n">ShapelyFeature</span><span class="p">,</span><span class="n">NaturalEarthFeature</span>
+<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">MultiPolygon</span><span class="p">,</span><span class="n">Polygon</span>
+
+<span class="k">def</span> <span class="nf">warning_color</span><span class="p">(</span><span class="n">phensig</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">vtec</span><span class="p">[</span><span class="n">phensig</span><span class="p">][</span><span class="s1">&#39;color&#39;</span><span class="p">]</span>
+
+<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
+    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">12</span><span class="p">),</span>
+            <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
+    <span class="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">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>Next, we create a request for the “warning” data type:</p>
+<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">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;warning&quot;</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="s1">&#39;phensig&#39;</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="c1"># Get records for last 50 available times</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">times</span><span class="p">[</span><span class="o">-</span><span class="mi">50</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</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="o">+</span> <span class="s2">&quot; records&quot;</span><span class="p">)</span>
+
+<span class="c1"># Each record will have a numpy array the length of the number of &quot;parameters&quot;</span>
+<span class="c1"># Default is 1 (request.setParameters(&#39;phensig&#39;))</span>
+<span class="n">parameters</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">request</span><span class="o">.</span><span class="n">getParameters</span><span class="p">():</span>
+    <span class="n">parameters</span><span class="p">[</span><span class="n">x</span><span class="p">]</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="nb">print</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">109</span> <span class="n">records</span>
+<span class="p">{</span><span class="s1">&#39;phensig&#39;</span><span class="p">:</span> <span class="n">array</span><span class="p">([],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">float64</span><span class="p">)}</span>
+</pre></div>
+</div>
+<p>Now loop through each record and plot it as either Polygon or
+MultiPolygon, with appropriate colors</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="n">bbox</span><span class="o">=</span><span class="p">[</span><span class="o">-</span><span class="mi">127</span><span class="p">,</span><span class="o">-</span><span class="mi">64</span><span class="p">,</span><span class="mi">24</span><span class="p">,</span><span class="mi">49</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">siteids</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">periods</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">reftimes</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="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">poly</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()</span>
+    <span class="n">site</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="n">pd</span>   <span class="o">=</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>
+    <span class="n">ref</span>  <span class="o">=</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="c1"># do not plot if phensig is blank (SPS)</span>
+    <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;phensig&#39;</span><span class="p">):</span>
+
+        <span class="n">phensigString</span> <span class="o">=</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s1">&#39;phensig&#39;</span><span class="p">)</span>
+
+        <span class="n">siteids</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">siteids</span><span class="p">,</span><span class="n">site</span><span class="p">)</span>
+        <span class="n">periods</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">periods</span><span class="p">,</span><span class="n">pd</span><span class="p">)</span>
+        <span class="n">reftimes</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">reftimes</span><span class="p">,</span><span class="n">ref</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">parm</span> <span class="ow">in</span> <span class="n">parameters</span><span class="p">:</span>
+            <span class="n">parameters</span><span class="p">[</span><span class="n">parm</span><span class="p">]</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">parameters</span><span class="p">[</span><span class="n">parm</span><span class="p">],</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="n">parm</span><span class="p">))</span>
+
+        <span class="k">if</span> <span class="n">poly</span><span class="o">.</span><span class="n">geom_type</span> <span class="o">==</span> <span class="s1">&#39;MultiPolygon&#39;</span><span class="p">:</span>
+            <span class="n">geometries</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">geometries</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">geometries</span><span class="p">,</span><span class="n">MultiPolygon</span><span class="p">(</span><span class="n">poly</span><span class="p">))</span>
+            <span class="n">geom_count</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="nb">len</span><span class="p">(</span><span class="n">geometries</span><span class="p">))</span> <span class="o">+</span><span class="s2">&quot; geometries&quot;</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">geometries</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">geometries</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">geometries</span><span class="p">,</span><span class="n">Polygon</span><span class="p">(</span><span class="n">poly</span><span class="p">))</span>
+            <span class="n">geom_count</span><span class="o">=</span><span class="s2">&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">geometries</span><span class="p">:</span>
+            <span class="n">bounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+            <span class="n">intersection</span> <span class="o">=</span> <span class="n">bounds</span><span class="o">.</span><span class="n">intersection</span>
+            <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
+                 <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">geometries</span>
+                 <span class="k">if</span> <span class="n">bounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
+
+        <span class="c1">#print(vtec[phensigString][&#39;hdln&#39;]</span>
+        <span class="c1">#  + &quot; (&quot; + phensigString + &quot;) issued at &quot; + str(ref)</span>
+        <span class="c1">#  + &quot; (&quot;+str(poly.geom_type) + geom_count + &quot;)&quot;)</span>
+
+        <span class="n">color</span> <span class="o">=</span> <span class="n">warning_color</span><span class="p">(</span><span class="n">phensigString</span><span class="p">)</span>
+        <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                        <span class="n">facecolor</span><span class="o">=</span><span class="n">color</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+
+<span class="n">states_provinces</span> <span class="o">=</span> <span class="n">cfeature</span><span class="o">.</span><span class="n">NaturalEarthFeature</span><span class="p">(</span>
+        <span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
+        <span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_1_states_provinces_lines&#39;</span><span class="p">,</span>
+        <span class="n">scale</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">,</span>
+        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
+<span class="n">political_boundaries</span> <span class="o">=</span> <span class="n">cfeature</span><span class="o">.</span><span class="n">NaturalEarthFeature</span><span class="p">(</span><span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
+                               <span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_0_boundary_lines_land&#39;</span><span class="p">,</span>
+                               <span class="n">scale</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">LAND</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">COASTLINE</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">states_provinces</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">political_boundaries</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</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>
+<img alt="../../_images/Watch_and_Warning_Polygons_5_0.png" src="../../_images/Watch_and_Warning_Polygons_5_0.png" />
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Data Plotting Examples</a><ul>
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+<li class="toctree-l2"><a class="reference internal" href="generated/Colored_Surface_Temperature_Plot.html">Colored Surface Temperature Plot</a></li>
+<li class="toctree-l2"><a class="reference internal" href="generated/Forecast_Model_Vertical_Sounding.html">Forecast Model Vertical Sounding</a></li>
+<li class="toctree-l2"><a class="reference internal" href="generated/GOES_Geostationary_Lightning_Mapper.html">GOES Geostationary Lightning Mapper</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="generated/GOES_Geostationary_Lightning_Mapper.html">GOES Geostationary Lightning Mapper</a></li>
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new file mode 100644
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+++ b/genindex.html
@@ -0,0 +1,634 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+<li class="toctree-l1"><a class="reference internal" href="api/index.html">API Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="datatypes.html">Available Data Types</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples/index.html">Data Plotting Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="dev.html">Development Guide</a></li>
+<li class="toctree-l1"><a class="reference internal" href="gridparms.html">Grid Parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="about.html">About Unidata AWIPS</a></li>
+</ul>
+
+            
+          
+        </div>
+        
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">python-awips</a>
+        
+      </nav>
+
+
+      <div class="wy-nav-content">
+        
+        <div class="rst-content">
+        
+          
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+
+
+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Index</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+            
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+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+
+<h1 id="index">Index</h1>
+
+<div class="genindex-jumpbox">
+ <a href="#_"><strong>_</strong></a>
+ | <a href="#A"><strong>A</strong></a>
+ | <a href="#C"><strong>C</strong></a>
+ | <a href="#D"><strong>D</strong></a>
+ | <a href="#E"><strong>E</strong></a>
+ | <a href="#G"><strong>G</strong></a>
+ | <a href="#I"><strong>I</strong></a>
+ | <a href="#L"><strong>L</strong></a>
+ | <a href="#M"><strong>M</strong></a>
+ | <a href="#N"><strong>N</strong></a>
+ | <a href="#P"><strong>P</strong></a>
+ | <a href="#S"><strong>S</strong></a>
+ | <a href="#T"><strong>T</strong></a>
+ 
+</div>
+<h2 id="_">_</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.__weakref__">__weakref__ (awips.dataaccess.IDataRequest attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="A">A</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.addIdentifier">addIdentifier() (awips.dataaccess.IDataRequest method)</a>
+</li>
+      <li>
+    awips.dataaccess.CombinedTimeQuery
+
+      <ul>
+        <li><a href="api/CombinedTimeQuery.html#module-awips.dataaccess.CombinedTimeQuery">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.dataaccess.DataAccessLayer
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#module-awips.dataaccess.DataAccessLayer">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.dataaccess.ModelSounding
+
+      <ul>
+        <li><a href="api/ModelSounding.html#module-awips.dataaccess.ModelSounding">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.dataaccess.PyData
+
+      <ul>
+        <li><a href="api/PyData.html#module-awips.dataaccess.PyData">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.dataaccess.PyGeometryData
+
+      <ul>
+        <li><a href="api/PyGeometryData.html#module-awips.dataaccess.PyGeometryData">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.dataaccess.PyGridData
+
+      <ul>
+        <li><a href="api/PyGridData.html#module-awips.dataaccess.PyGridData">module</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li>
+    awips.dataaccess.ThriftClientRouter
+
+      <ul>
+        <li><a href="api/ThriftClientRouter.html#module-awips.dataaccess.ThriftClientRouter">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.DateTimeConverter
+
+      <ul>
+        <li><a href="api/DateTimeConverter.html#module-awips.DateTimeConverter">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.gfe.IFPClient
+
+      <ul>
+        <li><a href="api/IFPClient.html#module-awips.gfe.IFPClient">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.RadarCommon
+
+      <ul>
+        <li><a href="api/RadarCommon.html#module-awips.RadarCommon">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.ThriftClient
+
+      <ul>
+        <li><a href="api/ThriftClient.html#module-awips.ThriftClient">module</a>
+</li>
+      </ul></li>
+      <li>
+    awips.TimeUtil
+
+      <ul>
+        <li><a href="api/TimeUtil.html#module-awips.TimeUtil">module</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="C">C</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.changeEDEXHost">changeEDEXHost() (in module awips.dataaccess.DataAccessLayer)</a>
+
+      <ul>
+        <li><a href="api/ModelSounding.html#awips.dataaccess.ModelSounding.changeEDEXHost">(in module awips.dataaccess.ModelSounding)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/IFPClient.html#awips.gfe.IFPClient.IFPClient.commitGrid">commitGrid() (awips.gfe.IFPClient.IFPClient method)</a>
+</li>
+      <li><a href="api/DateTimeConverter.html#awips.DateTimeConverter.constructTimeRange">constructTimeRange() (in module awips.DateTimeConverter)</a>
+</li>
+      <li><a href="api/DateTimeConverter.html#awips.DateTimeConverter.convertToDateTime">convertToDateTime() (in module awips.DateTimeConverter)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="D">D</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/TimeUtil.html#awips.TimeUtil.determineDrtOffset">determineDrtOffset() (in module awips.TimeUtil)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="E">E</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.encode_dep_vals">encode_dep_vals() (in module awips.RadarCommon)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.encode_radial">encode_radial() (in module awips.RadarCommon)</a>
+</li>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.encode_thresh_vals">encode_thresh_vals() (in module awips.RadarCommon)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="G">G</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.get_data_type">get_data_type() (in module awips.RadarCommon)</a>
+</li>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.get_datetime_str">get_datetime_str() (in module awips.RadarCommon)</a>
+</li>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.get_hdf5_data">get_hdf5_data() (in module awips.RadarCommon)</a>
+</li>
+      <li><a href="api/RadarCommon.html#awips.RadarCommon.get_header">get_header() (in module awips.RadarCommon)</a>
+</li>
+      <li><a href="api/PyData.html#awips.dataaccess.PyData.PyData.getAttribute">getAttribute() (awips.dataaccess.PyData.PyData method)</a>
+</li>
+      <li><a href="api/PyData.html#awips.dataaccess.PyData.PyData.getAttributes">getAttributes() (awips.dataaccess.PyData.PyData method)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLevels">getAvailableLevels() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableLevels">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLocationNames">getAvailableLocationNames() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableLocationNames">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableParameters">getAvailableParameters() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableParameters">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableTimes">getAvailableTimes() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/CombinedTimeQuery.html#awips.dataaccess.CombinedTimeQuery.getAvailableTimes">(in module awips.dataaccess.CombinedTimeQuery)</a>
+</li>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getAvailableTimes">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/PyData.html#awips.dataaccess.PyData.PyData.getDataTime">getDataTime() (awips.dataaccess.PyData.PyData method)</a>
+</li>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.getDatatype">getDatatype() (awips.dataaccess.IDataRequest method)</a>
+</li>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.getEnvelope">getEnvelope() (awips.dataaccess.IDataRequest method)</a>
+</li>
+      <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getForecastRun">getForecastRun() (in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getGeometry">getGeometry() (awips.dataaccess.PyGeometryData.PyGeometryData method)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGeometryData">getGeometryData() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGeometryData">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGridData">getGridData() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getGridData">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getGridInventory">getGridInventory() (awips.gfe.IFPClient.IFPClient method)</a>
+</li>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.getIdentifiers">getIdentifiers() (awips.dataaccess.IDataRequest method)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getIdentifierValues">getIdentifierValues() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getIdentifierValues">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getLatLonCoords">getLatLonCoords() (awips.dataaccess.PyGridData.PyGridData method)</a>
+</li>
+      <li><a href="api/PyData.html#awips.dataaccess.PyData.PyData.getLevel">getLevel() (awips.dataaccess.PyData.PyData method)</a>
+</li>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.getLevels">getLevels() (awips.dataaccess.IDataRequest method)</a>
+</li>
+      <li><a href="api/PyData.html#awips.dataaccess.PyData.PyData.getLocationName">getLocationName() (awips.dataaccess.PyData.PyData method)</a>
+</li>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest.getLocationNames">getLocationNames() (awips.dataaccess.IDataRequest method)</a>
+</li>
+      <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getMetarObs">getMetarObs() (in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getNotificationFilter">getNotificationFilter() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+</li>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getNumber">getNumber() (awips.dataaccess.PyGeometryData.PyGeometryData method)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getOptionalIdentifiers">getOptionalIdentifiers() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getOptionalIdentifiers">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getParameter">getParameter() (awips.dataaccess.PyGridData.PyGridData method)</a>
+</li>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getParameters">getParameters() (awips.dataaccess.PyGeometryData.PyGeometryData method)</a>
+</li>
+      <li><a href="api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getParmList">getParmList() (awips.gfe.IFPClient.IFPClient method)</a>
+</li>
+      <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRadarProductIDs">getRadarProductIDs() (in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRadarProductNames">getRadarProductNames() (in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      <li><a href="api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getRawData">getRawData() (awips.dataaccess.PyGridData.PyGridData method)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getRequiredIdentifiers">getRequiredIdentifiers() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRequiredIdentifiers">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getSelectTR">getSelectTR() (awips.gfe.IFPClient.IFPClient method)</a>
+</li>
+      <li><a href="api/IFPClient.html#awips.gfe.IFPClient.IFPClient.getSiteID">getSiteID() (awips.gfe.IFPClient.IFPClient method)</a>
+</li>
+      <li><a href="api/ModelSounding.html#awips.dataaccess.ModelSounding.getSounding">getSounding() (in module awips.dataaccess.ModelSounding)</a>
+</li>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getString">getString() (awips.dataaccess.PyGeometryData.PyGeometryData method)</a>
+</li>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getSupportedDatatypes">getSupportedDatatypes() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getSupportedDatatypes">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+      <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getSynopticObs">getSynopticObs() (in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getType">getType() (awips.dataaccess.PyGeometryData.PyGeometryData method)</a>
+</li>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData.getUnit">getUnit() (awips.dataaccess.PyGeometryData.PyGeometryData method)</a>
+
+      <ul>
+        <li><a href="api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData.getUnit">(awips.dataaccess.PyGridData.PyGridData method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="I">I</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/IDataRequest.html#awips.dataaccess.IDataRequest">IDataRequest (class in awips.dataaccess)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/IFPClient.html#awips.gfe.IFPClient.IFPClient">IFPClient (class in awips.gfe.IFPClient)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="L">L</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.LazyGridLatLon">LazyGridLatLon (class in awips.dataaccess.ThriftClientRouter)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="M">M</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/TimeUtil.html#awips.TimeUtil.makeTime">makeTime() (in module awips.TimeUtil)</a>
+</li>
+      <li>
+    module
+
+      <ul>
+        <li><a href="api/CombinedTimeQuery.html#module-awips.dataaccess.CombinedTimeQuery">awips.dataaccess.CombinedTimeQuery</a>
+</li>
+        <li><a href="api/DataAccessLayer.html#module-awips.dataaccess.DataAccessLayer">awips.dataaccess.DataAccessLayer</a>
+</li>
+        <li><a href="api/ModelSounding.html#module-awips.dataaccess.ModelSounding">awips.dataaccess.ModelSounding</a>
+</li>
+        <li><a href="api/PyData.html#module-awips.dataaccess.PyData">awips.dataaccess.PyData</a>
+</li>
+        <li><a href="api/PyGeometryData.html#module-awips.dataaccess.PyGeometryData">awips.dataaccess.PyGeometryData</a>
+</li>
+        <li><a href="api/PyGridData.html#module-awips.dataaccess.PyGridData">awips.dataaccess.PyGridData</a>
+</li>
+        <li><a href="api/ThriftClientRouter.html#module-awips.dataaccess.ThriftClientRouter">awips.dataaccess.ThriftClientRouter</a>
+</li>
+        <li><a href="api/DateTimeConverter.html#module-awips.DateTimeConverter">awips.DateTimeConverter</a>
+</li>
+        <li><a href="api/IFPClient.html#module-awips.gfe.IFPClient">awips.gfe.IFPClient</a>
+</li>
+        <li><a href="api/RadarCommon.html#module-awips.RadarCommon">awips.RadarCommon</a>
+</li>
+        <li><a href="api/ThriftClient.html#module-awips.ThriftClient">awips.ThriftClient</a>
+</li>
