From 3cb979afe795bfed2bee917b37234bbe36073983 Mon Sep 17 00:00:00 2001
From: srcarter3 <srcarter3@users.noreply.github.com>
Date: Tue, 25 Jul 2023 21:32:54 +0000
Subject: [PATCH] deploy: e13726cf63bd43b01349ccd775d4f58e4ce1e8a7

---
 .../Forecast_Model_Vertical_Sounding_24_0.png | Bin 0 -> 186583 bytes
 .../Forecast_Model_Vertical_Sounding_27_1.png | Bin 0 -> 163575 bytes
 .../Forecast_Model_Vertical_Sounding_27_3.png | Bin 0 -> 162181 bytes
 .../Forecast_Model_Vertical_Sounding_27_5.png | Bin 0 -> 186639 bytes
 .../Forecast_Model_Vertical_Sounding_5_0.png  | Bin 186667 -> 0 bytes
 .../Forecast_Model_Vertical_Sounding_7_1.png  | Bin 165754 -> 0 bytes
 .../Forecast_Model_Vertical_Sounding_7_3.png  | Bin 162887 -> 0 bytes
 .../Forecast_Model_Vertical_Sounding_7_5.png  | Bin 164426 -> 0 bytes
 .../Forecast_Model_Vertical_Sounding.rst.txt  | 519 ++++++++++--------
 _static/css/theme.css                         |   2 +-
 .../Forecast_Model_Vertical_Sounding.html     | 480 +++++++++-------
 objects.inv                                   | Bin 6170 -> 6321 bytes
 searchindex.js                                |   2 +-
 13 files changed, 582 insertions(+), 421 deletions(-)
 create mode 100644 _images/Forecast_Model_Vertical_Sounding_24_0.png
 create mode 100644 _images/Forecast_Model_Vertical_Sounding_27_1.png
 create mode 100644 _images/Forecast_Model_Vertical_Sounding_27_3.png
 create mode 100644 _images/Forecast_Model_Vertical_Sounding_27_5.png
 delete mode 100644 _images/Forecast_Model_Vertical_Sounding_5_0.png
 delete mode 100644 _images/Forecast_Model_Vertical_Sounding_7_1.png
 delete mode 100644 _images/Forecast_Model_Vertical_Sounding_7_3.png
 delete mode 100644 _images/Forecast_Model_Vertical_Sounding_7_5.png

diff --git a/_images/Forecast_Model_Vertical_Sounding_24_0.png b/_images/Forecast_Model_Vertical_Sounding_24_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..a8463296e43adfda3ff65019b5e6391238c63ac3
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diff --git a/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt b/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt
index c3bb3aa..98c2d7e 100644
--- a/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt
+++ b/_sources/examples/generated/Forecast_Model_Vertical_Sounding.rst.txt
@@ -2,50 +2,83 @@
 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.
+Python-AWIPS Tutorial Notebook
 
--  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.
+Objectives
+==========
 
--  There is a single-record query performed for ``level = "0.0FHAG"`` to
-   determine the surface pressure level.
+-  Use python-awips to connect to an edex server
+-  Request data using the `ModelSounding
+   class <http://unidata.github.io/python-awips/api/ModelSounding.html>`__
+   in addition to using the normal `DataAccess
+   class <http://unidata.github.io/python-awips/api/DataAccessLayer.html>`__
+-  Create and compare vertical sounding from different AWIPS model data
+   with isobaric levels
+-  Use `Shapely Point
+   geometry <https://shapely.readthedocs.io/en/stable/reference/shapely.Point.html>`__
+   to define a point
+-  Convert between units when necessary
+-  Use MetPy to create
+   `SkewT <https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html>`__
+   and
+   `Hodograph <https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html>`__
+   plots
 
--  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.
+--------------
+
+1 Imports
+---------
+
+The imports below are used throughout the notebook. Note the first
+import is coming directly from python-awips and allows us to connect to
+an EDEX server. The subsequent imports are for data manipulation and
+visualization.
 
