From e850901742010f2b14bc72c2e43cdb2e4c8ec2cd Mon Sep 17 00:00:00 2001
From: srcarter3 <srcarter3@users.noreply.github.com>
Date: Tue, 1 Jun 2021 22:45:40 +0000
Subject: [PATCH] deploy: b3519f17192fa34b170b78a431c1b77028c5ba28

---
 _images/Grids_and_Cartopy_21_1.png            | Bin 0 -> 225178 bytes
 _images/Grids_and_Cartopy_23_0.png            | Bin 0 -> 150354 bytes
 _images/Grids_and_Cartopy_3_0.png             | Bin 217139 -> 0 bytes
 _images/Grids_and_Cartopy_5_0.png             | Bin 142418 -> 0 bytes
 .../generated/Grids_and_Cartopy.rst.txt       | 229 ++++++++++++++++--
 examples/generated/Grids_and_Cartopy.html     | 212 ++++++++++++++--
 objects.inv                                   | Bin 3445 -> 3652 bytes
 searchindex.js                                |   2 +-
 8 files changed, 403 insertions(+), 40 deletions(-)
 create mode 100644 _images/Grids_and_Cartopy_21_1.png
 create mode 100644 _images/Grids_and_Cartopy_23_0.png
 delete mode 100644 _images/Grids_and_Cartopy_3_0.png
 delete mode 100644 _images/Grids_and_Cartopy_5_0.png

diff --git a/_images/Grids_and_Cartopy_21_1.png b/_images/Grids_and_Cartopy_21_1.png
new file mode 100644
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diff --git a/_sources/examples/generated/Grids_and_Cartopy.rst.txt b/_sources/examples/generated/Grids_and_Cartopy.rst.txt
index 61f6ba2..d4f7e43 100644
--- a/_sources/examples/generated/Grids_and_Cartopy.rst.txt
+++ b/_sources/examples/generated/Grids_and_Cartopy.rst.txt
@@ -2,8 +2,52 @@
 Grids and Cartopy
 =================
 `Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Grids_and_Cartopy.ipynb>`_
-A simple example of requesting and plotting AWIPS grids with Matplotlib
-and Cartopy.
+Python-AWIPS Tutorial Notebook
+
+--------------
+
+Objectives
+==========
+
+-  Create a colorized plot for the continental US of model data (grib).
+-  Access the model data from an EDEX server and limit the data returned
+   by using model specific parameters.
+-  Use both *pcolormesh* and *contourf* to create colorized plots, and
+   compare the differences between the two.
+
+--------------
+
+Table of Contents
+-----------------
+
+| `1
+  Imports <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#imports>`__\ 
+| `2 Define Data
+  Request <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#define-data-request>`__\ 
+| `3 Limit Results Based on
+  Time <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#limit-results-based-on-time>`__\ 
+| `4 Function:
+  make_map() <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#function-make-map>`__\ 
+| `5 Use the Grid
+  Data! <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#use-the-grid-data>`__\ 
+|     `5.1 Plot Using
+  pcolormesh <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#plot-using-pcolormesh>`__\ 
+|     `5.2 Plot Using
+  contourf <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#plot-using-contourf>`__\ 
+| `6 See
+  Also <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#see-also>`__\ 
+|     `6.1 Related
+  Notebooks <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#related-notebooks>`__\ 
+|     `6.2 Additional
+  Documentation <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#additional-documentation>`__\ 
+
+--------------
+
+1 Imports
+---------
+
+Start by importing both the python-awips specific library, as well as
+the libraries needed for plotting and manipulating the data
 
 .. code:: ipython3
 
@@ -11,23 +55,92 @@ and Cartopy.
     import cartopy.crs as ccrs
     import matplotlib.pyplot as plt
     from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
-    %matplotlib inline
-    
+    from scipy.constants import convert_temperature
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html>`__
+
+--------------
+
+2 Define Data Request
+---------------------
+
+If you read through the `python-awips: How to Access
+Data <https://nbviewer.jupyter.org/github/Unidata/pyaos-ams-2021/blob/master/notebooks/dataAccess/python-awips-HowToAccessData.ipynb>`__
+training, you will know that we need to set an EDEX url to access our
+server, and then we create a data request. In this example we use *grid*
+as the data type to define our request. In addition to setting the data
+type, the location, parameters and levels are also set as **RAP13**,
+**T** (for temperature), and **2.0FHAG** (for Fixed Height Above Ground
+in meters), respectively.
+
+.. code:: ipython3
+
     DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
     request = DataAccessLayer.newDataRequest()
     request.setDatatype("grid")
     request.setLocationNames("RAP13")
     request.setParameters("T")
     request.setLevels("2.0FHAG")
+    
+    # Take a look at our request
+    print(request)
+
+
+.. parsed-literal::
+
+    DefaultDataRequest(datatype=grid, identifiers={}, parameters=['T'], levels=[<dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.level.Level.Level object at 0x11127bfd0>], locationNames=['RAP13'], envelope=None)
+
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html>`__
+
+--------------
+
+3 Limit Results Based on Time
+-----------------------------
+
+Models produce many different time variants during their runs, so let’s
+limit the data to the most recent time and forecast run.
+
+.. container:: alert-info
+
+   Note: You can play around with different times and forecast runs to
+   see the differences.
+
+.. code:: ipython3
+
     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()]
     