+        <li><a href="api/TimeUtil.html#module-awips.TimeUtil">awips.TimeUtil</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="N">N</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/ThriftClientRouter.html#awips.dataaccess.ThriftClientRouter.ThriftClientRouter.newDataRequest">newDataRequest() (awips.dataaccess.ThriftClientRouter.ThriftClientRouter method)</a>
+
+      <ul>
+        <li><a href="api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.newDataRequest">(in module awips.dataaccess.DataAccessLayer)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="P">P</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/PyData.html#awips.dataaccess.PyData.PyData">PyData (class in awips.dataaccess.PyData)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api/PyGeometryData.html#awips.dataaccess.PyGeometryData.PyGeometryData">PyGeometryData (class in awips.dataaccess.PyGeometryData)</a>
+</li>
+      <li><a href="api/PyGridData.html#awips.dataaccess.PyGridData.PyGridData">PyGridData (class in awips.dataaccess.PyGridData)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="S">S</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
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+  <div class="section" id="grid-parameters">
+<h1>Grid Parameters<a class="headerlink" href="#grid-parameters" title="Permalink to this headline">¶</a></h1>
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 15%" />
+<col style="width: 69%" />
+<col style="width: 16%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Abbreviation</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Units</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p>WSPD</p></td>
+<td><p>10 Metre neutral wind speed over waves</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>WDRT</p></td>
+<td><p>10 Metre Wind Direction Over Waves</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI12H1000YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI12H100YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI12H10YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI12H1YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI12H200YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI12H25YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI12H2YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI12H500YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI12H50YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI12H5YR</p></td>
+<td><p>12H Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>PRP12H</p></td>
+<td><p>12 hour Precipitation Accumulation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeInfIndex12H</p></td>
+<td><p>12 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>FFG12</p></td>
+<td><p>12-hr flash flood guidance</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FFR12</p></td>
+<td><p>12-hr flash flood runoff values</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>EchoTop18</p></td>
+<td><p>18 dBZ Echo Top</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI1H1000YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI1H100YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI1H10YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI1H1YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI1H200YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI1H25YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI1H2YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI1H500YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI1H50YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI1H5YR</p></td>
+<td><p>1H Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRP01H</p></td>
+<td><p>1 hour Precipitation Accumulation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeInfIndex01H</p></td>
+<td><p>1 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>QPEFFG01H</p></td>
+<td><p>1 hour QPE-to-FFG Ratio</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>FFG01</p></td>
+<td><p>1-hr flash flood guidance</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FFR01</p></td>
+<td><p>1-hr flash flood runoff values</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_ACR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01_ALR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_FWR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01_KRF</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_MSR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01_ORN</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_PTR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01_RHA</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_RSA</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01_STR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_TAR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE01_TIR</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE01_TUA</p></td>
+<td><p>1-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>EVEC1</p></td>
+<td><p>1st Vector Component of Electric Field</p></td>
+<td><p>V*m^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>BVEC1</p></td>
+<td><p>1st Vector Component of Magnetic Field</p></td>
+<td><p>T</p></td>
+</tr>
+<tr class="row-even"><td><p>VEL1</p></td>
+<td><p>1st Vector Component of Velocity (Coordinate system dependent)</p></td>
+<td><p>m*s^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCSRG20</p></td>
+<td><p>20% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI24H1000YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI24H100YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI24H10YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI24H1YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI24H200YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI24H25YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI24H2YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI24H500YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI24H50YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI24H5YR</p></td>
+<td><p>24H Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>PRP24H</p></td>
+<td><p>24 hour Precipitation Accumulation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeInfIndex24H</p></td>
+<td><p>24 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>FFG24</p></td>
+<td><p>24-hr flash flood guidance</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FFR24</p></td>
+<td><p>24-hr flash flood runoff values</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_ACR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24_ALR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_FWR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24_KRF</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_MSR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24_ORN</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_PTR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24_RHA</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_RSA</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24_STR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_TAR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE24_TIR</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE24_TUA</p></td>
+<td><p>24-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_ACR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24_ALR 205</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_FWR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24_KRF</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_MSR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24_ORN</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_PTR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24_RHA</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_RSA</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24_STR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_TAR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF24_TIR</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF24_TUA</p></td>
+<td><p>24-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI2H1000YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI2H100YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI2H10YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI2H1YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI2H200YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI2H25YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI2H2YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI2H500YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI2H50YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI2H5YR</p></td>
+<td><p>2H Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>EVEC2</p></td>
+<td><p>2nd Vector Component of Electric Field</p></td>
+<td><p>V*m^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>BVEC2</p></td>
+<td><p>2nd Vector Component of Magnetic Field</p></td>
+<td><p>T</p></td>
+</tr>
+<tr class="row-even"><td><p>VEL2</p></td>
+<td><p>2nd Vector Component of Velocity (Coordinate system dependent)</p></td>
+<td><p>m*s^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>EchoTop30</p></td>
+<td><p>30 dBZ Echo Top</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI30M1000YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI30M100YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI30M10YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI30M1YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI30M200YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI30M25YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI30M2YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI30M500YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI30M50YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI30M5YR</p></td>
+<td><p>30M Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>PRP30min</p></td>
+<td><p>30 min Precipitation Accumulation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCSRG30</p></td>
+<td><p>30% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>SALIN</p></td>
+<td><p>3-D Salinity</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>WTMPC</p></td>
+<td><p>3-D Temperature</p></td>
+<td><p>℃</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI3H1000YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI3H100YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI3H10YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI3H1YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI3H200YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI3H25YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI3H2YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI3H500YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI3H50YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI3H5YR</p></td>
+<td><p>3H Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>PRP03H</p></td>
+<td><p>3 hour Precipitation Accumulation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeInfIndex03H</p></td>
+<td><p>3 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>QPEFFG03H</p></td>
+<td><p>3 hour QPE-to-FFG Ratio</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>FFG03</p></td>
+<td><p>3-hr flash flood guidance</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>FFR03</p></td>
+<td><p>3-hr flash flood runoff values</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSLSA</p></td>
+<td><p>3-hr pressure tendency (Std. Atmos. Reduction)</p></td>
+<td><p>Pa/s</p></td>
+</tr>
+<tr class="row-even"><td><p>EVEC3</p></td>
+<td><p>3rd Vector Component of Electric Field</p></td>
+<td><p>V*m^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>BVEC3</p></td>
+<td><p>3rd Vector Component of Magnetic Field</p></td>
+<td><p>T</p></td>
+</tr>
+<tr class="row-even"><td><p>VEL3</p></td>
+<td><p>3rd Vector Component of Velocity (Coordinate system dependent)</p></td>
+<td><p>m*s^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCSRG40</p></td>
+<td><p>40% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeInfIndex48H</p></td>
+<td><p>48 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>EchoTop50</p></td>
+<td><p>50 dBZ Echo Top</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-even"><td><p>TCSRG50</p></td>
+<td><p>50% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>5WAVA</p></td>
+<td><p>5-wave geopotential height anomaly</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-even"><td><p>5WAVA</p></td>
+<td><p>5-Wave Geopotential Height Anomaly</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-odd"><td><p>5WAVH</p></td>
+<td><p>5-wave geopotential height</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-even"><td><p>5WAVH</p></td>
+<td><p>5-Wave Geopotential Height</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-odd"><td><p>EchoTop60</p></td>
+<td><p>60 dBZ Echo Top</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-even"><td><p>TCSRG60</p></td>
+<td><p>60% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI6H1000YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 1000 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI6H100YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 100 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI6H10YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 10 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI6H1YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 1 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI6H200YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 200 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI6H25YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 25 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI6H2YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 2 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI6H500YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 500 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARI6H50YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 50 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-even"><td><p>ARI6H5YR</p></td>
+<td><p>6H Average Recurrance Interval Accumulation 5 Year</p></td>
+<td><p>in*1000</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRP06H</p></td>
+<td><p>6 hour Precipitation Accumulation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeInfIndex06H</p></td>
+<td><p>6 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>QPEFFG06H</p></td>
+<td><p>6 hour QPE-to-FFG Ratio</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>FFG06</p></td>
+<td><p>6-hr flash flood guidance</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FFR06</p></td>
+<td><p>6-hr flash flood runoff values</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_ACR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06_ALR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_FWR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06_KRF</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_MSR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06_ORN</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_PTR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06_RHA</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_RSA</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06_STR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_TAR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPE06_TIR</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPE06_TUA</p></td>
+<td><p>6-hr Quantitative Precip Estimate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_ACR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06_ALR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_FWR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06_KRF</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_MSR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06_ORN</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_PTR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06_RHA</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_RSA</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06_STR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_TAR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>QPF06_TIR</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPF06_TUA</p></td>
+<td><p>6-hr Quantitative Precip Forecast</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCSRG70</p></td>
+<td><p>70% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeInfIndex72H</p></td>
+<td><p>72 hour QPE Gauge Influence Index</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>TCSRG80</p></td>
+<td><p>80% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCSRG90</p></td>
+<td><p>90% Tropical Cyclone Storm Surge Exceedance</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ABSD</p></td>
+<td><p>Absolute divergence</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>ABSH</p></td>
+<td><p>Absolute Humidity</p></td>
+<td><p>kg m-3</p></td>
+</tr>
+<tr class="row-even"><td><p>AH</p></td>
+<td><p>Absolute humidity</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>ABSV</p></td>
+<td><p>Absolute vorticity</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>ASD</p></td>
+<td><p>Accumulated Snow Depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>ACOND</p></td>
+<td><p>Aerodynamic conductance</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>AETYP</p></td>
+<td><p>Aerosol type</p></td>
+<td><p>(Code table 4.205)</p></td>
+</tr>
+<tr class="row-odd"><td><p>AC137</p></td>
+<td><p>Air concentration of Caesium 137</p></td>
+<td><p>Bq/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>AI131</p></td>
+<td><p>Air concentration of Iodine 131</p></td>
+<td><p>Bq/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARADP</p></td>
+<td><p>Air concentration of radioactive pollutant</p></td>
+<td><p>Bq/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>ALBDO</p></td>
+<td><p>Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>ACWVH</p></td>
+<td><p>Altimeter corrected wave height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ALRRC</p></td>
+<td><p>Altimeter Range Relative Correction</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>ASET</p></td>
+<td><p>Altimeter setting</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>AWVH</p></td>
+<td><p>Altimeter wave height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>ALTMSL</p></td>
+<td><p>Altitude above mean sea level</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ANCConvectiveOutlook</p></td>
+<td><p>ANC Convective Outlook</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>ANCFinalForecast</p></td>
+<td><p>ANC Final Forecast</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>AOSGSO</p></td>
+<td><p>Angle Of Sub-Grid Scale Orography</p></td>
+<td><p>Rad</p></td>
+</tr>
+<tr class="row-odd"><td><p>ASGSO</p></td>
+<td><p>Anisotropy Of Sub-Grid Scale Orography</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>APTMP</p></td>
+<td><p>Apparent Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARBTXT</p></td>
+<td><p>Arbitrary text string</p></td>
+<td><p>CCITTIA5</p></td>
+</tr>
+<tr class="row-even"><td><p>ASHFL</p></td>
+<td><p>Assimilative Heat Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>AMIXL</p></td>
+<td><p>Asymptotic mixing length scale</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ATMDIV</p></td>
+<td><p>Atmospheric Divergence</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>AVSFT</p></td>
+<td><p>Average surface skin temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>BARET</p></td>
+<td><p>Bare soil surface skin temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>BKENG</p></td>
+<td><p>Barotropic Kinectic Energy</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>UBARO</p></td>
+<td><p>Barotropic U velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>UBARO</p></td>
+<td><p>Barotropic U Velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>VBARO</p></td>
+<td><p>Barotropic V velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VBARO</p></td>
+<td><p>Barotropic V Velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>BGRUN</p></td>
+<td><p>Baseflow-groundwater runoff</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>BASRV</p></td>
+<td><p>Base radial velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>BASR</p></td>
+<td><p>Base reflectivity</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>BASSW</p></td>
+<td><p>Base spectrum width</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>4LFTX</p></td>
+<td><p>Best (4-layer) lifted index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>4LFTX</p></td>
+<td><p>Best (4 layer) Lifted Index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>BLI</p></td>
+<td><p>Best lifted index (to 500 mb)</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>BMIXL</p></td>
+<td><p>Blackadars mixing length scale</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>BLST</p></td>
+<td><p>Bottom layer soil temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>NONE</p></td>
+<td><p>Bottom of Ocean Isothermal Layer</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>OBIL</p></td>
+<td><p>Bottom of Ocean Isothermal Layer</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>NONE</p></td>
+<td><p>Bottom of Ocean Mixed Layer (m)</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>OBML</p></td>
+<td><p>Bottom of Ocean Mixed Layer (m)</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>BCBL</p></td>
+<td><p>Boundary layer cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>BCBL</p></td>
+<td><p>Boundary Layer Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>BCLY</p></td>
+<td><p>Boundary Layer Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>BCY</p></td>
+<td><p>Boundary layer cloud layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>BCY</p></td>
+<td><p>Boundary Layer Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>BCTL</p></td>
+<td><p>Boundary layer cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>BCTL</p></td>
+<td><p>Boundary Layer Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>BLYSP</p></td>
+<td><p>Boundary layer dissipation</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>BrightBandBottomHeight</p></td>
+<td><p>Bright Band Bottom Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>BrightBandTopHeight</p></td>
+<td><p>Bright Band Top Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>BRTMP</p></td>
+<td><p>Brightness temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>CAIIRAD</p></td>
+<td><p>CaII-K Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>CCOND</p></td>
+<td><p>Canopy conductance</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>EVCW</p></td>
+<td><p>Canopy water evaporation</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONVP</p></td>
+<td><p>Categorical Convection</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-even"><td><p>CFRZR</p></td>
+<td><p>Categorical Freezing Rain</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CFRZR</p></td>
+<td><p>Categorical Freezing Rain</p></td>
+<td><p>Code table 4.222</p></td>
+</tr>
+<tr class="row-even"><td><p>CFRZR</p></td>
+<td><p>Categorical Freezing Rain</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>CFRZR</p></td>
+<td><p>Categorical freezing rain</p></td>
+<td><p>(See Code table 4.222)</p></td>
+</tr>
+<tr class="row-even"><td><p>CFRZR</p></td>
+<td><p>Categorical Freezing Rain (yes=1; no=0)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CFRZR</p></td>
+<td><p>Categorical Freezing Rain (yes=1; no=0)</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>CICEP</p></td>
+<td><p>Categorical Ice Pellets</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CICEP</p></td>
+<td><p>Categorical Ice Pellets</p></td>
+<td><p>Code table 4.222</p></td>
+</tr>
+<tr class="row-even"><td><p>CICEP</p></td>
+<td><p>Categorical Ice Pellets</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>CICEP</p></td>
+<td><p>Categorical ice pellets</p></td>
+<td><p>(See Code table 4.222)</p></td>
+</tr>
+<tr class="row-even"><td><p>CICEP</p></td>
+<td><p>Categorical Ice Pellets (yes=1; no=0)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CICEP</p></td>