 .. 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']
+    from shapely.geometry import Point
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
+
+2 EDEX Connection
+-----------------
+
+First we establish a connection to Unidata’s public EDEX server. This
+sets the proper server on the **DataAccessLayer**, which we will use
+numerous times throughout the notebook.
+
+.. code:: ipython3
+
     server = 'edex-cloud.unidata.ucar.edu'
     DataAccessLayer.changeEDEXHost(server)
-    
-    # note the order is LON,lat and not lat,LON
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
+
+3 Define Useful Variables
+-------------------------
+
+The plotting in this notebook needs a model name, a location point
+(defined by latitude and longitude), and the most recent time range with
+the initial forecast run.
+
+.. code:: ipython3
+
+    # 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])])
+    model="NAM40"
     
     # Get latest forecast cycle run
     timeReq = DataAccessLayer.newDataRequest("grid")
@@ -54,276 +87,332 @@ any available AWIPS model with isobaric levels.
     times = DataAccessLayer.getAvailableTimes(timeReq)
     fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)
     
-    print("Using " + model + " forecast time " + str(fcstRun[0]))
+    timeRange = [fcstRun[0]]
+    
+    print("Using " + model + " forecast time " + str(timeRange))
 
 
 .. parsed-literal::
 
-    Using NAM40 forecast time 2023-05-17 12:00:00
+    Using NAM40 forecast time [<DataTime instance: 2023-07-25 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 830.1MB
-
-
-.. 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 830.1 and 50.0MB
-
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
 
 --------------
 
-Skew-T/Log-P
-------------
+4 Function: get_surface_data()
+------------------------------
+
+This function is used to get the initial forecast model data for surface
+height. This is done separately from the rest of the heights to
+determine the surface pressure. It uses the
+`ModelSounding <http://unidata.github.io/python-awips/api/ModelSounding.html>`__
+data object from python-awips to retrieve all the relevant information.
+
+This function takes the model name, location, and time as attributes,
+and returns arrays for pressure, temperature, dewpoint, and the u and v
+wind components.
 
 .. 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 = ["RAP13", "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]))
+    def get_surface_data(modelName, location, time):
+        """ model name, location, and timeRange desire """
         
-        p,t,d,u,v = [],[],[],[],[]
+        # request data and sort response
+        pressure,temp,dpt,ucomp,vcomp = [],[],[],[],[]
         use_parms = ['T','DpT','uW','vW','P']
         use_level = "0.0FHAG"
         