+    # Get the most recent grid data
+    response = DataAccessLayer.getGridData(request, [fcstRun[0]])
+    
+    print('Number of available times:', len(times))
+    print('Number of available forecast runs:', len(fcstRun))
+
+
+.. parsed-literal::
+
+    Number of available times: 74
+    Number of available forecast runs: 8
+
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html>`__
+
+--------------
+
+4 Function: make_map()
+----------------------
+
+In order to plot more than one image, it’s easiest to define common
+logic in a function. Here, a new function called **make_map** is
+defined. This function uses the `matplotlib.pyplot package
+(plt) <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html>`__
+to create a figure and axis. The coastlines (continental boundaries) are
+added, along with lat/lon grids.
+
+.. code:: ipython3
+
     def make_map(bbox, projection=ccrs.PlateCarree()):
         fig, ax = plt.subplots(figsize=(16, 9),
                 subplot_kw=dict(projection=projection))
@@ -39,8 +152,44 @@ and Cartopy.
         gl.yformatter = LATITUDE_FORMATTER
         return fig, ax
 
-with pcolormesh
-~~~~~~~~~~~~~~~
+`Top <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html>`__
+
+--------------
+
+5 Use the Grid Data!
+--------------------
+
+Here we get our grid data object from our previous response, and then
+get the raw data array off that object. We also get the latitude and
+longitude arrays, and create a bounding box that we’ll use when creating
+our plots (by calling **make_map** defined above). Finally, we’ll
+convert our data from degrees Kelvin to Farenheit to make the plot more
+understandable.
+
+.. code:: ipython3
+
+    grid = response[0]
+    data = grid.getRawData()
+    lons, lats = grid.getLatLonCoords()
+    bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
+    
+    # Convert temp from Kelvin to F
+    destUnit = 'F'
+    data = convert_temperature(data, 'K', destUnit)
+
+5.1 Plot Using pcolormesh
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+This example shows how to use
+`matplotlib.pyplot.pcolormesh <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.pcolormesh.html>`__
+to create a colorized plot. We use our **make_map** function to create a
+subplot and then we create a color scale (cs) and colorbar (cbar) with a
+label for our plot.
+
+.. container:: alert-info
+
+   Note: You may see a warning appear with a red background, this is
+   okay, and will go away with subsequent runs of the cell.
 
 .. code:: ipython3
 
@@ -49,16 +198,28 @@ with pcolormesh
     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() + ") " \
+                   + grid.getParameter() + " (" + destUnit + ") " \
                    + "valid " + str(grid.getDataTime().getRefTime()))
 
 
+.. parsed-literal::
 
-.. image:: Grids_and_Cartopy_files/Grids_and_Cartopy_3_0.png
+    /Users/scarter/opt/miniconda3/envs/python3-awips/lib/python3.9/site-packages/cartopy/mpl/geoaxes.py:1598: UserWarning: The input coordinates to pcolormesh are interpreted as cell centers, but are not monotonically increasing or decreasing. This may lead to incorrectly calculated cell edges, in which case, please supply explicit cell edges to pcolormesh.
+      X, Y, C, shading = self._pcolorargs('pcolormesh', *args,
 
 
-with contourf
-~~~~~~~~~~~~~
+
+.. image:: Grids_and_Cartopy_files/Grids_and_Cartopy_21_1.png
+
+
+5.2 Plot Using contourf
+~~~~~~~~~~~~~~~~~~~~~~~
+
+This example shows how to use
+`matplotlib.pyplot.contourf <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.contourf.html>`__
+to create a colorized plot. We use our **make_map** function to create a
+subplot and then we create a color scale (cs2) and colorbar (cbar2) with
+a label for our plot.
 