+<td><p>Categorical Ice Pellets (yes=1; no=0)</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>CLGTN</p></td>
+<td><p>Categorical Lightning</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-odd"><td><p>OZCAT</p></td>
+<td><p>Categorical Ozone Concentration</p></td>
+<td><p>Non-Dim</p></td>
+</tr>
+<tr class="row-even"><td><p>OZCAT</p></td>
+<td><p>Categorical Ozone Concentration</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CRAIN</p></td>
+<td><p>Categorical Rain</p></td>
+<td><p>Code table 4.222</p></td>
+</tr>
+<tr class="row-even"><td><p>CRAIN</p></td>
+<td><p>Categorical Rain</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CRAIN</p></td>
+<td><p>Categorical Rain</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>CRAIN</p></td>
+<td><p>Categorical rain</p></td>
+<td><p>(See Code table 4.222)</p></td>
+</tr>
+<tr class="row-odd"><td><p>CRAIN</p></td>
+<td><p>Categorical Rain (yes=1; no=0)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CRAIN</p></td>
+<td><p>Categorical Rain (yes=1; no=0)</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>SVRTS</p></td>
+<td><p>Categorical Servre Thunderstorm</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SVRTS</p></td>
+<td><p>Categorical Severe Thunderstorm</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CSNOW</p></td>
+<td><p>Categorical Snow</p></td>
+<td><p>Code table 4.222</p></td>
+</tr>
+<tr class="row-even"><td><p>CSNOW</p></td>
+<td><p>Categorical Snow</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CSNOW</p></td>
+<td><p>Categorical Snow</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>CSNOW</p></td>
+<td><p>Categorical snow</p></td>
+<td><p>(See Code table 4.222)</p></td>
+</tr>
+<tr class="row-odd"><td><p>CSNOW</p></td>
+<td><p>Categorical Snow (yes=1; no=0)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CSNOW</p></td>
+<td><p>Categorical Snow (yes=1; no=0)</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>CTSTM</p></td>
+<td><p>Categorical Thunderstorm (1-yes, 0-no)</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-even"><td><p>TSTMC</p></td>
+<td><p>Categorical Thunderstorm (1-yes, 0-no)</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-odd"><td><p>CCEIL</p></td>
+<td><p>Ceiling</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>LightningDensity15min</p></td>
+<td><p>CG Lightning Density (15 min.)</p></td>
+<td><p>Flashes/km^2/min</p></td>
+</tr>
+<tr class="row-odd"><td><p>LightningDensity1min</p></td>
+<td><p>CG Lightning Density (1 min.)</p></td>
+<td><p>Flashes/km^2/min</p></td>
+</tr>
+<tr class="row-even"><td><p>LightningDensity30min</p></td>
+<td><p>CG Lightning Density (30 min.)</p></td>
+<td><p>Flashes/km^2/min</p></td>
+</tr>
+<tr class="row-odd"><td><p>LightningDensity5min</p></td>
+<td><p>CG Lightning Density (5 min.)</p></td>
+<td><p>Flashes/km^2/min</p></td>
+</tr>
+<tr class="row-even"><td><p>LightningProbabilityNext30min</p></td>
+<td><p>CG Lightning Probability (0-30 min.)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>CAT</p></td>
+<td><p>Clear Air Turbulence (CAT)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>CAT</p></td>
+<td><p>Clear Air Turbulence(CAT)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>CSDLF</p></td>
+<td><p>Clear Sky Downward Long Wave Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CSDSF</p></td>
+<td><p>Clear sky downward solar flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>CSULF</p></td>
+<td><p>Clear Sky Upward Long Wave Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CSUSF</p></td>
+<td><p>Clear Sky Upward Solar Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>CDUVB</p></td>
+<td><p>Clear sky UV-B downward solar flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CAMT</p></td>
+<td><p>Cloud amount</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>CBL</p></td>
+<td><p>Cloud Base Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CBASE</p></td>
+<td><p>Cloud base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>CEIL</p></td>
+<td><p>Cloud Ceiling</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CLG</p></td>
+<td><p>Cloud ceiling</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CLG</p></td>
+<td><p>Cloud Ceiling</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CloudCover</p></td>
+<td><p>Cloud Cover</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>CFNLF</p></td>
+<td><p>Cloud Forcing Net Long Wave Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CFNSF</p></td>
+<td><p>Cloud Forcing Net Solar Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>CDCIMR</p></td>
+<td><p>Cloud Ice Mixing Ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>CICE</p></td>
+<td><p>Cloud ice</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>CLOUDM</p></td>
+<td><p>Cloud mask</p></td>
+<td><p>(Code table 4.217)</p></td>
+</tr>
+<tr class="row-even"><td><p>CLWMR</p></td>
+<td><p>Cloud Mixing Ratio</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>CLWMR</p></td>
+<td><p>Cloud mixing ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>CTOPHQI</p></td>
+<td><p>Cloud top height quality indicator</p></td>
+<td><p>(Code table 4.219)</p></td>
+</tr>
+<tr class="row-odd"><td><p>CTOP</p></td>
+<td><p>Cloud top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>heightCTHGT</p></td>
+<td><p>Cloud top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>CTYP</p></td>
+<td><p>Cloud type</p></td>
+<td><p>(Code table 4.203)</p></td>
+</tr>
+<tr class="row-even"><td><p>CWAT</p></td>
+<td><p>Cloud water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>CWORK</p></td>
+<td><p>Cloud work function</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>CWORK</p></td>
+<td><p>Cloud Work Function</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>CDWW</p></td>
+<td><p>Coefficient of Drag With Waves</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CISOILW</p></td>
+<td><p>Column-Integrated Soil Water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>REFC</p></td>
+<td><p>Composite reflectivity</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-even"><td><p>MergedReflectivityQCComposite</p></td>
+<td><p>Composite Reflectivity</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>HeightCompositeReflectivity</p></td>
+<td><p>Composite Reflectivity Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>MergedReflectivityQComposite</p></td>
+<td><p>Composite Reflectivity Mosaic</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>EF25M</p></td>
+<td><p>Cond 25% pcpn smy fractile past 24 hrs</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>EF50M</p></td>
+<td><p>Cond 50% pcpn smy fractile past 24 hrs</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOND</p></td>
+<td><p>Condensate</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-even"><td><p>CONDE</p></td>
+<td><p>Condensate</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONDP</p></td>
+<td><p>Condensation Pressure of Parcali Lifted From Indicate Surface</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>CONDP</p></td>
+<td><p>Condensation Pressure of Parcal Lifted From Indicate Surface</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>CPPAF</p></td>
+<td><p>Conditional percent precipitation amount fractile for an overall period (Encoded as an accumulation)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>CICEL</p></td>
+<td><p>Confidence - Ceiling</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CIFLT</p></td>
+<td><p>Confidence - Flight Category</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CIVIS</p></td>
+<td><p>Confidence - Visibility</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CONTB</p></td>
+<td><p>Contrail base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>CONTB</p></td>
+<td><p>Contrail Base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONTE</p></td>
+<td><p>Contrail engine type</p></td>
+<td><p>(Code table 4.211)</p></td>
+</tr>
+<tr class="row-even"><td><p>CONTET</p></td>
+<td><p>Contrail Engine Type</p></td>
+<td><p>See Table 4.211</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONTI</p></td>
+<td><p>Contrail intensity</p></td>
+<td><p>(Code table 4.210)</p></td>
+</tr>
+<tr class="row-even"><td><p>CONTI</p></td>
+<td><p>Contrail Intensity</p></td>
+<td><p>See Table 4.210</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONTT</p></td>
+<td><p>Contrail top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>CONTT</p></td>
+<td><p>Contrail Top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONUSMergedReflectivity</p></td>
+<td><p>CONUS Merged Reflectivity</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>CONUSPlusMergedReflectivity</p></td>
+<td><p>CONUS-Plus Merged Reflectivity</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>CONVP</p></td>
+<td><p>Convection Potential</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CAPE</p></td>
+<td><p>Convective available potential energy</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>CCBL</p></td>
+<td><p>Convective cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CCBL</p></td>
+<td><p>Convective Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CCLY</p></td>
+<td><p>Convective Cloud</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CCY</p></td>
+<td><p>Convective cloud</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CCY</p></td>
+<td><p>Convective Cloud</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CDCON</p></td>
+<td><p>Convective cloud cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>CUEFI</p></td>
+<td><p>Convective Cloud Efficiency</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CUEFI</p></td>
+<td><p>Convective Cloud Efficiency</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>CUEFI</p></td>
+<td><p>Convective cloud efficiency</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>MFLUX</p></td>
+<td><p>Convective Cloud Mass Flux</p></td>
+<td><p>Pa/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>CCTL</p></td>
+<td><p>Convective cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CCTL</p></td>
+<td><p>Convective Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CNVDEMF</p></td>
+<td><p>Convective detrainment mass flux</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-even"><td><p>CNVDMF</p></td>
+<td><p>Convective downdraft mass flux</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>CNGWDV</p></td>
+<td><p>Convective Gravity wave drag meridional acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CNGWDU</p></td>
+<td><p>Convective Gravity wave drag zonal acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>CIN</p></td>
+<td><p>Convective inhibition</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>CNVV</p></td>
+<td><p>Convective meridional momentum mixing acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>ACPCP</p></td>
+<td><p>Convective Precipitation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>ACPCP</p></td>
+<td><p>Convective precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>ACPCPN</p></td>
+<td><p>Convective precipitation (nearest grid point)</p></td>
+<td><p>kg/m2</p></td>
+</tr>
+<tr class="row-even"><td><p>ACPCPN</p></td>
+<td><p>Convective precipitation (nearest grid point)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>CPRAT</p></td>
+<td><p>Convective Precipitation Rate</p></td>
+<td><p>kg m-2 s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>CPRAT</p></td>
+<td><p>Convective Precipitation Rate</p></td>
+<td><p>kg*m^-2*s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>CPRAT</p></td>
+<td><p>Convective precipitation rate</p></td>
+<td><p>mm / s</p></td>
+</tr>
+<tr class="row-even"><td><p>CPRAT</p></td>
+<td><p>Convective Precipitation Rate</p></td>
+<td><p>mm / s</p></td>
+</tr>
+<tr class="row-odd"><td><p>CSRATE</p></td>
+<td><p>Convective Snowfall Rate</p></td>
+<td><p>m s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>CSRATE</p></td>
+<td><p>Convective Snowfall Rate</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>CSRWE</p></td>
+<td><p>Convective Snowfall Rate Water Equivalent</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>CSRWE</p></td>
+<td><p>Convective Snowfall Rate Water Equivalent</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNOC</p></td>
+<td><p>Convective snow</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>CNVUMF</p></td>
+<td><p>Convective updraft mass flux</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>CWP</p></td>
+<td><p>Convective Water Precipitation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>CWP</p></td>
+<td><p>Convective Water Precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>CWDI</p></td>
+<td><p>Convective Weather Detection Index</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CNVU</p></td>
+<td><p>Convective zonal momentum mixing acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNO C</p></td>
+<td><p>Convect Snow</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>NTRNFLUX</p></td>
+<td><p>Cosmic Ray Neutron Flux</p></td>
+<td><p>h^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVTZ</p></td>
+<td><p>Covariance between izonal component of the wind and temperature. Defined as [uT]-[u][T], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>K*m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>COVMM</p></td>
+<td><p>Covariance between meridional and meridional components of the wind. Defined as [vv]-[v][v], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVMZ</p></td>
+<td><p>Covariance between Meridional and Zonal Components of the wind.</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>COVTM</p></td>
+<td><p>Covariance between meridional component of the wind and temperature. Defined as [vT]-[v][T], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>K*m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVQM</p></td>
+<td><p>Covariance between specific humidity and meridional components of the wind. Defined as [vq]-[v][q], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>kg/kg*m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>COVQQ</p></td>
+<td><p>Covariance between specific humidity and specific humidy. Defined as [qq]-[q][q], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>kg/kg*kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVQVV</p></td>
+<td><p>Covariance between specific humidity and vertical components of the wind. Defined as [Ωq]-[Ω][q], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>kg/kg*Pa/s</p></td>
+</tr>
+<tr class="row-even"><td><p>COVQZ</p></td>
+<td><p>Covariance between specific humidity and zonal components of the wind. Defined as [uq]-[u][q], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>kg/kg*m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVPSPS</p></td>
+<td><p>Covariance between surface pressure and surface pressure. Defined as [Psfc]-[Psfc][Psfc], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>Pa*Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>COVTM</p></td>
+<td><p>Covariance between Temperature and Meridional Components of the wind.</p></td>
+<td><p>K*m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVTT</p></td>
+<td><p>Covariance between temperature and temperature. Defined as [TT]-[T][T], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>K*K</p></td>
+</tr>
+<tr class="row-even"><td><p>COVTW</p></td>
+<td><p>Covariance between temperature and vertical component of the wind. Defined as [wT]-[w][T], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>K*m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVTVV</p></td>
+<td><p>Covariance between temperature and vertical components of the wind. Defined as [ΩT]-[Ω][T], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>K*Pa/s</p></td>
+</tr>
+<tr class="row-even"><td><p>COVTZ</p></td>
+<td><p>Covariance between Temperature and Zonal Components of the wind.</p></td>
+<td><p>K*m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVVVVV</p></td>
+<td><p>Covariance between vertical and vertical components of the wind. Defined as [ΩΩ]-[Ω][Ω], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>Pa^2/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>COVMZ</p></td>
+<td><p>Covariance between zonal and meridional components of the wind. Defined as [uv]-[u][v], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>COVZZ</p></td>
+<td><p>Covariance between zonal and zonal components of the wind. Defined as [uu]-[u][u], where “[]” indicates the mean over the indicated time span.</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CrestMaxStreamflow</p></td>
+<td><p>CREST Maximum Streamflow</p></td>
+<td><p>(m^3)*(s^-1)</p></td>
+</tr>
+<tr class="row-odd"><td><p>CrestMaxUStreamflow</p></td>
+<td><p>CREST Maximum Unit Streamflow</p></td>
+<td><p>(m^3)*(s^-1)*(km^-2)</p></td>
+</tr>
+<tr class="row-even"><td><p>CrestSoilMoisture</p></td>
+<td><p>CREST Soil Moisture</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>CRTFRQ</p></td>
+<td><p>Critical Frequency</p></td>
+<td><p>Hz</p></td>
+</tr>
+<tr class="row-even"><td><p>CB</p></td>
+<td><p>Cumulonimbus Base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>CBHE</p></td>
+<td><p>Cumulonimbus Horizontal Exten</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>CT</p></td>
+<td><p>Cumulonimbus Top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DIRC</p></td>
+<td><p>Current direction</p></td>
+<td><p>Degree true</p></td>
+</tr>
+<tr class="row-even"><td><p>SPC</p></td>
+<td><p>Current speed</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>DCBL</p></td>
+<td><p>Deep convective cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>DCBL</p></td>
+<td><p>Deep Convective Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>DCCBL</p></td>
+<td><p>Deep Convective Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>DCCTL</p></td>
+<td><p>Deep Convective Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>DCTL</p></td>
+<td><p>Deep convective cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>DCTL</p></td>
+<td><p>Deep Convective Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CNVHR</p></td>
+<td><p>Deep Convective Heating rate</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-even"><td><p>CNVMR</p></td>
+<td><p>Deep Convective Moistening Rate</p></td>
+<td><p>kg kg-1 s-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>CNVMR</p></td>
+<td><p>Deep Convective Moistening Rate</p></td>
+<td><p>kg/kg*s</p></td>
+</tr>
+<tr class="row-even"><td><p>DALT</p></td>
+<td><p>Density altitude</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DEN</p></td>
+<td><p>Density</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>DBLL</p></td>
+<td><p>Depth Below Land surface</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DPBLW</p></td>
+<td><p>Depth below land surface</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>DBSL</p></td>
+<td><p>Depth Below Sea Level</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DPMSL</p></td>
+<td><p>Depth below sea level</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>REFZI</p></td>
+<td><p>Derived radar reflectivity backscatter from ice</p></td>
+<td><p>mm^6/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>REFZI</p></td>
+<td><p>Derived radar reflectivity backscatter from ice</p></td>
+<td><p>mm^6*m^-3</p></td>
+</tr>
+<tr class="row-even"><td><p>REFZC</p></td>
+<td><p>Derived radar reflectivity backscatter from parameterized convection</p></td>
+<td><p>mm^6/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>REFZC</p></td>
+<td><p>Derived radar reflectivity backscatter from parameterized convection</p></td>
+<td><p>mm^6*m^-3</p></td>
+</tr>
+<tr class="row-even"><td><p>REFZR</p></td>
+<td><p>Derived radar reflectivity backscatter from rain</p></td>
+<td><p>mm^6/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>REFZR</p></td>
+<td><p>Derived radar reflectivity backscatter from rain</p></td>
+<td><p>mm^6*m^-3</p></td>
+</tr>
+<tr class="row-even"><td><p>REFD</p></td>
+<td><p>Derived radar reflectivity</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>DEVMSL</p></td>
+<td><p>Deviation of sea level from mean</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>DEPR</p></td>
+<td><p>Dew point depression or deficit</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>DPT</p></td>
+<td><p>Dew point temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>DIREC</p></td>
+<td><p>Direct Evaporation Cease(Soil Moisture)</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>SMDRY</p></td>
+<td><p>Direct evaporation cease (soil moisture)</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>EVBS</p></td>
+<td><p>Direct evaporation from bare soil</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>DIRWWW</p></td>
+<td><p>Directional Width of The Wind Waves</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>Degree true</p></td>
+<td><p>Direction Degrees true</p></td>
+<td><p>DIRDEGTRU</p></td>
+</tr>
+<tr class="row-odd"><td><p>WWSDIR</p></td>
+<td><p>Direction of combined wind waves and swell</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-even"><td><p>DICED</p></td>
+<td><p>Direction of ice drift</p></td>
+<td><p>Degree true</p></td>
+</tr>
+<tr class="row-odd"><td><p>SWDIR</p></td>
+<td><p>Direction of swell waves</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-even"><td><p>WVDIR</p></td>
+<td><p>Direction of wind waves</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-odd"><td><p>DSKDAY</p></td>
+<td><p>Disk Intensity Day</p></td>
+<td><p>J*m^2*s^1</p></td>
+</tr>
+<tr class="row-even"><td><p>DSKINT</p></td>
+<td><p>Disk Intensity</p></td>
+<td><p>j*m^2*s^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>DSKNGT</p></td>
+<td><p>Disk Intensity Night</p></td>
+<td><p>J*m^2*s^1</p></td>
+</tr>
+<tr class="row-even"><td><p>DLWRF</p></td>
+<td><p>Downward Long-Wave Rad. Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>DLWRF</p></td>
+<td><p>Downward long-wave radiation flux
+Downward Long-W/m^2</p></td>
+<td><p>W/m^2
+DLWRF</p></td>
+</tr>
+<tr class="row-even"><td><p>DSWRF</p></td>
+<td><p>Downward Short-Wave Rad. Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>DSWRF</p></td>
+<td><p>Downward short-wave radiation flux
+Downward Short-W/m^2</p></td>
+<td><p>W/m^2
+DSWRF</p></td>
+</tr>
+<tr class="row-even"><td><p>DTRF</p></td>
+<td><p>Downward Total radiation Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>DWUVR</p></td>
+<td><p>Downward UV Radiation</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CD</p></td>
+<td><p>Drag Coefficient</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CD</p></td>
+<td><p>Drag coefficient</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>ELON</p></td>
+<td><p>East Longitude (0 - 360)</p></td>
+<td><p>deg</p></td>
+</tr>
+<tr class="row-odd"><td><p>ELON</p></td>
+<td><p>East Longitude (0 - 360)</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-even"><td><p>ELONN</p></td>
+<td><p>East Longitude (nearest neighbor) (0 - 360)</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-odd"><td><p>RETOP</p></td>
+<td><p>Echo Top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>RADT</p></td>
+<td><p>Effective radiative skin temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>ETOT</p></td>
+<td><p>Electric Field Magnitude</p></td>
+<td><p>V*m^1</p></td>
+</tr>
+<tr class="row-even"><td><p>ELCDEN</p></td>
+<td><p>Electron Density</p></td>
+<td><p>m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>DIFEFLUX</p></td>
+<td><p>Electron Flux (Differential)</p></td>
+<td><p>(m^2*s*sr*eV)^1</p></td>
+</tr>
+<tr class="row-even"><td><p>INTEFLUX</p></td>
+<td><p>Electron Flux (Integral)</p></td>
+<td><p>(m^2*s*sr)^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>ELECTMP</p></td>
+<td><p>Electron Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>ELSCT</p></td>
+<td><p>Elevation of snow covered terrain</p></td>
+<td><p>(Code table 4.216)</p></td>
+</tr>
+<tr class="row-odd"><td><p>EHELX</p></td>
+<td><p>Energy helicity index</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>EATM</p></td>
+<td><p>Entire atmosphere (considered as a single layer)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>EA</p></td>
+<td><p>Entire Atmosphere</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>EATM</p></td>
+<td><p>Entire Atmosphere</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>NONE</p></td>
+<td><p>Entire Atmosphere</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>EOCN</p></td>
+<td><p>Entire ocean (considered as a single layer)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>EOCN</p></td>
+<td><p>Entire Ocean</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>NONE</p></td>
+<td><p>Entire Ocean</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>EHLT</p></td>
+<td><p>Equilibrium level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>EHLT</p></td>
+<td><p>Equilibrium Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>REFZC</p></td>
+<td><p>Equivalent radar reflectivity factor for parameterized convection</p></td>
+<td><p>m m6 m-3</p></td>
+</tr>
+<tr class="row-even"><td><p>REFZR</p></td>
+<td><p>Equivalent radar reflectivity factor for rain</p></td>
+<td><p>m m6 m-3</p></td>
+</tr>
+<tr class="row-odd"><td><p>REFZI</p></td>
+<td><p>Equivalent radar reflectivity factor for snow</p></td>
+<td><p>m m6 m-3</p></td>
+</tr>
+<tr class="row-even"><td><p>ESTPC</p></td>
+<td><p>Estimated precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>ESTUWIND</p></td>
+<td><p>Estimated u component of wind</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>ESTVWIND</p></td>
+<td><p>Estimated v component of wind</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>ELYR</p></td>
+<td><p>Eta Level</p></td>
+<td><p>Eta value</p></td>
+</tr>
+<tr class="row-even"><td><p>ETAL</p></td>
+<td><p>Eta Level</p></td>
+<td><p>Eta value</p></td>
+</tr>
+<tr class="row-odd"><td><p>EUVRAD</p></td>
+<td><p>EUV Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>EVP</p></td>
+<td><p>Evaporation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>EVP</p></td>
+<td><p>Evaporation
+Evaporation - Precipitation</p></td>
+<td><p>mm
+cm/day  EMNP</p></td>
+</tr>
+<tr class="row-even"><td><p>EMNP</p></td>
+<td><p>Evaporation - Precipitation</p></td>
+<td><p>cm/day</p></td>
+</tr>
+<tr class="row-odd"><td><p>EMNP</p></td>
+<td><p>Evaporation - Precipitation</p></td>
+<td><p>cm per day</p></td>
+</tr>
+<tr class="row-even"><td><p>EVAPT</p></td>
+<td><p>Evapotranspiration</p></td>
+<td><p>kg^-2*s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>SFEXC</p></td>
+<td><p>Exchange coefficient</p></td>
+<td><p>kg*m^-2*s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>SFEXC</p></td>
+<td><p>Exchange coefficient</p></td>
+<td><p>mm * s</p></td>
+</tr>
+<tr class="row-odd"><td><p>ETCWL</p></td>
+<td><p>Extra Tropical Storm Surge Combined Surge and Tide</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ETSRG</p></td>
+<td><p>Extra Tropical Storm Surge</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>F107</p></td>
+<td><p>F10.7</p></td>
+<td><p>W*m^2*H*z^1</p></td>
+</tr>
+<tr class="row-even"><td><p>FLDCP</p></td>
+<td><p>Field Capacity</p></td>
+<td><p>fraction</p></td>
+</tr>
+<tr class="row-odd"><td><p>FIREDI</p></td>
+<td><p>Fire Detection Indicator</p></td>
+<td><p>(Code Table 4.223)</p></td>
+</tr>
+<tr class="row-even"><td><p>FIREODT</p></td>
+<td><p>Fire Outlook Due to Dry Thunderstorm</p></td>
+<td><p>index(see GRIB 2 code table 4.224)</p></td>
+</tr>
+<tr class="row-odd"><td><p>FIREOLK</p></td>
+<td><p>Fire Outlook</p></td>
+<td><p>index (see GRIB 2 code table 4.224)</p></td>
+</tr>
+<tr class="row-even"><td><p>FFG</p></td>
+<td><p>Flash flood guidance (Encoded as an accumulation over a floating subinterval of time between the reference time and valid time)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FFRUN</p></td>
+<td><p>Flash flood runoff (Encoded as an accumulation over a floating subinterval of time)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>FLGHT</p></td>
+<td><p>Flight Category</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>QREC</p></td>
+<td><p>Flood plain recharge</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>ModelHeight0C</p></td>
+<td><p>Freezing Level Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>FRZR</p></td>
+<td><p>Freezing Rain</p></td>
+<td><p>kg/m2</p></td>
+</tr>
+<tr class="row-even"><td><p>FRZR</p></td>
+<td><p>Freezing Rain</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FPRATE</p></td>
+<td><p>Freezing Rain Precipitation Rate</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>FPRATE</p></td>
+<td><p>Freezing Rain Precipitation Rate</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>FREQ</p></td>
+<td><p>Frequency</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>FRICV</p></td>
+<td><p>Frictional velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>FRICV</p></td>
+<td><p>Frictional Velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>FRICV</p></td>
+<td><p>Friction Velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>FROZR</p></td>
+<td><p>Frozen Rain</p></td>
+<td><p>kg/m2</p></td>
+</tr>
+<tr class="row-even"><td><p>FROZR</p></td>
+<td><p>Frozen Rain</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GHT</p></td>
+<td><p>Geometrical height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>DBSS</p></td>
+<td><p>Geometric Depth Below Sea Surface</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DIST</p></td>
+<td><p>Geometric height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>GPA</p></td>
+<td><p>Geopotential height anomaly</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GH</p></td>
+<td><p>Geopotential height</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-even"><td><p>HGT</p></td>
+<td><p>Geopotential height</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-odd"><td><p>HGTN</p></td>
+<td><p>Geopotential Height (nearest grid point)</p></td>
+<td><p>gpm</p></td>
+</tr>
+<tr class="row-even"><td><p>GP</p></td>
+<td><p>Geopotential</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>GRAD</p></td>
+<td><p>Global radiation flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>GRAUP</p></td>
+<td><p>Graupel (snow pellets)</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>GRLE</p></td>
+<td><p>Grauple</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-even"><td><p>GSGSO</p></td>
+<td><p>Gravity Of Sub-Grid Scale Orography</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>GWDV</p></td>
+<td><p>Gravity wave drag meridional acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>GWDU</p></td>
+<td><p>Gravity wave drag zonal acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>GCBL</p></td>
+<td><p>Grid scale cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>GCBL</p></td>
+<td><p>Grid Scale Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>GSCBL</p></td>
+<td><p>Grid Scale Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>GCTL</p></td>
+<td><p>Grid scale cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>GCTL</p></td>
+<td><p>Grid Scale Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>GSCTL</p></td>
+<td><p>Grid Scale Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>GC137</p></td>
+<td><p>Ground deposition of Caesium 137</p></td>
+<td><p>Bq/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>GI131</p></td>
+<td><p>Ground deposition of Iodine 131</p></td>
+<td><p>Bq/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>GRADP</p></td>
+<td><p>Ground deposition of radioactive</p></td>
+<td><p>Bq/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>GFLUX</p></td>
+<td><p>Ground heat flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>SFC</p></td>
+<td><p>Ground or Water Surface</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>GWREC</p></td>
+<td><p>Groundwater recharge</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>HAIL</p></td>
+<td><p>Hail</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>HAILPROB</p></td>
+<td><p>Hail probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>HINDEX</p></td>
+<td><p>Haines Index</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>SIGHAL</p></td>
+<td><p>Hall Conductivity</p></td>
+<td><p>S*m^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>HARAD</p></td>
+<td><p>H-Alpha Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>HFLUX</p></td>
+<td><p>Heat Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>HTX</p></td>
+<td><p>Heat index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>DIFIFLUX</p></td>
+<td><p>Heavy Ion Flux (Differential)</p></td>
+<td><p>((m^2*s*sr*eV)/nuc)^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>INTIFLUX</p></td>
+<td><p>Heavy Ion Flux (iIntegral)</p></td>
+<td><p>(m^2*s*sr)^1</p></td>
+</tr>
+<tr class="row-even"><td><p>HGTAG</p></td>
+<td><p>Height above ground (see Note 1)</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>H50Above0C</p></td>
+<td><p>Height of 50 dBZ Echo Above 0C</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-even"><td><p>H50AboveM20C</p></td>
+<td><p>Height of 50 dBZ Echo Above -20C</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-odd"><td><p>H60Above0C</p></td>
+<td><p>Height of 60 dBZ Echo Above 0C</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-even"><td><p>H60AboveM20C</p></td>
+<td><p>Height of 60 dBZ Echo Above -20C</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-odd"><td><p>HELCOR</p></td>
+<td><p>Heliospheric Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>ABSRB</p></td>
+<td><p>HF Absorption</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>ABSFRQ</p></td>
+<td><p>HF Absorption Frequency</p></td>
+<td><p>Hz</p></td>
+</tr>
+<tr class="row-even"><td><p>HPRIMF</p></td>
+<td><p>h’F</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>HCBL</p></td>
+<td><p>High cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HCBL</p></td>
+<td><p>High Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HCDC</p></td>
+<td><p>High cloud cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>HCL</p></td>
+<td><p>High cloud layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HCL</p></td>
+<td><p>High Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HCLY</p></td>
+<td><p>High Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HCTL</p></td>
+<td><p>High cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HCTL</p></td>
+<td><p>High Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HSCLW</p></td>
+<td><p>Highest top level of supercooled liquid water layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HSCLW</p></td>
+<td><p>Highest Top Level of Supercooled Liquid Water Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HTSLW</p></td>
+<td><p>Highest Top Level of Supercooled Liquid Water Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HTFL</p></td>
+<td><p>Highest tropospheric freezing level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HTFL</p></td>
+<td><p>Highest Tropospheric Freezing Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HighLayerCompositeReflectivity</p></td>
+<td><p>High Layer Composite Reflectivity (24-60 kft)</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>HAVNI</p></td>
+<td><p>High-Level aviation interest</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HRCONO</p></td>
+<td><p>High risk convective outlook</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-odd"><td><p>MCONV</p></td>
+<td><p>Horizontal Moisture Convergence</p></td>
+<td><p>kg kg-1 s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>HMC</p></td>
+<td><p>Horizontal moisture convergence</p></td>
+<td><p>kg/kg*s</p></td>
+</tr>
+<tr class="row-odd"><td><p>MCONV</p></td>
+<td><p>Horizontal Moisture Divergence</p></td>
+<td><p>kg kg-1 s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>MCONV</p></td>
+<td><p>Horizontal Moisture Divergence</p></td>
+<td><p>kg*kg^-1*s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>MCONV</p></td>
+<td><p>Horizontal moisture divergence</p></td>
+<td><p>kg/kg*s</p></td>
+</tr>
+<tr class="row-even"><td><p>MCONV</p></td>
+<td><p>Horizontal Moisture Divergence</p></td>
+<td><p>kg/kg*s</p></td>
+</tr>
+<tr class="row-odd"><td><p>MFLX</p></td>
+<td><p>Horizontal momentum flux</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>MFLX</p></td>
+<td><p>Horizontal Momentum Flux</p></td>
+<td><p>N * m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>MFLX</p></td>
+<td><p>Horizontal Momentum Flux</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>CompositeReflectivityMaxHourly</p></td>
+<td><p>Hourly Composite Reflectivity Maximum</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>MAXDVV</p></td>
+<td><p>Hourly Maximum of Downward Vertical Vorticity in the lowest 400hPa</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>MAXREF</p></td>
+<td><p>Hourly Maximum of Simulated Reflectivity at 1 km AGL</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>MXUPHL</p></td>
+<td><p>Hourly Maximum of Updraft Helicity over Layer 2-5 km AGL</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>MXUPHL</p></td>
+<td><p>Hourly Maximum of Updraft Helicity over Layer 2km to 5 km AGL</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>MAXUVV</p></td>
+<td><p>Hourly Maximum of Upward Vertical Vorticity in the lowest 400hPa</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>MIXR</p></td>
+<td><p>Humidity Mixing Ratio</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>MIXR</p></td>
+<td><p>Humidity mixing ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>RCQ</p></td>
+<td><p>Humidity parameterin canopy conductance</p></td>
+<td><p>Fraction</p></td>
+</tr>
+<tr class="row-odd"><td><p>RCQ</p></td>
+<td><p>Humidity parameter in canopy conductance</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>HYBL</p></td>
+<td><p>Hybrid Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>HCBB</p></td>
+<td><p>ICAO Height at Cumulonimbus Bas</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>HCBT</p></td>
+<td><p>ICAO Height at Cumulonimbus To</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>HECBB</p></td>
+<td><p>ICAO Height at Embedded Cumulonimbus Bas</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>HECBT</p></td>
+<td><p>ICAO Height at Embedded Cumulonimbus To</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICAHT</p></td>
+<td><p>ICAO Standard Atmosphere Reference Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ICEC</p></td>
+<td><p>Ice cover</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICED</p></td>
+<td><p>Ice divergence</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>FICE</p></td>
+<td><p>Ice fraction of total condensate</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>FICE</p></td>
+<td><p>Ice fraction of total condensate</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>FICE</p></td>
+<td><p>Ice fraction of total condensate</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>surface</p></td>
+<td><p>Ice-free water</p></td>
+<td><p>ICWAT</p></td>
+</tr>
+<tr class="row-even"><td><p>ICWAT</p></td>
+<td><p>Ice-free water surface</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICEG</p></td>
+<td><p>Ice growth rate</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>IPRATE</p></td>
+<td><p>Ice Pellets Precipitation Rate</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>IPRATE</p></td>
+<td><p>Ice Pellets Precipitation Rate</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-even"><td><p>ICE T</p></td>
+<td><p>Ice Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICETK</p></td>
+<td><p>Ice thickness</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ICMR</p></td>
+<td><p>Ice Water Mixing Ratio</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICMR</p></td>
+<td><p>Ice water mixing ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>ICIB</p></td>
+<td><p>Icing base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICIB</p></td>
+<td><p>Icing Base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>ICIP</p></td>
+<td><p>Icing</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICIP</p></td>
+<td><p>Icing Potential</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>TIPD</p></td>
+<td><p>Icing Potential</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICPRB</p></td>
+<td><p>Icing probability</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>ICI</p></td>
+<td><p>Icing
+Icing Severity</p></td>
+<td><p>See Table 4.207
+ICI</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICSEV</p></td>
+<td><p>Icing severity</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>ICIT</p></td>
+<td><p>Icing top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>ICIT</p></td>
+<td><p>Icing Top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>CTP</p></td>
+<td><p>In-Cloud Turbulence</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>IRBand4</p></td>
+<td><p>Infrared Imagery</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>INSTRR</p></td>
+<td><p>Instantaneous rain rate</p></td>
+<td><p>mm / s</p></td>
+</tr>
+<tr class="row-odd"><td><p>LIPMF</p></td>
+<td><p>Integrated column particulate matter (fine)</p></td>
+<td><p>log10(mg * m^-3)</p></td>
+</tr>
+<tr class="row-even"><td><p>LIPMF</p></td>
+<td><p>Integrated column particulate matter (fine)</p></td>
+<td><p>log10(mm*g/m^3)</p></td>
+</tr>
+<tr class="row-odd"><td><p>ILIQW</p></td>
+<td><p>Integrated Liquid Water</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>ILW</p></td>
+<td><p>Integrated liquid water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSI</p></td>
+<td><p>Integrated Solar Irradiance</p></td>
+<td><p>W*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>INTFD</p></td>
+<td><p>Interface Depths</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>IMFTSW</p></td>
+<td><p>Inverse Mean Frequency of The Total Swell</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>IMFWW</p></td>
+<td><p>Inverse Mean Frequency of The Wind Waves</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>IMWF</p></td>
+<td><p>Inverse Mean Wave Frequency</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>IONDEN</p></td>
+<td><p>Ion Density</p></td>
+<td><p>m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>IDRL</p></td>
+<td><p>Ionospheric D-region level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>IERL</p></td>
+<td><p>Ionospheric E-region level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>IF1RL</p></td>
+<td><p>Ionospheric F1-region level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>IF2RL</p></td>
+<td><p>Ionospheric F2-region level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>IONTMP</p></td>
+<td><p>Ion Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>THEL</p></td>
+<td><p>Isentropic (theta) level</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>ISBL</p></td>
+<td><p>Isobaric Surface</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>TMPL</p></td>
+<td><p>Isothermal Level</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>KX</p></td>
+<td><p>K index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>KENG</p></td>
+<td><p>Kinetic Energy</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>MELBRNE</p></td>
+<td><p>KNES1</p></td>
+<td><p>1</p></td>
+</tr>
+<tr class="row-even"><td><p>KOX</p></td>
+<td><p>KO index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>BENINX</p></td>
+<td><p>Kurtosis of The Sea Surface Elevation Due to Waves</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LAND</p></td>
+<td><p>Land cover (0=sea, 1=land)</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>LANDN</p></td>
+<td><p>Land-sea coverage (nearest neighbor)</p></td>
+<td><p>[land=1,sea=0]</p></td>
+</tr>
+<tr class="row-even"><td><p>LSPA</p></td>
+<td><p>Land Surface Precipitation Accumulation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>LANDU</p></td>
+<td><p>Land use</p></td>
+<td><p>(Code table 4.212)</p></td>
+</tr>
+<tr class="row-even"><td><p>LAPR</p></td>
+<td><p>Lapse rate</p></td>
+<td><p>K/m</p></td>
+</tr>
+<tr class="row-odd"><td><p>LRGHR</p></td>
+<td><p>Large Scale Condensate Heating rate</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-even"><td><p>LRGMR</p></td>
+<td><p>Large scale moistening rate</p></td>
+<td><p>kg/kg/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>NCPCP</p></td>
+<td><p>Large-Scale Precipitation (non-convective)</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>NCPCP</p></td>
+<td><p>Large scale precipitation (non-convective)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>LSPRATE</p></td>
+<td><p>Large Scale Precipitation Rate</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>LSPRATE</p></td>
+<td><p>Large Scale Precipitation Rate</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>LSSRATE</p></td>
+<td><p>Large Scale Snowfall Rate</p></td>
+<td><p>m s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>LSSRATE</p></td>
+<td><p>Large Scale Snowfall Rate</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>LSSRWE</p></td>
+<td><p>Large Scale Snowfall Rate Water Equivalent</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>LSSRWE</p></td>
+<td><p>Large Scale Snowfall Rate Water Equivalent</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNO L</p></td>
+<td><p>Large-Scale Snow</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOL</p></td>
+<td><p>Large scale snow</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>LSWP</p></td>
+<td><p>Large Scale Water Precipitation (Non-Convective)</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>LSWP</p></td>
+<td><p>Large Scale Water Precipitation (Non-Convective)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>LHTFL</p></td>
+<td><p>Latent heat net flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NLAT</p></td>
+<td><p>Latitude (-90 to +90)</p></td>
+<td><p>deg</p></td>
+</tr>
+<tr class="row-odd"><td><p>NLAT</p></td>
+<td><p>Latitude (-90 to +90)</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-even"><td><p>NLATN</p></td>
+<td><p>Latitude (nearest neighbor) (-90 to +90)</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-odd"><td><p>LAPP</p></td>
+<td><p>Latitude of Presure Point</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-even"><td><p>LAUV</p></td>
+<td><p>Latitude of U Wind Component of Velocity</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-odd"><td><p>LAVV</p></td>
+<td><p>Latitude of V Wind Component of Velocity</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-even"><td><p>NONE</p></td>
+<td><p>Layer Between Two Depths Below Ocean Surface</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>OLYR</p></td>
+<td><p>Layer between two depths below ocean surface</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>OLYR</p></td>
+<td><p>Layer Between Two Depths Below Ocean Surface</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LBTHL</p></td>
+<td><p>Layer Between Two Hybrid Levels</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>NONE</p></td>
+<td><p>Layer Between Two Hybrid Levels</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LMBSR</p></td>
+<td><p>Layer-maximum base reflectivity</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-even"><td><p>LOS</p></td>
+<td><p>Layer Ocean Surface and 26C Ocean Isothermal Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>NONE</p></td>
+<td><p>Layer Ocean Surface and 26C Ocean Isothermal Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LAYTH</p></td>
+<td><p>Layer Thickness</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>LAI</p></td>
+<td><p>Leaf Area Index</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>PDLY</p></td>
+<td><p>Level at Specified Pressure Difference from Ground to Level</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>SPDL</p></td>
+<td><p>Level at Specified Pressure Difference from Ground to Level</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>0DEG</p></td>
+<td><p>level of 0C Isotherm</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>ADCL</p></td>
+<td><p>Level of Adiabatic Condensation Lifted from the Surface</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>CTL</p></td>
+<td><p>Level of Cloud Tops</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LTNG</p></td>
+<td><p>Lightning</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LTNG</p></td>