 .. code:: ipython3
 
@@ -67,10 +228,44 @@ with contourf
                       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()+ ") " \
+                   + grid.getParameter() + " (" + destUnit + ") " \
                    + "valid " + str(grid.getDataTime().getRefTime()))
 
 
 
-.. image:: Grids_and_Cartopy_files/Grids_and_Cartopy_5_0.png
+.. image:: Grids_and_Cartopy_files/Grids_and_Cartopy_23_0.png
 
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html>`__
+
+--------------
+
+6 See Also
+----------
+
+6.1 Related Notebooks
+~~~~~~~~~~~~~~~~~~~~~
+
+-  `Grid Levels and
+   Parameters <https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html>`__
+
+6.2 Additional Documention
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+**python-awips:** \*
+`awips.DataAccessLayer <http://unidata.github.io/python-awips/api/DataAccessLayer.html>`__
+\*
+`awips.PyGridData <http://unidata.github.io/python-awips/api/PyGridData.html>`__
+
+**matplotlib:** \*
+`matplotlib.pyplot <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html>`__
+\*
+`matplotlib.pyplot.subplot <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.subplot.html>`__
+\*
+`matplotlib.pyplot.pcolormesh <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.pcolormesh.html>`__
+\*
+`matplotlib.pyplot.contourf <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.contourf.html>`__
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html>`__
+
+--------------
diff --git a/examples/generated/Grids_and_Cartopy.html b/examples/generated/Grids_and_Cartopy.html
index 34fee53..b8e2024 100644
--- a/examples/generated/Grids_and_Cartopy.html
+++ b/examples/generated/Grids_and_Cartopy.html
@@ -101,8 +101,16 @@
 <li class="toctree-l2"><a class="reference internal" href="GOES_Geostationary_Lightning_Mapper.html">GOES Geostationary Lightning Mapper</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Grid_Levels_and_Parameters.html">Grid Levels and Parameters</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Grids and Cartopy</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#with-pcolormesh">with pcolormesh</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#with-contourf">with contourf</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#objectives">Objectives</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#table-of-contents">Table of Contents</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#imports">1 Imports</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#define-data-request">2 Define Data Request</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#limit-results-based-on-time">3 Limit Results Based on Time</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#function-make-map">4 Function: make_map()</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#use-the-grid-data">5 Use the Grid Data!</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#see-also">6 See Also</a></li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="METAR_Station_Plot_with_MetPy.html">METAR Station Plot with MetPy</a></li>
@@ -191,30 +199,120 @@
   <div class="section" id="grids-and-cartopy">
 <h1>Grids and Cartopy<a class="headerlink" href="#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/Grids_and_Cartopy.ipynb">Notebook</a>
-A simple example of requesting and plotting AWIPS grids with Matplotlib
-and Cartopy.</p>
+Python-AWIPS Tutorial Notebook</p>
+<hr class="docutils" />
+<div class="section" id="objectives">
+<h2>Objectives<a class="headerlink" href="#objectives" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Create a colorized plot for the continental US of model data (grib).</p></li>
+<li><p>Access the model data from an EDEX server and limit the data returned
+by using model specific parameters.</p></li>
+<li><p>Use both <em>pcolormesh</em> and <em>contourf</em> to create colorized plots, and
+compare the differences between the two.</p></li>
+</ul>
+<hr class="docutils" />
+<div class="section" id="table-of-contents">
+<h3>Table of Contents<a class="headerlink" href="#table-of-contents" title="Permalink to this headline">¶</a></h3>
+<div class="line-block">
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#imports">1
+Imports</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#define-data-request">2 Define Data
+Request</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#limit-results-based-on-time">3 Limit Results Based on
+Time</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#function-make-map">4 Function:
+make_map()</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#use-the-grid-data">5 Use the Grid
+Data!</a></div>
+<div class="line">    <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#plot-using-pcolormesh">5.1 Plot Using
+pcolormesh</a></div>
+<div class="line">    <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#plot-using-contourf">5.2 Plot Using
+contourf</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#see-also">6 See
+Also</a></div>
+<div class="line">    <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#related-notebooks">6.1 Related
+Notebooks</a></div>
+<div class="line">    <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html#additional-documentation">6.2 Additional
+Documentation</a></div>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="imports">
+<h3>1 Imports<a class="headerlink" href="#imports" title="Permalink to this headline">¶</a></h3>
+<p>Start by importing both the python-awips specific library, as well as