+<td><p>Lightning</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>LMBINT</p></td>
+<td><p>Limb Intensity</p></td>
+<td><p>J*m^2*s^1</p></td>
+</tr>
+<tr class="row-even"><td><p>ARAIN</p></td>
+<td><p>Liquid precipitation (rainfall)</p></td>
+<td><p>kg/m2</p></td>
+</tr>
+<tr class="row-odd"><td><p>ARAIN</p></td>
+<td><p>Liquid precipitation (rainfall)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>LSOIL</p></td>
+<td><p>Liquid soil moisture content (non-frozen)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>LIQVSM</p></td>
+<td><p>Liquid Volumetric Soil Moisture (Non-Frozen)</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>SOILL</p></td>
+<td><p>Liquid volumetric soil moisture (non-frozen)</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>LOPP</p></td>
+<td><p>Longitude of Presure Point</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-even"><td><p>LOUV</p></td>
+<td><p>Longitude of U Wind Component of Velocity</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-odd"><td><p>LOVV</p></td>
+<td><p>Longitude of V Wind Component of Velocity</p></td>
+<td><p>degrees</p></td>
+</tr>
+<tr class="row-even"><td><p>LWAVR</p></td>
+<td><p>Long wave radiation flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>LWHR</p></td>
+<td><p>Long-Wave Radiative Heating Rate</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-even"><td><p>LCBL</p></td>
+<td><p>Low cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LCBL</p></td>
+<td><p>Low Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LCDC</p></td>
+<td><p>Low cloud cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>LCLY</p></td>
+<td><p>Low Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LCY</p></td>
+<td><p>Low cloud layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LCY</p></td>
+<td><p>Low Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LCTL</p></td>
+<td><p>Low cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LCTL</p></td>
+<td><p>Low Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LLSM</p></td>
+<td><p>Lower layer soil moisture</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>LBSLW</p></td>
+<td><p>Lowest Bottom Level of Supercooled Liquid Water Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LSCLW</p></td>
+<td><p>Lowest bottom level of supercooled liquid water layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LSCLW</p></td>
+<td><p>Lowest Bottom Level of Supercooled Liquid Water Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LLTW</p></td>
+<td><p>Lowest level of the wet bulb zero</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>LLTW</p></td>
+<td><p>Lowest Level of the Wet Bulb Zero</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LWBZ</p></td>
+<td><p>Lowest Level of the Wet Bulb Zero</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>WBZ</p></td>
+<td><p>Lowest Level of the Wet Bulb Zero</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>LowLayerCompositeReflectivity</p></td>
+<td><p>Low Layer Composite Reflectivity (0-24 kft)</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>LAVNI</p></td>
+<td><p>Low-Level aviation interest</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MergedAzShear02kmAGL</p></td>
+<td><p>Low-Level Azimuthal Shear (0-2km AGL)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>LLCompositeReflectivity</p></td>
+<td><p>Low-Level Composite Reflectivity</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>HeightLLCompositeReflectivity</p></td>
+<td><p>Low-Level Composite Reflectivity Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>RotationTrackLL120min</p></td>
+<td><p>Low-Level Rotation Tracks 0-2km AGL (120 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RotationTrackLL1440min</p></td>
+<td><p>Low-Level Rotation Tracks 0-2km AGL (1440 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>RotationTrackLL240min</p></td>
+<td><p>Low-Level Rotation Tracks 0-2km AGL (240 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RotationTrackLL30min</p></td>
+<td><p>Low-Level Rotation Tracks 0-2km AGL (30 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>RotationTrackLL360min</p></td>
+<td><p>Low-Level Rotation Tracks 0-2km AGL (360 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RotationTrackLL60min</p></td>
+<td><p>Low-Level Rotation Tracks 0-2km AGL (60 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>BTOT</p></td>
+<td><p>Magnetic Field Magnitude</p></td>
+<td><p>T</p></td>
+</tr>
+<tr class="row-even"><td><p>MTHA</p></td>
+<td><p>Main thermocline anomaly</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>MTHD</p></td>
+<td><p>Main thermocline depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>LMH</p></td>
+<td><p>Mass Point Model Surface</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>MAXAH</p></td>
+<td><p>Maximum absolute humidity</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>MAXAH</p></td>
+<td><p>Maximum Absolute Humidity</p></td>
+<td><p>kg m-3</p></td>
+</tr>
+<tr class="row-odd"><td><p>MACAT</p></td>
+<td><p>Maximum Cloud Air Turbulence Potential</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>REFC</p></td>
+<td><p>Maximum/Composite radar reflectivity</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>MTHE</p></td>
+<td><p>Maximum equivalent potential temperature level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MTHE</p></td>
+<td><p>Maximum Equivalent Potential Temperature level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>MESH</p></td>
+<td><p>Maximum Estimated Size of Hail (MESH)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MAIP</p></td>
+<td><p>Maximum Icing Potential</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MAXWH</p></td>
+<td><p>Maximum Individual Wave Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>PRPMax</p></td>
+<td><p>Maximum Precipitation Return Period</p></td>
+<td><p>year</p></td>
+</tr>
+<tr class="row-odd"><td><p>QPEFFGMax</p></td>
+<td><p>Maximum QPE-to-FFG Ratio</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>MAXRH</p></td>
+<td><p>Maximum relative humidity</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>MAXRH</p></td>
+<td><p>Maximum Relative Humidity</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>MXSALB</p></td>
+<td><p>Maximum snow albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>MXSALB</p></td>
+<td><p>Maximum Snow Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>MXSALB</p></td>
+<td><p>Maximum Snow Albedo*</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>QMAX</p></td>
+<td><p>Maximum specific humidity at 2m</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>TMAX</p></td>
+<td><p>Maximum temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>MWSL</p></td>
+<td><p>Maximum Wind Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MAXWS</p></td>
+<td><p>Maximum wind speed</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>MACTP</p></td>
+<td><p>Max in-Cloud Turbulence Potential</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MECAT</p></td>
+<td><p>Mean Cloud Air Turbulence Potential</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MEI</p></td>
+<td><p>Mean Icing Potential</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MECTP</p></td>
+<td><p>Mean in-Cloud Turbulence Potential</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MWSPER</p></td>
+<td><p>Mean period of combined wind waves and swell</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>SWPER</p></td>
+<td><p>Mean period of swell waves</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>WVPER</p></td>
+<td><p>Mean period of wind waves</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>MSL</p></td>
+<td><p>Mean Sea Level</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>M2SPW</p></td>
+<td><p>Mean square slope of waves</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MZPTSW</p></td>
+<td><p>Mean Zero-Crossing Period of The Total Swell</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>MZPWW</p></td>
+<td><p>Mean Zero-Crossing Period of The Wind Waves</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>MZWPER</p></td>
+<td><p>Mean Zero-Crossing Wave Period</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>MCDC</p></td>
+<td><p>Medium cloud cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>MergedBaseReflectivityQC</p></td>
+<td><p>Merged Base Reflectivity</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>MergedReflectivityAtLowestAltitude</p></td>
+<td><p>Merged Reflectivity At Lowest Altitude (RALA)</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>VGWD</p></td>
+<td><p>Meridional flux of gravity wave stress</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>V-GWD</p></td>
+<td><p>Meridional Flux of Gravity Wave Stress</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>MESHTrack120min</p></td>
+<td><p>MESH Tracks (120 min. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MESHTrack1440min</p></td>
+<td><p>MESH Tracks (1440 min. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MESHTrack240min</p></td>
+<td><p>MESH Tracks (240 min. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MESHTrack30min</p></td>
+<td><p>MESH Tracks (30 min. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MESHTrack360min</p></td>
+<td><p>MESH Tracks (360 min. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MESHTrack60min</p></td>
+<td><p>MESH Tracks (60 min. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MCBL</p></td>
+<td><p>Middle cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>MCBL</p></td>
+<td><p>Middle Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MCLY</p></td>
+<td><p>Middle Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>MCY</p></td>
+<td><p>Middle cloud layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MCY</p></td>
+<td><p>Middle Cloud Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>MCTL</p></td>
+<td><p>Middle cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MCTL</p></td>
+<td><p>Middle Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>MergedAzShear36kmAGL</p></td>
+<td><p>Mid-Level Azimuthal Shear (3-6km AGL)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RotationTrackML120min</p></td>
+<td><p>Mid-Level Rotation Tracks 3-6km AGL (120 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>RotationTrackML1440min</p></td>
+<td><p>Mid-Level Rotation Tracks 3-6km AGL (1440 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RotationTrackML240min</p></td>
+<td><p>Mid-Level Rotation Tracks 3-6km AGL (240 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>RotationTrackML30min</p></td>
+<td><p>Mid-Level Rotation Tracks 3-6km AGL (30 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RotationTrackML360min</p></td>
+<td><p>Mid-Level Rotation Tracks 3-6km AGL (360 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>RotationTrackML60min</p></td>
+<td><p>Mid-Level Rotation Tracks 3-6km AGL (60 min. accum.)</p></td>
+<td><p>1/s</p></td>
+</tr>
+<tr class="row-even"><td><p>RSMIN</p></td>
+<td><p>Minimal stomatal resistance</p></td>
+<td><p>s/m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DEPMN</p></td>
+<td><p>Minimum dew point depression</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>MINRH</p></td>
+<td><p>Minimum Relative Humidity</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>QMIN</p></td>
+<td><p>Minimum specific humidity at 2m</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>TMIN</p></td>
+<td><p>Minimum temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>Entire Atmosphere</p></td>
+<td><p>Missing200</p></td>
+<td><p>200</p></td>
+</tr>
+<tr class="row-even"><td><p>MIXHT</p></td>
+<td><p>mixed layer depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>MIXHT</p></td>
+<td><p>Mixed Layer Depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>MIXL</p></td>
+<td><p>Mixed Layer Depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>MLYNO</p></td>
+<td><p>Model Layer number (From bottom up)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>MTHT</p></td>
+<td><p>Model terrain height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>MRCONO</p></td>
+<td><p>Moderate risk convective outlook</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-even"><td><p>MSTAV</p></td>
+<td><p>Moisture availability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>UFLX</p></td>
+<td><p>Momentum flux, u component</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>VFLX</p></td>
+<td><p>Momentum flux, v component</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>MNTSF</p></td>
+<td><p>Montgomery stream function</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>MSLET</p></td>
+<td><p>MSLP (Eta model reduction)</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>MSLPM</p></td>
+<td><p>MSLP (MAPS System Reduction)</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>NLGSP</p></td>
+<td><p>Natural Log of Surface Pressure</p></td>
+<td><p>ln(kPa)</p></td>
+</tr>
+<tr class="row-odd"><td><p>NBDSF</p></td>
+<td><p>Near IR Beam Downward Solar Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NBSALB</p></td>
+<td><p>Near IR, Black Sky Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>NDDSF</p></td>
+<td><p>Near IR Diffuse Downward Solar Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NWSALB</p></td>
+<td><p>Near IR, White Sky Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>AOHFLX</p></td>
+<td><p>Net Air-Ocean Heat Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NLWRCS</p></td>
+<td><p>Net Long-Wave Radiation Flux, Clear Sky</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>NLWRS</p></td>
+<td><p>Net long wave radiation flux (surface)</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NLWRT</p></td>
+<td><p>Net long wave radiation flux (top of atmosphere)</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>NLWRF</p></td>
+<td><p>Net Long-Wave Radiation Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NSWRFCS</p></td>
+<td><p>Net Short-Wave Radiation Flux, Clear Sky</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>NSWRS</p></td>
+<td><p>Net short-wave radiation flux (surface)</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NSWRT</p></td>
+<td><p>Net short-wave radiation flux (top of atmosphere)</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>NSWRF</p></td>
+<td><p>Net Short Wave Radiation Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>NTAT</p></td>
+<td><p>Nominal Top of the Atmosphere</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>CDLYR</p></td>
+<td><p>Non-convective cloud cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>CDLYR</p></td>
+<td><p>Non-Convective Cloud Cover
+non-dim</p></td>
+<td><p>%
+CD</p></td>
+</tr>
+<tr class="row-odd"><td><p>NWSTR</p></td>
+<td><p>Normalised Waves Stress</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>NDVI</p></td>
+<td><p>Normalized Difference Vegetation Index</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>NCIP</p></td>
+<td><p>Number concentration for ice particles</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>NCIP</p></td>
+<td><p>Number concentration for ice particles</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>MIXLY</p></td>
+<td><p>Number of mixed layers next to surface</p></td>
+<td><p>integer</p></td>
+</tr>
+<tr class="row-even"><td><p>NPIXU</p></td>
+<td><p>Number Of Pixels Used</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>RLYRS</p></td>
+<td><p>Number of soil layers in root zone</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>RLYRS</p></td>
+<td><p>Number of soil layers in root zone</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>RLYRS</p></td>
+<td><p>Number of soil layers in root zone</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>OHC</p></td>
+<td><p>Ocean Heat Content</p></td>
+<td><p>J/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>OITL</p></td>
+<td><p>Ocean Isotherm Level (1/10 deg C)</p></td>
+<td><p>C</p></td>
+</tr>
+<tr class="row-even"><td><p>NONE</p></td>
+<td><p>Ocean Isotherm Level</p></td>
+<td><p>1/10 ℃</p></td>
+</tr>
+<tr class="row-odd"><td><p>OITL</p></td>
+<td><p>Ocean Isotherm Level</p></td>
+<td><p>1/10 ℃</p></td>
+</tr>
+<tr class="row-even"><td><p>NONE</p></td>
+<td><p>Ocean Mixed Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>OML</p></td>
+<td><p>Ocean Mixed Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>P2OMLT</p></td>
+<td><p>Ocean Mixed Layer Potential Density (Reference 2000m)</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>OMLU</p></td>
+<td><p>Ocean Mixed Layer U Velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>OMLV</p></td>
+<td><p>Ocean Mixed Layer V Velocity</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>ELEV</p></td>
+<td><p>Ocean Surface Elevation Relative to Geoid</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>OMGALF</p></td>
+<td><p>Omega (Dp/Dt) divide by density</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>EWATR</p></td>
+<td><p>Open water evaporation (standing water)</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>OSD</p></td>
+<td><p>Ordered Sequence of Data</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>OSEQ</p></td>
+<td><p>Ordered Sequence of Data</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>OZCON</p></td>
+<td><p>Ozone Concentration (PPB)</p></td>
+<td><p>PPB</p></td>
+</tr>
+<tr class="row-odd"><td><p>OZMAX1</p></td>
+<td><p>Ozone Daily Max from 1-hour Average</p></td>
+<td><p>ppbV</p></td>
+</tr>
+<tr class="row-even"><td><p>OZMAX8</p></td>
+<td><p>Ozone Daily Max from 8-hour Average</p></td>
+<td><p>ppbV</p></td>
+</tr>
+<tr class="row-odd"><td><p>O3MR</p></td>
+<td><p>Ozone Mixing Ratio</p></td>
+<td><p>kg * kg^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>O3MR</p></td>
+<td><p>Ozone mixing ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>O3MR</p></td>
+<td><p>Ozone Mixing Ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>POZO</p></td>
+<td><p>Ozone production from col ozone term</p></td>
+<td><p>kg/kg/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>POZT</p></td>
+<td><p>Ozone production from temperature term</p></td>
+<td><p>kg/kg/s</p></td>
+</tr>
+<tr class="row-even"><td><p>POZ</p></td>
+<td><p>Ozone production</p></td>
+<td><p>kg/kg/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>TOZ</p></td>
+<td><p>Ozone tendency</p></td>
+<td><p>kg/kg/s</p></td>
+</tr>
+<tr class="row-even"><td><p>VDFOZ</p></td>
+<td><p>Ozone vertical diffusion</p></td>
+<td><p>kg/kg/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SIGPAR</p></td>
+<td><p>Parallel Conductivity</p></td>
+<td><p>S*m^1</p></td>
+</tr>
+<tr class="row-even"><td><p>PRATMP</p></td>
+<td><p>Parallel Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>PLI</p></td>
+<td><p>Parcel lifted index (to 500 mb)</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>PLSMDEN</p></td>
+<td><p>Particle Number Density</p></td>
+<td><p>m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>PMTC</p></td>
+<td><p>Particulate matter (coarse)</p></td>
+<td><p>mg * m^-3</p></td>
+</tr>
+<tr class="row-even"><td><p>PMTC</p></td>
+<td><p>Particulate matter (coarse)</p></td>
+<td><p>mm*g/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>LPMTF</p></td>
+<td><p>Particulate matter (fine)</p></td>
+<td><p>log10(mg * m^-3)</p></td>
+</tr>
+<tr class="row-even"><td><p>LPMTF</p></td>
+<td><p>Particulate matter (fine)</p></td>
+<td><p>log10(mm*g/m^3)</p></td>
+</tr>
+<tr class="row-odd"><td><p>PMTF</p></td>
+<td><p>Particulate matter (fine)</p></td>
+<td><p>mg * m^-3</p></td>
+</tr>
+<tr class="row-even"><td><p>PMTF</p></td>
+<td><p>Particulate matter (fine)</p></td>
+<td><p>mm*g/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>PPERTS</p></td>
+<td><p>Peak Period of The Total Swell</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>PPERWW</p></td>
+<td><p>Peak Period of The Wind Waves</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>PWPER</p></td>
+<td><p>Peak Wave Period</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>SIGPED</p></td>
+<td><p>Pedersen Conductivity</p></td>
+<td><p>S*m^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>CPOFP</p></td>
+<td><p>Percent frozen precipitation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PCTP1</p></td>
+<td><p>Percent pcpn in 1st 6-h sub-period of 24 hr period</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PCTP2</p></td>
+<td><p>Percent pcpn in 2nd 6-h sub-period of 24 hr period</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PCTP3</p></td>
+<td><p>Percent pcpn in 3rd 6-h sub-period of 24 hr period</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PCTP4</p></td>
+<td><p>Percent pcpn in 4th 6-h sub-period of 24 hr period</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PPSUB</p></td>
+<td><p>Percent precipitation in a sub-period of an overall period (Encoded as per cent accumulation over the sub-period)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PMAXWH</p></td>
+<td><p>Period of Maximum Individual Wave Height</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>PRPTMP</p></td>
+<td><p>Perpendicular Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>PHOTAR</p></td>
+<td><p>Photosynthetically Active Radiation</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>PIXST</p></td>
+<td><p>Pixel scene type</p></td>
+<td><p>(Code table 4.218)</p></td>
+</tr>
+<tr class="row-odd"><td><p>BLD</p></td>
+<td><p>Planetary Boundary Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>HPBL</p></td>
+<td><p>Planetary boundary layer height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>HPBL</p></td>
+<td><p>Planetary Boundary Layer Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>PLBL</p></td>
+<td><p>Planetary Boundary Layer</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>PBLR</p></td>
+<td><p>Planetary boundary layer regime</p></td>
+<td><p>(Code table 4.209)</p></td>
+</tr>
+<tr class="row-even"><td><p>PBLREG</p></td>
+<td><p>Planetary Boundary Layer Regime</p></td>
+<td><p>See Table 4.209</p></td>
+</tr>
+<tr class="row-odd"><td><p>CNWAT</p></td>
+<td><p>Plant canopy surface water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>PDMAX1</p></td>
+<td><p>PM 2.5 Daily Max from 1-hour Average</p></td>
+<td><p>ug/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>PDMAX24</p></td>
+<td><p>PM 2.5 Daily Max from 24-hour Average</p></td>
+<td><p>ug/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>PEVAP</p></td>
+<td><p>Potential Evaporation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>PEVAP</p></td>
+<td><p>Potential evaporation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>PEVAP</p></td>
+<td><p>Potential Evaporation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>PEVPR</p></td>
+<td><p>Potential Evaporation Rage</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>PEVPR</p></td>
+<td><p>Potential evaporation rate</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>PEVPR</p></td>
+<td><p>Potential Evaporation Rate</p></td>
+<td><p>W m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>THZ0</p></td>
+<td><p>Potential temperature at top of viscous sublayer</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>POT</p></td>
+<td><p>Potential temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>POT</p></td>
+<td><p>Potential temperature (theta)</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>PV</p></td>
+<td><p>Potential vorticity</p></td>
+<td><p>K *m^-2 *kg^-1 *s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>PV</p></td>
+<td><p>Potential vorticity</p></td>
+<td><p>K *m^-2* kg^-1 *s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>PVL</p></td>
+<td><p>Potential Vorticity</p></td>
+<td><p>K * m^2/kg^1*s^1</p></td>
+</tr>
+<tr class="row-even"><td><p>PVORT</p></td>
+<td><p>Potential vorticity</p></td>
+<td><p>K * m^2 * kg^-1* s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>PVMWW</p></td>
+<td><p>Potential Vorticity (Mass-Weighted)</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>PWC</p></td>
+<td><p>Precipitable water category</p></td>
+<td><p>(Code table 4.202)</p></td>
+</tr>
+<tr class="row-odd"><td><p>PWCAT</p></td>
+<td><p>Precipitable Water Category</p></td>
+<td><p>See Table 4.202</p></td>
+</tr>
+<tr class="row-even"><td><p>P WAT</p></td>
+<td><p>Precipitable Water</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>PWAT</p></td>
+<td><p>Precipitable water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>PRCP</p></td>
+<td><p>Precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRATE</p></td>
+<td><p>Precipitation Rate</p></td>
+<td><p>kg m-2 s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>PRATE</p></td>
+<td><p>Precipitation rate</p></td>
+<td><p>mm / s</p></td>
+</tr>
+<tr class="row-odd"><td><p>PTYPE</p></td>
+<td><p>Precipitation type</p></td>
+<td><p>(Code table 4.201)</p></td>
+</tr>
+<tr class="row-even"><td><p>PTYPE</p></td>
+<td><p>Precipitation Type</p></td>
+<td><p>See Table 4.201</p></td>
+</tr>
+<tr class="row-odd"><td><p>PR</p></td>
+<td><p>Precip rate</p></td>
+<td><p>mm/hr</p></td>
+</tr>
+<tr class="row-even"><td><p>(See note 3)</p></td>
+<td><p>Predominant Weather</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>PWTHER</p></td>
+<td><p>Predominant Weather</p></td>
+<td><p>Numeric (See note 3)</p></td>
+</tr>
+<tr class="row-even"><td><p>PALT</p></td>
+<td><p>Pressure altitude</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRESA</p></td>
+<td><p>Pressure anomaly</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PCBB</p></td>
+<td><p>Pressure at Cumulonimbus Bas</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>PCBT</p></td>
+<td><p>Pressure at Cumulonimbus To</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PECBB</p></td>
+<td><p>Pressure at Embedded Cumulonimbus Bas</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>PECBT</p></td>
+<td><p>Pressure at Embedded Cumulonimbus To</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PRESDEV</p></td>
+<td><p>Pressure deviation from ground to level</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRESD</p></td>
+<td><p>Pressure deviation from mean sea level</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PRESN</p></td>
+<td><p>Pressure (nearest grid point)</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>PLPL</p></td>
+<td><p>Pressure of level from which parcel was lifted</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PLPL</p></td>
+<td><p>Pressure of most parcel with highest theta-e in lowest 300 mb</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>P</p></td>
+<td><p>Pressure</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PRES</p></td>
+<td><p>Pressure</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRES</p></td>
+<td><p>Pressure</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>PRMSL</p></td>
+<td><p>Pressure reduced to MSL</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>PTEND</p></td>
+<td><p>Pressure tendency</p></td>
+<td><p>Pa/s</p></td>
+</tr>
+<tr class="row-even"><td><p>DIRPW</p></td>
+<td><p>Primary wave direction</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-odd"><td><p>PERPW</p></td>
+<td><p>Primary wave mean period</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>POP</p></td>
+<td><p>Probability of 0.01 inches of precipitation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>POP</p></td>
+<td><p>Probability of 0.01 inch of precipitation (POP)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PROCON</p></td>
+<td><p>Probability of Convection</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PPFFG</p></td>
+<td><p>Probability of Excessive Rain</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>CPOZP</p></td>
+<td><p>Probability of Freezing Precipitation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PFREZPREC</p></td>
+<td><p>Probability of Freezing Precipitation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>CPOFP</p></td>
+<td><p>Probability of Frozen Precipitation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PFROZPREC</p></td>
+<td><p>Probability of Frozen Precipitation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PPFFG</p></td>
+<td><p>Probability of precipitation exceeding flash flood guidance values</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>POSH</p></td>
+<td><p>Probability of Severe Hail (POSH)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>WarmRainProbability</p></td>
+<td><p>Probability of Warm Rain</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>CWR</p></td>
+<td><p>Probability of Wetting Rain, exceeding in 0.10” in a given time period</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PTAN</p></td>
+<td><p>Prob of Temperature above normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PTBN</p></td>
+<td><p>Prob of Temperature below normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PTNN</p></td>
+<td><p>Prob of Temperature near normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PPAN</p></td>
+<td><p>Prob of Total Precipitation above normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PPBN</p></td>
+<td><p>Prob of Total Precipitation below normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PPNN</p></td>
+<td><p>Prob of Total Precipitation near normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PROTDEN</p></td>
+<td><p>Proton Density</p></td>
+<td><p>m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>DIFPFLUX</p></td>
+<td><p>Proton Flux (Differential)</p></td>
+<td><p>(m^2*s*sr*eV)^1</p></td>
+</tr>
+<tr class="row-even"><td><p>INTPFLUX</p></td>
+<td><p>Proton Flux (Integral)</p></td>
+<td><p>(m^2*s*sr)^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>PROTTMP</p></td>
+<td><p>Proton Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>EPOT</p></td>
+<td><p>Pseudo-adiabatic potential temperature or equivalent potential temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>MountainMapperQPE12H</p></td>
+<td><p>QPE - Mountain Mapper (12 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MountainMapperQPE01H</p></td>
+<td><p>QPE - Mountain Mapper (1 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MountainMapperQPE24H</p></td>
+<td><p>QPE - Mountain Mapper (24 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MountainMapperQPE03H</p></td>
+<td><p>QPE - Mountain Mapper (3 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MountainMapperQPE48H</p></td>
+<td><p>QPE - Mountain Mapper (48 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>MountainMapperQPE06H</p></td>
+<td><p>QPE - Mountain Mapper (6 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>MountainMapperQPE72H</p></td>
+<td><p>QPE - Mountain Mapper (72 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeOnlyQPE12H</p></td>
+<td><p>QPE - Radar Gauge Only (12 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeOnlyQPE01H</p></td>
+<td><p>QPE - Radar Gauge Only (1 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeOnlyQPE24H</p></td>
+<td><p>QPE - Radar Gauge Only (24 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeOnlyQPE03H</p></td>
+<td><p>QPE - Radar Gauge Only (3 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeOnlyQPE48H</p></td>
+<td><p>QPE - Radar Gauge Only (48 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeOnlyQPE06H</p></td>
+<td><p>QPE - Radar Gauge Only (6 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeOnlyQPE72H</p></td>
+<td><p>QPE - Radar Gauge Only (72 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>RadarOnlyQPE12H</p></td>
+<td><p>QPE - Radar Only (12 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>RadarOnlyQPE01H</p></td>
+<td><p>QPE - Radar Only (1 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>RadarOnlyQPE24H</p></td>
+<td><p>QPE - Radar Only (24 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>RadarOnlyQPE03H</p></td>
+<td><p>QPE - Radar Only (3 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>RadarOnlyQPE48H</p></td>
+<td><p>QPE - Radar Only (48 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>RadarOnlyQPE06H</p></td>
+<td><p>QPE - Radar Only (6 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>RadarOnlyQPE72H</p></td>
+<td><p>QPE - Radar Only (72 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeCorrQPE12H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (12 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeCorrQPE01H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (1 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeCorrQPE24H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (24 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeCorrQPE03H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (3 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeCorrQPE48H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (48 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>GaugeCorrQPE06H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (6 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>GaugeCorrQPE72H</p></td>
+<td><p>QPE - Radar with Gauge Bias Correction (72 hr. accum.)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>PrecipRate</p></td>
+<td><p>Radar Precipitation Rate (SPR)</p></td>
+<td><p>mm/hr</p></td>
+</tr>
+<tr class="row-even"><td><p>RadarQualityIndex</p></td>
+<td><p>Radar Quality Index (RQI)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>RDSP1</p></td>
+<td><p>Radar spectra (1)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>RDSP2</p></td>
+<td><p>Radar spectra (2)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>RDSP3</p></td>
+<td><p>Radar spectra (3)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>RDLNUM</p></td>
+<td><p>Radial number (2pi/lambda)</p></td>
+<td><p>m-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>SWRAD</p></td>
+<td><p>Radiance (with respect to wave length)</p></td>
+<td><p>W * m^-3 *sr^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>LWRAD</p></td>
+<td><p>Radiance (with respect to wave number)</p></td>
+<td><p>W * m^-1 *sr^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>EPSR</p></td>
+<td><p>Radiative emissivity</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>EPSR</p></td>
+<td><p>Radiative emissivity</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>FRAIN</p></td>
+<td><p>Rain fraction of total cloud water</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>FRAIN</p></td>
+<td><p>Rain Fraction of Total Liquid Water</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>FRAIN</p></td>
+<td><p>Rain Fraction of Total Liquid Water</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-even"><td><p>FRAIN</p></td>
+<td><p>Rain Fraction of Total Liquid Water</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>RWMR</p></td>
+<td><p>Rain Mixing Ratio</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-even"><td><p>RWMR</p></td>
+<td><p>Rain mixing ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>RPRATE</p></td>
+<td><p>Rain Precipitation Rate</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>RPRATE</p></td>
+<td><p>Rain Precipitation Rate</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>RDRIP</p></td>
+<td><p>Rate of water dropping from canopy to ground</p></td>
+<td><p>unknown</p></td>
+</tr>
+<tr class="row-even"><td><p>ground</p></td>
+<td><p>Rate of water dropping from canopy to</p></td>
+<td><p>RDRIP</p></td>
+</tr>
+<tr class="row-odd"><td><p>MergedReflectivityComposite</p></td>
+<td><p>Raw Composite Reflectivity Mosaic</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>MergedBaseReflectivity</p></td>
+<td><p>Raw Merged Base Reflectivity</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>RFL06</p></td>
+<td><p>Reflectance in 0.6 Micron Channel</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>RFL08</p></td>
+<td><p>Reflectance in 0.8 Micron Channel</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>RFL16</p></td>
+<td><p>Reflectance in 1.6 Micron Channel</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>RFL39</p></td>
+<td><p>Reflectance in 3.9 Micron Channel</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>Reflectivity0C</p></td>
+<td><p>Reflectivity at 0C</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>ReflectivityM10C</p></td>
+<td><p>Reflectivity at -10C</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>ReflectivityM15C</p></td>
+<td><p>Reflectivity at -15C</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>REFD</p></td>
+<td><p>Reflectivity at 1 km AGL</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>ReflectivityM20C</p></td>
+<td><p>Reflectivity at -20C</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>ReflectivityM5C</p></td>
+<td><p>Reflectivity at -5C</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>ReflectivityAtLowestAltitude</p></td>
+<td><p>Reflectivity At Lowest Altitude (RALA)</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>REFD</p></td>
+<td><p>Reflectivity</p></td>
+<td><p>dB</p></td>
+</tr>
+<tr class="row-odd"><td><p>RAZA</p></td>
+<td><p>Relative Azimuth Angle</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-even"><td><p>RELD</p></td>
+<td><p>Relative divergence</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>REV</p></td>
+<td><p>Relative Error Variance</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>RH</p></td>
+<td><p>Relative humidity</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>R H</p></td>
+<td><p>Relative Humidity</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>RHPW</p></td>
+<td><p>Relative Humidity with Respect to Precipitable Water</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>RELV</p></td>
+<td><p>Relative vorticity</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>RSSC</p></td>
+<td><p>Remotely sensed snow cover</p></td>
+<td><p>(Code table 4.215)</p></td>
+</tr>
+<tr class="row-odd"><td><p>RI</p></td>
+<td><p>Richardson number</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>RI</p></td>
+<td><p>Richardson Number</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>FRIME</p></td>
+<td><p>Rime Factor</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>RIME</p></td>
+<td><p>Rime Factor</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>RIME</p></td>
+<td><p>Rime factor</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>RIME</p></td>
+<td><p>Rime Factor</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>RIME</p></td>
+<td><p>Rime Factor</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SFCRH</p></td>
+<td><p>Roughness length for heat</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>SALTY</p></td>
+<td><p>Salinity</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>SLTFL</p></td>
+<td><p>Salt Flux</p></td>
+<td><p>mm*s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SATD</p></td>
+<td><p>Saturation deficit</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>SAT D</p></td>
+<td><p>Saturation Deficit</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>SATOSM</p></td>
+<td><p>Saturation Of Soil Moisture</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>SCALB</p></td>
+<td><p>Scaled albedo</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCBT</p></td>
+<td><p>Scaled brightness temperature</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>SCCTP</p></td>
+<td><p>Scaled cloud top pressure</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCLI</p></td>
+<td><p>Scaled lifted index</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>SCPW</p></td>
+<td><p>Scaled precipitable water</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCRAD</p></td>
+<td><p>Scaled radiance</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>SCST</p></td>
+<td><p>Scaled skin temperature</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCESTUWIND</p></td>
+<td><p>Scatterometer Estimated U Wind Component</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>SCESTVWIND</p></td>
+<td><p>Scatterometer Estimated V Wind Component</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCINT</p></td>
+<td><p>Scintillation</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>SEAB</p></td>
+<td><p>Sea Bottom</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SeamlessHSR</p></td>
+<td><p>Seamless Hybrid Scan Reflectivity (SHSR)</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-even"><td><p>SeamlessHSRHeight</p></td>
+<td><p>Seamless Hybrid Scan Reflectivity (SHSR) Height</p></td>
+<td><p>km</p></td>
+</tr>
+<tr class="row-odd"><td><p>SSHG</p></td>
+<td><p>Sea Surface Height Relative to Geoid</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>DIRSW</p></td>
+<td><p>Secondary wave direction</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-odd"><td><p>PERSW</p></td>
+<td><p>Secondary wave mean periods</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>s</p></td>
+<td><p>Seconds prior to initial reference time (defined in Section 1)</p></td>
+<td><p>TSEC</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSEC</p></td>
+<td><p>Seconds prior to initial reference time</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>TSEC</p></td>
+<td><p>Seconds Prior To Initial Reference Time</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SHTFL</p></td>
+<td><p>Sensible heat net flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>SHI</p></td>
+<td><p>Severe Hail Index (SHI)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SCBL</p></td>
+<td><p>Shallow convective cloud bottom level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SCBL</p></td>
+<td><p>Shallow Convective Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SCCBT</p></td>
+<td><p>Shallow Convective Cloud Bottom Level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SCCTL</p></td>
+<td><p>Shallow Convective Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SCTL</p></td>
+<td><p>Shallow convective cloud top level</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SCTL</p></td>
+<td><p>Shallow Convective Cloud Top Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SHAHR</p></td>
+<td><p>Shallow Convective Heating rate</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-even"><td><p>SHAMR</p></td>
+<td><p>Shallow Convective Moistening Rate</p></td>
+<td><p>kg kg-1 s-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>SHAMR</p></td>
+<td><p>Shallow Convective Moistening Rate</p></td>
+<td><p>kg/kg*s</p></td>
+</tr>
+<tr class="row-even"><td><p>SWAVR</p></td>
+<td><p>Short wave radiation flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>SGCVV</p></td>
+<td><p>Sigma coordinate vertical velocity</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>SIGL</p></td>
+<td><p>Sigma Level</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SHAILPRO</p></td>
+<td><p>Significant Hail probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SIGHAILPROB</p></td>
+<td><p>Significant Hail probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>HTSGW</p></td>
+<td><p>Significant height of combined wind waves and swell</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>SWELL</p></td>
+<td><p>Significant height of swell waves</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>WVHGT</p></td>
+<td><p>Significant height of wind waves (m)</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>SIGTRNDPROB</p></td>
+<td><p>Significant Tornado probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>STORPROB</p></td>
+<td><p>Significant Tornado probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SIGWINDPROB</p></td>
+<td><p>Significant Wind probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>SWINDPRO</p></td>
+<td><p>Significant Wind probability
+Silt loam</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SBC123</p></td>
+<td><p>Simulated Brightness Counts for GOES 12, Channel 3</p></td>
+<td><p>Byte</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBC124</p></td>
+<td><p>Simulated Brightness Counts for GOES 12, Channel 4</p></td>
+<td><p>Byte</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1610</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-10</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA1611</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-11</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1612</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-12</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA1613</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-13</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1614</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-14</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA1615</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-15</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1616</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-16</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA167</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-7</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA168</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-8</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA169</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-16, Band-9</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1710</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-10</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA1711</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-11</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1712</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-12</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA1713</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-13</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1714</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-14</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA1715</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-15</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA1716</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-16</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA177</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-7</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBTA178</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-8</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBTA179</p></td>
+<td><p>Simulated Brightness Temperature for ABI GOES-17, Band-9</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>AMSRE10</p></td>
+<td><p>Simulated Brightness Temperature for AMSRE on Aqua, Channel 10</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>AMSRE11</p></td>
+<td><p>Simulated Brightness Temperature for AMSRE on Aqua, Channel 11</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>AMSRE12</p></td>
+<td><p>Simulated Brightness Temperature for AMSRE on Aqua, Channel 12</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>AMSRE9</p></td>
+<td><p>Simulated Brightness Temperature for AMSRE on Aqua, Channel 9</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBT112</p></td>
+<td><p>Simulated Brightness Temperature for GOES 11, Channel 2</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBT113</p></td>
+<td><p>Simulated Brightness Temperature for GOES 11, Channel 3</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBT114</p></td>
+<td><p>Simulated Brightness Temperature for GOES 11, Channel 4</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBT115</p></td>
+<td><p>Simulated Brightness Temperature for GOES 11, Channel 5</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBT122</p></td>
+<td><p>Simulated Brightness Temperature for GOES 12, Channel 2</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBT123</p></td>
+<td><p>Simulated Brightness Temperature for GOES 12, Channel 3</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBT124</p></td>
+<td><p>Simulated Brightness Temperature for GOES 12, Channel 4</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBT125</p></td>
+<td><p>Simulated Brightness Temperature for GOES 12, Channel 5</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBT124</p></td>
+<td><p>Simulated Brightness Temperature for GOES E Infrared</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBT123</p></td>
+<td><p>Simulated Brightness Temperature for GOES E Water Vapor</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SBT114</p></td>