+the libraries needed for plotting and manipulating the data</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="kn">from</span> <span class="nn">scipy.constants</span> <span class="kn">import</span> <span class="n">convert_temperature</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="define-data-request">
+<h3>2 Define Data Request<a class="headerlink" href="#define-data-request" title="Permalink to this headline">¶</a></h3>
+<p>If you read through the <a class="reference external" href="https://nbviewer.jupyter.org/github/Unidata/pyaos-ams-2021/blob/master/notebooks/dataAccess/python-awips-HowToAccessData.ipynb">python-awips: How to Access
+Data</a>
+training, you will know that we need to set an EDEX url to access our
+server, and then we create a data request. In this example we use <em>grid</em>
+as the data type to define our request. In addition to setting the data
+type, the location, parameters and levels are also set as <strong>RAP13</strong>,
+<strong>T</strong> (for temperature), and <strong>2.0FHAG</strong> (for Fixed Height Above Ground
+in meters), respectively.</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;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="c1"># Take a look at our request</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">DefaultDataRequest</span><span class="p">(</span><span class="n">datatype</span><span class="o">=</span><span class="n">grid</span><span class="p">,</span> <span class="n">identifiers</span><span class="o">=</span><span class="p">{},</span> <span class="n">parameters</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;T&#39;</span><span class="p">],</span> <span class="n">levels</span><span class="o">=</span><span class="p">[</span><span class="o">&lt;</span><span class="n">dynamicserialize</span><span class="o">.</span><span class="n">dstypes</span><span class="o">.</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">level</span><span class="o">.</span><span class="n">Level</span><span class="o">.</span><span class="n">Level</span> <span class="nb">object</span> <span class="n">at</span> <span class="mh">0x11127bfd0</span><span class="o">&gt;</span><span class="p">],</span> <span class="n">locationNames</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;RAP13&#39;</span><span class="p">],</span> <span class="n">envelope</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="limit-results-based-on-time">
+<h3>3 Limit Results Based on Time<a class="headerlink" href="#limit-results-based-on-time" title="Permalink to this headline">¶</a></h3>
+<p>Models produce many different time variants during their runs, so let’s
+limit the data to the most recent time and forecast run.</p>
+<div class="alert-info docutils container">
+<p>Note: You can play around with different times and forecast runs to
+see the differences.</p>
+</div>
+<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="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="c1"># Get the most recent grid data</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="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of available times:&#39;</span><span class="p">,</span> <span class="nb">len</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="s1">&#39;Number of available forecast runs:&#39;</span><span class="p">,</span> <span class="nb">len</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="n">Number</span> <span class="n">of</span> <span class="n">available</span> <span class="n">times</span><span class="p">:</span> <span class="mi">74</span>
+<span class="n">Number</span> <span class="n">of</span> <span class="n">available</span> <span class="n">forecast</span> <span class="n">runs</span><span class="p">:</span> <span class="mi">8</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="function-make-map">
+<h3>4 Function: make_map()<a class="headerlink" href="#function-make-map" title="Permalink to this headline">¶</a></h3>
+<p>In order to plot more than one image, it’s easiest to define common
+logic in a function. Here, a new function called <strong>make_map</strong> is
+defined. This function uses the <a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html">matplotlib.pyplot package
+(plt)</a>
+to create a figure and axis. The coastlines (continental boundaries) are
+added, along with lat/lon grids.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="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>
@@ -226,31 +324,101 @@ and Cartopy.</p>
     <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>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="use-the-grid-data">
+<h3>5 Use the Grid Data!<a class="headerlink" href="#use-the-grid-data" title="Permalink to this headline">¶</a></h3>
+<p>Here we get our grid data object from our previous response, and then
+get the raw data array off that object. We also get the latitude and
+longitude arrays, and create a bounding box that we’ll use when creating
+our plots (by calling <strong>make_map</strong> defined above). Finally, we’ll
+convert our data from degrees Kelvin to Farenheit to make the plot more
+understandable.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="c1"># Convert temp from Kelvin to F</span>
+<span class="n">destUnit</span> <span class="o">=</span> <span class="s1">&#39;F&#39;</span>
+<span class="n">data</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="n">destUnit</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="section" id="plot-using-pcolormesh">
+<h4>5.1 Plot Using pcolormesh<a class="headerlink" href="#plot-using-pcolormesh" title="Permalink to this headline">¶</a></h4>
+<p>This example shows how to use