+<td><p>Simulated Brightness Temperature for GOES W Infrared</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBT113</p></td>
+<td><p>Simulated Brightness Temperature for GOES W Water Vapor</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SRFA161</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-16, Band-1</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SRFA162</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-16, Band-2</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SRFA163</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-16, Band-3</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SRFA164</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-16, Band-4</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SRFA165</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-16, Band-5</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SRFA166</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-16, Band-6</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SRFA171</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-17, Band-1</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SRFA172</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-17, Band-2</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SRFA173</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-17, Band-3</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SRFA174</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-17, Band-4</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SRFA175</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-17, Band-5</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SRFA176</p></td>
+<td><p>Simulated Reflectance Factor for ABI GOES-17, Band-6</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SKTMP</p></td>
+<td><p>Skin Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SRCONO</p></td>
+<td><p>Slight risk convective outlook</p></td>
+<td><p>categorical</p></td>
+</tr>
+<tr class="row-even"><td><p>SSGSO</p></td>
+<td><p>Slope Of Sub-Grid Scale Orography</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNOAG</p></td>
+<td><p>Snow age</p></td>
+<td><p>day</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOAG</p></td>
+<td><p>Snow Age</p></td>
+<td><p>day</p></td>
+</tr>
+<tr class="row-odd"><td><p>SALBD</p></td>
+<td><p>Snow Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SCE</p></td>
+<td><p>Snow Cover by elevation (snow=0-252,neither=253,clouds=254)</p></td>
+<td><p>dm</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCP</p></td>
+<td><p>Snow Cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SC</p></td>
+<td><p>Snow Cover (snow=250,clouds=100,neither=50)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SNOWC</p></td>
+<td><p>Snow cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOWC</p></td>
+<td><p>Snow Cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>SDEN</p></td>
+<td><p>Snow Density</p></td>
+<td><p>kg m-3</p></td>
+</tr>
+<tr class="row-even"><td><p>SDEN</p></td>
+<td><p>Snow Density</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNOD</p></td>
+<td><p>Snow depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>SNO D</p></td>
+<td><p>Snow Depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>SDWE</p></td>
+<td><p>Snow Depth Water Equivalent</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>SDWE</p></td>
+<td><p>Snow Depth Water Equivalent</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>SEVAP</p></td>
+<td><p>Snow Evaporation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>SEVAP</p></td>
+<td><p>Snow Evaporation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>SRWEQ</p></td>
+<td><p>Snowfall Rate Water Equivalent</p></td>
+<td><p>kg m-2 s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>SRWEQ</p></td>
+<td><p>Snowfall rate water equivalent</p></td>
+<td><p>mm / s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNFALB</p></td>
+<td><p>Snow free albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SNFALB</p></td>
+<td><p>Snow-Free Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNO M</p></td>
+<td><p>Snow Melt</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOM</p></td>
+<td><p>Snow melt</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNMR</p></td>
+<td><p>Snow Mixing Ratio</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-even"><td><p>SNMR</p></td>
+<td><p>Snow mixing ratio</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNOHF</p></td>
+<td><p>Snow phase change heat flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOHF</p></td>
+<td><p>Snow Phase Change Heat Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>SPRATE</p></td>
+<td><p>Snow Precipitation Rate</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>SPRATE</p></td>
+<td><p>Snow Precipitation Rate</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNOWT</p></td>
+<td><p>Snow temperature, depth-avg</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOT</p></td>
+<td><p>Snow temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SNO T</p></td>
+<td><p>Snow temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SNOT</p></td>
+<td><p>Snow Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>SCE</p></td>
+<td><p>Snow water equivalent</p></td>
+<td><p>cm</p></td>
+</tr>
+<tr class="row-even"><td><p>SWEPN</p></td>
+<td><p>Snow water equivalent percent of normal</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>SOILM</p></td>
+<td><p>Soil moisture content</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>SOILM</p></td>
+<td><p>Soil Moisture</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>RCSOL</p></td>
+<td><p>Soil moisture parameter in canopy conductance</p></td>
+<td><p>Fraction</p></td>
+</tr>
+<tr class="row-even"><td><p>RCSOL</p></td>
+<td><p>Soil moisture parameter in canopy conductance</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>SOILP</p></td>
+<td><p>Soil Porosity</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>POROS</p></td>
+<td><p>Soil porosity</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSOIL</p></td>
+<td><p>Soil temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SOTYP</p></td>
+<td><p>Soil type</p></td>
+<td><p>index</p></td>
+</tr>
+<tr class="row-odd"><td><p>EUVIRR</p></td>
+<td><p>Solar EUV Irradiance</p></td>
+<td><p>W*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>RCS</p></td>
+<td><p>Solar parameter in canopy conductance</p></td>
+<td><p>Fraction</p></td>
+</tr>
+<tr class="row-odd"><td><p>RCS</p></td>
+<td><p>Solar parameter in canopy conductance</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>SP</p></td>
+<td><p>Solar photosphere</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>SWHR</p></td>
+<td><p>Solar Radiative Heating Rate</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-even"><td><p>SOLRF</p></td>
+<td><p>Solar Radio Emissions</p></td>
+<td><p>W*m^2*Hz^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>SPECIRR</p></td>
+<td><p>Solar Spectral Irradiance</p></td>
+<td><p>W*m^2*n*m^1</p></td>
+</tr>
+<tr class="row-even"><td><p>XLONG</p></td>
+<td><p>Solar X-ray Flux (XRS Long)</p></td>
+<td><p>W*m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>XSHRT</p></td>
+<td><p>Solar X-ray Flux (XRS Short)</p></td>
+<td><p>W*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>SOLZA</p></td>
+<td><p>Solar Zenith Angle</p></td>
+<td><p>Degree</p></td>
+</tr>
+<tr class="row-odd"><td><p>AMSL</p></td>
+<td><p>Specific Altitude Above Mean Sea Level</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>QZ0</p></td>
+<td><p>Specific humidity at top of viscous sublayer</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>SPF H</p></td>
+<td><p>Specific Humidity</p></td>
+<td><p>kg kg-1</p></td>
+</tr>
+<tr class="row-even"><td><p>SPFH</p></td>
+<td><p>Specific humidity</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>HTGL</p></td>
+<td><p>Specified Height Level Above Ground</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>SRCS</p></td>
+<td><p>Specified radius from the center of the Sun</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>DWWW</p></td>
+<td><p>Spectal directional width of the wind waves</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SPFTR</p></td>
+<td><p>Spectral Peakedness Factor</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>SICED</p></td>
+<td><p>Speed of ice drift</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>SPRDF</p></td>
+<td><p>Spread F</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>HSTDV</p></td>
+<td><p>Standard deviation of height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>SDSGSO</p></td>
+<td><p>Standard Deviation Of Sub-Grid Scale Orography</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSD1D</p></td>
+<td><p>Standard Dev. of IR Temp. over 1x1 deg. area</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>HLCY</p></td>
+<td><p>Storm relative helicity</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>SSRUN</p></td>
+<td><p>Storm surface runoff</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>SURGE</p></td>
+<td><p>Storm Surge</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>STPA</p></td>
+<td><p>Storm total precip accum</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>STRM</p></td>
+<td><p>Stream function</p></td>
+<td><p>m^2/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBSNO</p></td>
+<td><p>Sublimation (evaporation from snow)</p></td>
+<td><p>W m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>SBSNO</p></td>
+<td><p>Sublimation (evaporation from snow)</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>SUN</p></td>
+<td><p>Sunshine duration (ECMWF proposal, not WMO approved)</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-even"><td><p>SUNSD</p></td>
+<td><p>Sunshine Duration</p></td>
+<td><p>s</p></td>
+</tr>
+<tr class="row-odd"><td><p>SUNS</p></td>
+<td><p>SunShine</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>SIPD</p></td>
+<td><p>Supercooled Large Droplet Icing</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>SIPD</p></td>
+<td><p>Supercooled Large Droplet (SLD) Icing</p></td>
+<td><p>See Table 4.207See Note (1)</p></td>
+</tr>
+<tr class="row-even"><td><p>SLDP</p></td>
+<td><p>Supercooled Large Droplet (SLD) Probabilitysee note 1</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>SLDP</p></td>
+<td><p>Supercooled Large Droplet (SLD) Probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SuperLayerCompositeReflectivity</p></td>
+<td><p>Super Layer Composite Reflectivity (33-60 kft)</p></td>
+<td><p>dBZ</p></td>
+</tr>
+<tr class="row-odd"><td><p>AKHS</p></td>
+<td><p>Surface exchange coefficients for T and Q divided by delta z</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>AKMS</p></td>
+<td><p>Surface exchange coefficients for U and V divided by delta z</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>LFTX</p></td>
+<td><p>Surface Lifted Index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>SLI</p></td>
+<td><p>Surface lifted index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>PrecipType</p></td>
+<td><p>Surface Precipitation Type (SPT)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SFCR</p></td>
+<td><p>Surface roughness</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>SSST</p></td>
+<td><p>Surface Salinity Trend</p></td>
+<td><p>psu per day</p></td>
+</tr>
+<tr class="row-even"><td><p>SLTYP</p></td>
+<td><p>Surface Slope Type</p></td>
+<td><p>Index</p></td>
+</tr>
+<tr class="row-odd"><td><p>ModelSurfaceTemperature</p></td>
+<td><p>Surface Temperature</p></td>
+<td><p>C</p></td>
+</tr>
+<tr class="row-even"><td><p>SSTT</p></td>
+<td><p>Surface Temperature Trend</p></td>
+<td><p>degree per day</p></td>
+</tr>
+<tr class="row-odd"><td><p>SSTOR</p></td>
+<td><p>Surface water storage</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>Surge</p></td>
+<td><p>Surge Height</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>SX</p></td>
+<td><p>Sweat index</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>TMPA</p></td>
+<td><p>Temperature anomaly</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>T</p></td>
+<td><p>Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>TMP</p></td>
+<td><p>Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>TMPSWP</p></td>
+<td><p>Temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>RCT</p></td>
+<td><p>Temperature parameter in canopy conductance</p></td>
+<td><p>Fraction</p></td>
+</tr>
+<tr class="row-odd"><td><p>RCT</p></td>
+<td><p>Temperature parameter in canopy conductance</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>TTDIA</p></td>
+<td><p>Temperature Tendency By All Physics</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>TTRAD</p></td>
+<td><p>Temperature tendency by all radiation</p></td>
+<td><p>K*s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>TTRAD</p></td>
+<td><p>Temperature tendency by all radiation</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>TTPHY</p></td>
+<td><p>Temperature Tendency By Non-radiation Physics</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-even"><td><p>WTEND</p></td>
+<td><p>Tendency of vertical velocity
+The Associated Legendre Functions of the first kind are defined by</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>MASK</p></td>
+<td><p>Thematic Mask</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>THICK</p></td>
+<td><p>Thickness</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSC</p></td>
+<td><p>Thunderstorm coverage</p></td>
+<td><p>(Code table 4.204)</p></td>
+</tr>
+<tr class="row-even"><td><p>TSMT</p></td>
+<td><p>Thunderstorm maximum tops</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSTM</p></td>
+<td><p>Thunderstorm probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>TSTM</p></td>
+<td><p>Thunderstorm Probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>TACONCP</p></td>
+<td><p>Time-integrated air concentration of caesium pollutant</p></td>
+<td><p>Bq*s/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>TACONIP</p></td>
+<td><p>Time-integrated air concentration of iodine pollutant</p></td>
+<td><p>Bq*s/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>TACONRDP</p></td>
+<td><p>Time-integrated air concentration of radioactive pollutant</p></td>
+<td><p>Bq*s/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>PTOR</p></td>
+<td><p>Tornado probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>TORPROB</p></td>
+<td><p>Tornado probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>TRNDPROB</p></td>
+<td><p>Tornado probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCDC</p></td>
+<td><p>Total cloud cover</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLI</p></td>
+<td><p>Total column-integrated cloud ice</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLI</p></td>
+<td><p>Total Column-Integrated Cloud Ice</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLW</p></td>
+<td><p>Total column-integrated cloud water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLW</p></td>
+<td><p>Total Column-Integrated Cloud Water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLC</p></td>
+<td><p>Total column-integrated condensate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLC</p></td>
+<td><p>Total Column-Integrated Condensate</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLM</p></td>
+<td><p>Total column-integrated melting ice</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLM</p></td>
+<td><p>Total column-integrated melting ice</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCIOZ</p></td>
+<td><p>Total Column Integrated Ozone</p></td>
+<td><p>Dobson</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLR</p></td>
+<td><p>Total Column Integrated Rain</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLR</p></td>
+<td><p>Total column integrated rain</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLR</p></td>
+<td><p>Total Column Integrated Rain</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLS</p></td>
+<td><p>Total Column Integrated Snow</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLS</p></td>
+<td><p>Total column integrated snow</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOLS</p></td>
+<td><p>Total Column Integrated Snow</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCLSW</p></td>
+<td><p>Total column-integrated supercooled liquid water</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>TCLSW</p></td>
+<td><p>Total column-integrated supercooled liquid water</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCIWV</p></td>
+<td><p>Total Column Integrated Water Vapour</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>TCIWV</p></td>
+<td><p>Total Column Integrated Water Vapour</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOLG</p></td>
+<td><p>Total Column Integrate Graupel</p></td>
+<td><p>kg/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>TCWAT</p></td>
+<td><p>Total Column Water (Vertically integrated total water (vapour+cloud water/ice)</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCWAT</p></td>
+<td><p>Total Column Water(Vertically integrated total water (vapour+cloud water/ice)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOND</p></td>
+<td><p>Total Condensate</p></td>
+<td><p>kg * kg^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCOND</p></td>
+<td><p>Total condensate</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>TCOND</p></td>
+<td><p>Total Condensate</p></td>
+<td><p>kg/kg</p></td>
+</tr>
+<tr class="row-odd"><td><p>THFLX</p></td>
+<td><p>Total Downward Heat Flux at Surface</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>TIPD</p></td>
+<td><p>Total Icing Potential Diagnostic</p></td>
+<td><p>non-dim</p></td>
+</tr>
+<tr class="row-odd"><td><p>TIPD</p></td>
+<td><p>Total Icing Potential Diagnostic</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>TOZNE</p></td>
+<td><p>Total ozone</p></td>
+<td><p>Dobson</p></td>
+</tr>
+<tr class="row-odd"><td><p>A PCP</p></td>
+<td><p>Total Precipitation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>APCP</p></td>
+<td><p>Total precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>APCPN</p></td>
+<td><p>Total precipitation (nearest grid point)</p></td>
+<td><p>kg/m2</p></td>
+</tr>
+<tr class="row-even"><td><p>APCPN</p></td>
+<td><p>Total precipitation (nearest grid point)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TPRATE</p></td>
+<td><p>Total Precipitation Rate</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-even"><td><p>TPRATE</p></td>
+<td><p>Total Precipitation Rate</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRSIGSV</p></td>
+<td><p>Total Probability of Extreme Severe Thunderstorms (Days 2,3)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>PRSIGSVR</p></td>
+<td><p>Total Probability of Extreme Severe Thunderstorms (Days 2,3)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>PRSVR</p></td>
+<td><p>Total Probability of Severe Thunderstorms (Days 2,3)</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>ASNOW</p></td>
+<td><p>Total Snowfall</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TOTSN</p></td>
+<td><p>Total snowfall</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>TSRATE</p></td>
+<td><p>Total Snowfall Rate</p></td>
+<td><p>m s-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSRATE</p></td>
+<td><p>Total Snowfall Rate</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>TSRWE</p></td>
+<td><p>Total Snowfall Rate Water Equivalent</p></td>
+<td><p>kg m-2s-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSRWE</p></td>
+<td><p>Total Snowfall Rate Water Equivalent</p></td>
+<td><p>mm/s</p></td>
+</tr>
+<tr class="row-even"><td><p>TSNOW</p></td>
+<td><p>Total Snow</p></td>
+<td><p>kg/m2</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSNOW</p></td>
+<td><p>Total Snow</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TSNOWP</p></td>
+<td><p>Total Snow Precipitation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>TSNOWP</p></td>
+<td><p>Total Snow Precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>TTX</p></td>
+<td><p>Total totals index</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>TWATP</p></td>
+<td><p>Total Water Precipitation</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-even"><td><p>TWATP</p></td>
+<td><p>Total Water Precipitation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TTHDP</p></td>
+<td><p>Transient thermocline depth</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>TRANSO</p></td>
+<td><p>Transpiration Stree-Onset(Soil Moisture)</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>SMREF</p></td>
+<td><p>Transpiration stress-onset (soil moisture)</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>TRANS</p></td>
+<td><p>Transpiration</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>TCHP</p></td>
+<td><p>Tropical Cyclone Heat Potential</p></td>
+<td><p>J/m^2*K</p></td>
+</tr>
+<tr class="row-even"><td><p>TRO</p></td>
+<td><p>Tropopause</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>TRBBS</p></td>
+<td><p>Turbulence base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>TURBB</p></td>
+<td><p>Turbulence Base</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TURB</p></td>
+<td><p>Turbulence</p></td>
+<td><p>(Code table 4.208)</p></td>
+</tr>
+<tr class="row-even"><td><p>TPFI</p></td>
+<td><p>Turbulence Potential Forecast Index</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>TURB</p></td>
+<td><p>Turbulence</p></td>
+<td><p>See Table 4.208</p></td>
+</tr>
+<tr class="row-even"><td><p>TRBTP</p></td>
+<td><p>Turbulence top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-odd"><td><p>TURBT</p></td>
+<td><p>Turbulence Top</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>TKE</p></td>
+<td><p>Turbulent Kinetic Energy</p></td>
+<td><p>J kg-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>TKE</p></td>
+<td><p>Turbulent kinetic energy</p></td>
+<td><p>J/kg</p></td>
+</tr>
+<tr class="row-even"><td><p>UOGRD</p></td>
+<td><p>u-component of current</p></td>
+<td><p>cm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>UOGRD</p></td>
+<td><p>u-component of current</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>MAXUW</p></td>
+<td><p>U Component of Hourly Maximum 10m Wind Speed</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>UICE</p></td>
+<td><p>u-component of ice drift</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>UGUST</p></td>
+<td><p>u-component of wind gust</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>UGRD</p></td>
+<td><p>u-component of wind</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>USTM</p></td>
+<td><p>U-component storm motion</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>USTM</p></td>
+<td><p>U-Component Storm Motion</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>USSD</p></td>
+<td><p>U-component Surface Stokes Drift</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>UVI</p></td>
+<td><p>Ultra Violet Index</p></td>
+<td><p>J/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>UPHL</p></td>
+<td><p>Updraft Helicity in Layer 2-5 km AGL</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>UPHL</p></td>
+<td><p>Updraft Helicity</p></td>
+<td><p>m^2/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>ULSM</p></td>
+<td><p>Upper layer soil moisture</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>ULST</p></td>
+<td><p>Upper layer soil temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>ULWRF</p></td>
+<td><p>Upward Long-Wave Rad. Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>ULWRF</p></td>
+<td><p>Upward long-wave radiation flux
+Upward Long-W/m^2</p></td>
+<td><p>W/m^2
+ULWRF</p></td>
+</tr>
+<tr class="row-even"><td><p>USWRF</p></td>
+<td><p>Upward Short-Wave Rad. Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>USWRF</p></td>
+<td><p>Upward short-wave radiation flux
+Upward Short-W/m^2</p></td>
+<td><p>W/m^2
+USWRF</p></td>
+</tr>
+<tr class="row-even"><td><p>UTRF</p></td>
+<td><p>Upward Total radiation Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>DUVB</p></td>
+<td><p>UV-B downward solar flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>UVI</p></td>
+<td><p>UV Index</p></td>
+<td><p>J/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>UVIUCS</p></td>
+<td><p>UV Index (Under Clear Sky)</p></td>
+<td><p>Numeric</p></td>
+</tr>
+<tr class="row-even"><td><p>VAPP</p></td>
+<td><p>Vapor pressure</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-odd"><td><p>VAPP</p></td>
+<td><p>Vapor Pressure</p></td>
+<td><p>Pa</p></td>
+</tr>
+<tr class="row-even"><td><p>VOGRD</p></td>
+<td><p>v-component of current</p></td>
+<td><p>cm/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VOGRD</p></td>
+<td><p>v-component of current</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>MAXVW</p></td>
+<td><p>V Component of Hourly Maximum 10m Wind Speed</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VICE</p></td>
+<td><p>v-component of ice drift</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>UGUST</p></td>
+<td><p>v-component of wind gust</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VGRD</p></td>
+<td><p>v-component of wind</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>VSTM</p></td>
+<td><p>V-component storm motion</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VSTM</p></td>
+<td><p>V-Component Storm Motion</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>VSSD</p></td>
+<td><p>V-component Surface Stokes Drift</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VEGT</p></td>
+<td><p>Vegetation canopy temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>VGTYP</p></td>
+<td><p>Vegetation Type</p></td>
+<td><p>Integer 0-13</p></td>
+</tr>
+<tr class="row-odd"><td><p>VEG</p></td>
+<td><p>Vegetation</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>SPEED</p></td>
+<td><p>Velocity Magnitude (Speed)</p></td>
+<td><p>m*s^1</p></td>
+</tr>
+<tr class="row-odd"><td><p>LMV</p></td>
+<td><p>Velocity Point Model Surface</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>VPOT</p></td>
+<td><p>Velocity potential</p></td>
+<td><p>m^2/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VRATE</p></td>
+<td><p>Ventilation Rate</p></td>
+<td><p>m^2/s</p></td>
+</tr>
+<tr class="row-even"><td><p>VDFHR</p></td>
+<td><p>Vertical Diffusion Heating rate</p></td>
+<td><p>K/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VDFVA</p></td>
+<td><p>Vertical Diffusion Meridional Acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>VDFMR</p></td>
+<td><p>Vertical Diffusion Moistening Rate</p></td>
+<td><p>kg/kg*s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VDFUA</p></td>
+<td><p>Vertical Diffusion Zonal Acceleration</p></td>
+<td><p>m/s^2</p></td>
+</tr>
+<tr class="row-even"><td><p>VEDH</p></td>
+<td><p>Vertical Eddy Diffusivity Heat exchange</p></td>
+<td><p>m^2/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VTEC</p></td>
+<td><p>Vertical Electron Content</p></td>
+<td><p>m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>VII</p></td>
+<td><p>Vertically Integrated Ice (VII)</p></td>
+<td><p>kg/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>VILIQ</p></td>
+<td><p>Vertically-integrated liquid</p></td>
+<td><p>kg/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>MRMSVILDensity</p></td>
+<td><p>Vertically Integrated Liquid (VIL) Density</p></td>
+<td><p>g/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>MRMSVIL</p></td>
+<td><p>Vertically Integrated Liquid (VIL)</p></td>
+<td><p>kg/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>VIL</p></td>
+<td><p>Vertically Integrated Liquid (VIL)</p></td>
+<td><p>kg/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>VWSH</p></td>
+<td><p>Vertical speed shear</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>VWSH</p></td>
+<td><p>Vertical speed sheer</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>VUCSH</p></td>
+<td><p>Vertical u-component shear</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>VVCSH</p></td>
+<td><p>Vertical v-component shear</p></td>
+<td><p>s^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>DZDT</p></td>
+<td><p>Vertical velocity geometric</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>VVEL</p></td>
+<td><p>Vertical velocity pressure</p></td>
+<td><p>Pa/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>VPTMP</p></td>
+<td><p>Virtual potential temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>VTMP</p></td>
+<td><p>Virtual temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>VIS</p></td>
+<td><p>Visibility</p></td>
+<td><p>m</p></td>
+</tr>
+<tr class="row-even"><td><p>VBDSF</p></td>
+<td><p>Visible Beam Downward Solar Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>SBSALB</p></td>
+<td><p>Visible, Black Sky Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>VDDSF</p></td>
+<td><p>Visible Diffuse Downward Solar Flux</p></td>
+<td><p>W/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>Visible</p></td>
+<td><p>Visible Imagery</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>SWSALB</p></td>
+<td><p>Visible, White Sky Albedo</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>VASH</p></td>
+<td><p>Volcanic ash</p></td>
+<td><p>(Code table 4.206)</p></td>
+</tr>
+<tr class="row-even"><td><p>VAFTD</p></td>
+<td><p>Volcanic Ash Forecast Transport and Dispersion</p></td>
+<td><p>log10(kg/m^3)</p></td>
+</tr>
+<tr class="row-odd"><td><p>VOLASH</p></td>
+<td><p>Volcanic Ash</p></td>
+<td><p>See Table 4.206</p></td>
+</tr>
+<tr class="row-even"><td><p>VOLDEC</p></td>
+<td><p>Volumetric Direct Evaporation Cease(Soil Moisture)</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>VSOSM</p></td>
+<td><p>Volumetric Saturation Of Soil Moisture</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>SOILW</p></td>
+<td><p>Volumetric soil moisture content</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-odd"><td><p>VSOILM</p></td>
+<td><p>Volumetric Soil Moisture</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>VOLTSO</p></td>
+<td><p>Volumetric Transpiration Stree-Onset(Soil Moisture)</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>VWILTM</p></td>
+<td><p>Volumetric Wilting Moisture</p></td>
+<td><p>m^3/m^3</p></td>
+</tr>
+<tr class="row-even"><td><p>WCINC</p></td>
+<td><p>Water condensate added by precip assimilation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>WCCONV</p></td>
+<td><p>Water Condensate Flux Convergance (Vertical Int)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>WCVFLX</p></td>
+<td><p>Water Condensate Meridional Flux (Vertical Int)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>WCUFLX</p></td>
+<td><p>Water Condensate Zonal Flux (Vertical Int)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>WEASD</p></td>
+<td><p>Water Equivalent of Accumulated Snow Depth</p></td>
+<td><p>kg m-2</p></td>
+</tr>
+<tr class="row-odd"><td><p>WEASD</p></td>
+<td><p>Water equivalent of accumulated snow depth</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>WATR</p></td>
+<td><p>Water runoff</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>TEMPWTR</p></td>
+<td><p>Water temperature</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-even"><td><p>WVINC</p></td>
+<td><p>Water vapor added by precip assimilation</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>WVCONV</p></td>
+<td><p>Water Vapor Flux Convergance (Vertical Int)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>WaterVapor</p></td>
+<td><p>Water Vapor Imagery</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>WVVFLX</p></td>
+<td><p>Water Vapor Meridional Flux (Vertical Int)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-even"><td><p>WVUFLX</p></td>
+<td><p>Water Vapor Zonal Flux (Vertical Int)</p></td>
+<td><p>mm</p></td>
+</tr>
+<tr class="row-odd"><td><p>WDIRW</p></td>
+<td><p>Wave Directional Width</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>WESP</p></td>
+<td><p>Wave Engery Spectrum</p></td>
+<td><p>s/m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>WVSP1</p></td>
+<td><p>Wave spectra (1)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>WVSP2</p></td>
+<td><p>Wave spectra (2)</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>WVSP3</p></td>
+<td><p>Wave spectra (3)</p></td>
+<td></td>
+</tr>
+<tr class="row-even"><td><p>WSTP</p></td>
+<td><p>Wave Steepness</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>WSTR</p></td>
+<td><p>Wave Stress</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>wxType</p></td>
+<td><p>Weather</p></td>
+<td></td>
+</tr>
+<tr class="row-odd"><td><p>ModelWetbulbTemperature</p></td>
+<td><p>Wet Bulb Temperature</p></td>
+<td><p>C</p></td>
+</tr>
+<tr class="row-even"><td><p>WHTCOR</p></td>
+<td><p>White Light Coronagraph Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>WHTRAD</p></td>
+<td><p>White Light Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>WILT</p></td>
+<td><p>Wilting Point</p></td>
+<td><p>kg/m^3</p></td>
+</tr>
+<tr class="row-odd"><td><p>WILT</p></td>
+<td><p>Wilting point</p></td>
+<td><p>Proportion</p></td>
+</tr>
+<tr class="row-even"><td><p>WCI</p></td>
+<td><p>Wind chill factor</p></td>
+<td><p>K</p></td>
+</tr>
+<tr class="row-odd"><td><p>WDIR</p></td>
+<td><p>Wind direction (from which blowing)</p></td>
+<td><p>deg</p></td>
+</tr>
+<tr class="row-even"><td><p>WMIXE</p></td>
+<td><p>Wind mixing energy</p></td>
+<td><p>J</p></td>
+</tr>
+<tr class="row-odd"><td><p>WINDPROB</p></td>
+<td><p>Wind probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-even"><td><p>WINDPROB</p></td>
+<td><p>Wind Probability</p></td>
+<td><p>%</p></td>
+</tr>
+<tr class="row-odd"><td><p>WGS</p></td>
+<td><p>Wind speed gust</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>PWS</p></td>
+<td><p>Wind speed</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-odd"><td><p>WIND</p></td>
+<td><p>Wind speed</p></td>
+<td><p>m/s</p></td>
+</tr>
+<tr class="row-even"><td><p>HGT X</p></td>
+<td><p>X-gradient of Height</p></td>
+<td><p>m^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>LPS X</p></td>
+<td><p>X-gradient of Log Pressure</p></td>
+<td><p>m^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>XRAYRAD</p></td>
+<td><p>X-Ray Radiance</p></td>
+<td><p>W*s*r^1*m^2</p></td>
+</tr>
+<tr class="row-odd"><td><p>HGT Y</p></td>
+<td><p>Y-gradient of Height</p></td>
+<td><p>m^-1</p></td>
+</tr>
+<tr class="row-even"><td><p>LPS Y</p></td>
+<td><p>Y-gradient of Log Pressure</p></td>
+<td><p>m^-1</p></td>
+</tr>
+<tr class="row-odd"><td><p>UGWD</p></td>
+<td><p>Zonal flux of gravity wave stress</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+<tr class="row-even"><td><p>U-GWD</p></td>
+<td><p>Zonal Flux of Gravity Wave Stress</p></td>
+<td><p>N/m^2</p></td>
+</tr>
+</tbody>
+</table>
+</div>
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+  <div class="section" id="python-awips-data-access-framework">
+<h1>Python AWIPS Data Access Framework<a class="headerlink" href="#python-awips-data-access-framework" title="Permalink to this headline">¶</a></h1>
+<p>The python-awips package provides a data access framework for requesting grid and geometry datasets from an <a class="reference external" href="http://unidata.github.io/awips2/#edex">EDEX</a> server.</p>
+<p><a class="reference external" href="http://unidata.github.io/awips2">AWIPS</a> is a weather display and analysis package developed by the National Weather Service for operational forecasting.  UCAR’s <a class="reference external" href="http://www.unidata.ucar.edu/software/awips2/">Unidata Program Center</a> supports a non-operational open-source release of the AWIPS software (<a class="reference external" href="http://unidata.github.io/awips2/#edex">EDEX</a>, <a class="reference external" href="http://unidata.github.io/awips2/#cave">CAVE</a>, and <a class="reference external" href="https://github.com/Unidata/python-awips">python-awips</a>).</p>
+<div class="section" id="pip-install">
+<h2>Pip Install<a class="headerlink" href="#pip-install" title="Permalink to this headline">¶</a></h2>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">python</span><span class="o">-</span><span class="n">awips</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="conda-environment-install">
+<h2>Conda Environment Install<a class="headerlink" href="#conda-environment-install" title="Permalink to this headline">¶</a></h2>
+<p>To install the latest version of python-awips, with all required and optional packages:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">git</span> <span class="n">clone</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">github</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">Unidata</span><span class="o">/</span><span class="n">python</span><span class="o">-</span><span class="n">awips</span><span class="o">.</span><span class="n">git</span>
+<span class="n">cd</span> <span class="n">python</span><span class="o">-</span><span class="n">awips</span>
+<span class="n">conda</span> <span class="n">env</span> <span class="n">create</span> <span class="o">-</span><span class="n">f</span> <span class="n">environment</span><span class="o">.</span><span class="n">yml</span>
+<span class="n">conda</span> <span class="n">activate</span> <span class="n">python3</span><span class="o">-</span><span class="n">awips</span>
+<span class="n">python</span> <span class="n">setup</span><span class="o">.</span><span class="n">py</span> <span class="n">install</span> <span class="o">--</span><span class="n">force</span>
+<span class="n">jupyter</span> <span class="n">notebook</span> <span class="n">examples</span>
+</pre></div>
+</div>
+</div>
+<div class="section" id="requirements">
+<h2>Requirements<a class="headerlink" href="#requirements" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>python 2.7+</p></li>
+<li><p>numpy</p></li>
+<li><p>shapely</p></li>
+<li><p>six</p></li>
+</ul>
+<div class="section" id="quick-example">
+<h3>Quick Example<a class="headerlink" href="#quick-example" title="Permalink to this headline">¶</a></h3>
+<div class="highlight-default 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="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">dataTypes</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getSupportedDatatypes</span><span class="p">()</span>
+<span class="nb">list</span><span class="p">(</span><span class="n">dataTypes</span><span class="p">)</span>
+
+<span class="p">[</span><span class="s1">&#39;acars&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;binlightning&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosavn&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmoseta&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosgfs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmoshpc&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmoslamp&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrmosmrf&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;bufrua&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;climate&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;common_obs_spatial&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;gfe&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;gfeeditarea&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;grid&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;maps&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;modelsounding&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;obs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;practicewarning&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;profiler&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;radar&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;radar_spatial&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;satellite&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;sfcobs&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;topo&#39;</span><span class="p">,</span>
+ <span class="s1">&#39;warning&#39;</span><span class="p">]</span>
+
+
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
+<span class="n">availableSectors</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">availableSectors</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+<span class="k">for</span> <span class="n">sector</span> <span class="ow">in</span> <span class="n">availableSectors</span><span class="p">:</span>
+    <span class="nb">print</span> <span class="n">sector</span>
+    <span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">sector</span><span class="p">)</span>
+    <span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+    <span class="n">availableProducts</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+    <span class="k">for</span> <span class="n">product</span> <span class="ow">in</span> <span class="n">availableProducts</span><span class="p">:</span>
+        <span class="nb">print</span> <span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="n">product</span>
+
+<span class="n">ECONUS</span>
+ <span class="o">-</span> <span class="n">ACTP</span>
+ <span class="o">-</span> <span class="n">ADP</span>
+ <span class="o">-</span> <span class="n">AOD</span>
+ <span class="o">-</span> <span class="n">CAPE</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+ <span class="o">...</span>
+<span class="n">EFD</span>
+ <span class="o">-</span> <span class="n">ACTP</span>
+ <span class="o">-</span> <span class="n">ADP</span>
+ <span class="o">-</span> <span class="n">AOD</span>
+ <span class="o">-</span> <span class="n">CAPE</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
+ <span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
+ <span class="o">...</span>
+</pre></div>
+</div>
+<p>See the <a class="reference external" href="api/DataAccessLayer.html">API Documentation</a> for more information.</p>
+<div class="section" id="read-the-docs-contents">
+<h4>Read The Docs Contents<a class="headerlink" href="#read-the-docs-contents" title="Permalink to this headline">¶</a></h4>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="api/index.html">API Documentation</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="api/DataAccessLayer.html">DataAccessLayer</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/IDataRequest.html">IDataRequest (newDataRequest())</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/PyData.html">PyData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/PyGridData.html">PyGridData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/PyGeometryData.html">PyGeometryData</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/ModelSounding.html">ModelSounding</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/ThriftClientRouter.html">ThriftClientRouter</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/ThriftClient.html">ThriftClient</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/TimeUtil.html">TimeUtil</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/RadarCommon.html">RadarCommon</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/IFPClient.html">IFPClient</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/DateTimeConverter.html">DateTimeConverter</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/CombinedTimeQuery.html">CombinedTimeQuery</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="datatypes.html">Available Data Types</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="datatypes.html#satellite">satellite</a></li>
+<li class="toctree-l2"><a class="reference internal" href="datatypes.html#binlightning">binlightning</a></li>
+<li class="toctree-l2"><a class="reference internal" href="datatypes.html#grid">grid</a></li>
+<li class="toctree-l2"><a class="reference internal" href="datatypes.html#warning">warning</a></li>
+<li class="toctree-l2"><a class="reference internal" href="datatypes.html#radar">radar</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="examples/index.html">Data Plotting Examples</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/AWIPS_Grids_and_Cartopy.html">AWIPS Grids and Cartopy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Colored_Surface_Temperature_Plot.html">Colored Surface Temperature Plot</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Forecast_Model_Vertical_Sounding.html">Forecast Model Vertical Sounding</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/GOES_Geostationary_Lightning_Mapper.html">GOES Geostationary Lightning Mapper</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Grid_Levels_and_Parameters.html">Grid Levels and Parameters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/METAR_Station_Plot_with_MetPy.html">METAR Station Plot with MetPy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Map_Resources_and_Topography.html">Map Resources and Topography</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Model_Sounding_Data.html">Model Sounding Data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/NEXRAD_Level3_Radar.html">NEXRAD Level3 Radar</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Precip_Accumulation-Region_Of_Interest.html">Precip Accumulation-Region Of Interest</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Regional_Surface_Obs_Plot.html">Regional Surface Obs Plot</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Satellite_Imagery.html">Satellite Imagery</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Upper_Air_BUFR_Soundings.html">Upper Air BUFR Soundings</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/generated/Watch_and_Warning_Polygons.html">Watch and Warning Polygons</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="dev.html">Development Guide</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#writing-a-new-factory">Writing a New Factory</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#registering-the-factory-with-the-framework">Registering the Factory with the Framework</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#retrieving-data-using-the-factory">Retrieving Data Using the Factory</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#development-background">Development Background</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#design-implementation">Design/Implementation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#how-users-of-the-framework-retrieve-and-use-the-data">How users of the framework retrieve and use the data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#how-plugin-developers-contribute-support-for-new-datatypes">How plugin developers contribute support for new datatypes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#how-the-framework-works-when-it-receives-a-request">How the framework works when it receives a request</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dev.html#request-interfaces">Request interfaces</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="gridparms.html">Grid Parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="about.html">About Unidata AWIPS</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="about.html#license">License</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#about-awips">About AWIPS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#edex">EDEX</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#cave">CAVE</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#alertviz">Alertviz</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#id1">LDM</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#edexbridge">edexBridge</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#id2">Qpid</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#postgresql">PostgreSQL</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#hdf5">HDF5</a></li>
+<li class="toctree-l2"><a class="reference internal" href="about.html#pypies-httpd-pypies">PyPIES (httpd-pypies)</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+</div>
+
+
+           </div>
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+  
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\ No newline at end of file
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+       <td>&#160;&#160;&#160;
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