+<a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.pcolormesh.html">matplotlib.pyplot.pcolormesh</a>
+to create a colorized plot. We use our <strong>make_map</strong> function to create a
+subplot and then we create a color scale (cs) and colorbar (cbar) with a
+label for our plot.</p>
+<div class="alert-info docutils container">
+<p>Note: You may see a warning appear with a red background, this is
+okay, and will go away with subsequent runs of the cell.</p>
+</div>
 <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="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">destUnit</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/Grids_and_Cartopy_3_0.png" src="../../_images/Grids_and_Cartopy_3_0.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">/</span><span class="n">Users</span><span class="o">/</span><span class="n">scarter</span><span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">miniconda3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">python3</span><span class="o">-</span><span class="n">awips</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">cartopy</span><span class="o">/</span><span class="n">mpl</span><span class="o">/</span><span class="n">geoaxes</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">1598</span><span class="p">:</span> <span class="ne">UserWarning</span><span class="p">:</span> <span class="n">The</span> <span class="nb">input</span> <span class="n">coordinates</span> <span class="n">to</span> <span class="n">pcolormesh</span> <span class="n">are</span> <span class="n">interpreted</span> <span class="k">as</span> <span class="n">cell</span> <span class="n">centers</span><span class="p">,</span> <span class="n">but</span> <span class="n">are</span> <span class="ow">not</span> <span class="n">monotonically</span> <span class="n">increasing</span> <span class="ow">or</span> <span class="n">decreasing</span><span class="o">.</span> <span class="n">This</span> <span class="n">may</span> <span class="n">lead</span> <span class="n">to</span> <span class="n">incorrectly</span> <span class="n">calculated</span> <span class="n">cell</span> <span class="n">edges</span><span class="p">,</span> <span class="ow">in</span> <span class="n">which</span> <span class="n">case</span><span class="p">,</span> <span class="n">please</span> <span class="n">supply</span> <span class="n">explicit</span> <span class="n">cell</span> <span class="n">edges</span> <span class="n">to</span> <span class="n">pcolormesh</span><span class="o">.</span>
+  <span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">shading</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_pcolorargs</span><span class="p">(</span><span class="s1">&#39;pcolormesh&#39;</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span>
+</pre></div>
 </div>
-<div class="section" id="with-contourf">
-<h2>with contourf<a class="headerlink" href="#with-contourf" title="Permalink to this headline">¶</a></h2>
+<img alt="../../_images/Grids_and_Cartopy_21_1.png" src="../../_images/Grids_and_Cartopy_21_1.png" />
+</div>
+<div class="section" id="plot-using-contourf">
+<h4>5.2 Plot Using contourf<a class="headerlink" href="#plot-using-contourf" title="Permalink to this headline">¶</a></h4>
+<p>This example shows how to use
+<a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.contourf.html">matplotlib.pyplot.contourf</a>
+to create a colorized plot. We use our <strong>make_map</strong> function to create a
+subplot and then we create a color scale (cs2) and colorbar (cbar2) with
+a label for our plot.</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">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="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">destUnit</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/Grids_and_Cartopy_5_0.png" src="../../_images/Grids_and_Cartopy_5_0.png" />
+<img alt="../../_images/Grids_and_Cartopy_23_0.png" src="../../_images/Grids_and_Cartopy_23_0.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html">Top</a></p>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="see-also">
+<h3>6 See Also<a class="headerlink" href="#see-also" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="related-notebooks">
+<h4>6.1 Related Notebooks<a class="headerlink" href="#related-notebooks" title="Permalink to this headline">¶</a></h4>
+<ul class="simple">
+<li><p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html">Grid Levels and
+Parameters</a></p></li>
+</ul>
+</div>
+<div class="section" id="additional-documention">
+<h4>6.2 Additional Documention<a class="headerlink" href="#additional-documention" title="Permalink to this headline">¶</a></h4>
+<p><strong>python-awips:</strong> *
+<a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html">awips.DataAccessLayer</a>
+*
+<a class="reference external" href="http://unidata.github.io/python-awips/api/PyGridData.html">awips.PyGridData</a></p>
+<p><strong>matplotlib:</strong> *
+<a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html">matplotlib.pyplot</a>
+*
+<a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.subplot.html">matplotlib.pyplot.subplot</a>
+*
+<a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.pcolormesh.html">matplotlib.pyplot.pcolormesh</a>
+*
+<a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.contourf.html">matplotlib.pyplot.contourf</a></p>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grids_and_Cartopy.html">Top</a></p>
+<hr class="docutils" />
+</div>
+</div>
 </div>
 </div>
 
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