-        sndObject = ModelSounding.getSounding(modelName, use_parms, 
-                                              [use_level], point, timeRange=[fcstRun[0]])
+        sndObject = ModelSounding.getSounding(modelName, use_parms, [use_level], location, time)
         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")
+                pressure.append(float(sndObject._dataDict[time][use_level]['P']))
+                temp.append(float(sndObject._dataDict[time][use_level]['T']))
+                dpt.append(float(sndObject._dataDict[time][use_level]['DpT']))
+                ucomp.append(float(sndObject._dataDict[time][use_level]['uW']))
+                vcomp.append(float(sndObject._dataDict[time][use_level]['vW']))
+            print("Found surface record at " + "%.1f" % pressure[0] + "MB")
         else:
             raise ValueError("sndObject returned empty for query [" 
                             + ', '.join(str(x) for x in (modelName, use_parms, point, use_level)) +"]")
-            
+    
+        # return information for plotting
+        return pressure,temp,dpt,ucomp,vcomp
+
+Top
+
+--------------
+
+5 Function: get_levels_data()
+-----------------------------
+
+This function is similar to *get_surface_data()*, except it gets data
+values for presure heights above the surface. It uses the
+`ModelSounding <http://unidata.github.io/python-awips/api/ModelSounding.html>`__
+data object from python-awips to retrieve all the relevant information.
+
+It takes the model name, location, and time (similar to the other
+function), and also takes the instantiated pressure, temperature,
+dewpoint, and wind vector arrays.
+
+It returns the fully populated pressure, temperature, dewpoint,
+u-component, v-component, and computed wind arrays.
+
+.. code:: ipython3
+
+    def get_levels_data(modelName, location, time, pressure, temp, dpt, ucomp, vcomp):
+        
         # Get isobaric levels with our requested parameters
+        parms = ['T','DpT','uW','vW']
         levelReq = DataAccessLayer.newDataRequest("grid", envelope=point)
-        levelReq.setLocationNames(modelName)
-        levelReq.setParameters('T','DpT','uW','vW')
+        levelReq.setLocationNames(model)
+        levelReq.setParameters(*(parms))
         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]:
+                if float(name.replace('MB','')) < pressure[0]:
                     levels.append(lvl)
-                    
+    
         # Get Sounding
-        sndObject = ModelSounding.getSounding(modelName, parms, levels, point, 
-                                timeRange=[fcstRun[0]])
+        sndObject = ModelSounding.getSounding(modelName, parms, levels, location, time)
+    
         if not len(sndObject) > 0:
             raise ValueError("sndObject returned empty for query [" 
-                            + ', '.join(str(x) for x in (modelName, parms, point, levels)) +"]")
+                            + ', '.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]))
+                        temp.append(float(sndObject._dataDict[time][lvl][parm]))
                     elif parm == "DpT":
-                        d.append(float(sndObject._dataDict[time][lvl][parm]))
+                        dpt.append(float(sndObject._dataDict[time][lvl][parm]))
                     elif parm == 'uW':
-                        u.append(float(sndObject._dataDict[time][lvl][parm]))
+                        ucomp.append(float(sndObject._dataDict[time][lvl][parm]))
                     elif parm == 'vW':
-                        v.append(float(sndObject._dataDict[time][lvl][parm]))
+                        vcomp.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','')))
+                pressure.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)
+        pressure = np.array(pressure, dtype=float)
+        temp = (np.array(temp, dtype=float) - 273.15) * units.degC
+        dpt = (np.array(dpt, dtype=float) - 273.15) * units.degC
+        ucomp = (np.array(ucomp, dtype=float) * units('m/s')).to('knots')
+        vcomp = (np.array(vcomp, dtype=float) * units('m/s')).to('knots')
+        wind = np.sqrt(ucomp**2 + vcomp**2)
     
         print("Using " + str(len(levels)) + " levels between " + 
-              str("%.1f" % max(p)) + " and " + str("%.1f" % min(p)) + "MB")
+              str("%.1f" % max(pressure)) + " and " + str("%.1f" % min(pressure)) + "MB")
+        return pressure,temp,dpt,ucomp,vcomp,wind
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
+
+6 Function: plot_skewT()
+------------------------
+
+Since we’re plotting many different models for comparison, all that code
+was used to create this function.
+
+The function takes the model name, reference time, and the pressure,
+temperature, dewpoint, u-component, v-component, and wind arrays. It
+plots a skewT and hodograph using metpy.
+
+.. code:: ipython3
+
+    def plot_skewT(modelName, pressure, temp, dpt, ucomp, vcomp, wind, refTime):
+        plt.rcParams['figure.figsize'] = (12, 14)
     
         # 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(pressure, temp, 'r', linewidth=2)
+        skew.plot(pressure, dpt, 'g', linewidth=2)
+        skew.plot_barbs(pressure, ucomp, vcomp)
         skew.plot_dry_adiabats()
         skew.plot_moist_adiabats()
         skew.plot_mixing_lines(linestyle=':')
-        skew.ax.set_ylim(1000, 100)
+    
+        skew.ax.set_ylim(1000, np.min(pressure))
         skew.ax.set_xlim(-50, 40)
+    
         # Title
-        plt.title( modelName + " (" + str(point) + ") " + str(time.getRefTime()))
+        plt.title(modelName + " (" + str(point) + ") " + str(refTime))
+    
         # Hodograph
         ax_hod = inset_axes(skew.ax, '40%', '40%', loc=2)
-        h = Hodograph(ax_hod, component_range=max(w.magnitude))
+        h = Hodograph(ax_hod, component_range=max(wind.magnitude))
         h.add_grid(increment=20)
-        h.plot_colormapped(u, v, w)
+        h.plot_colormapped(ucomp, vcomp, wind)
+    
         # Dotted line at 0C isotherm
         l = skew.ax.axvline(0, color='c', linestyle='-', linewidth=1)
+    
         plt.show()
 
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
+
+7 Retrieve Necessary Plotting Data
+----------------------------------
+
+First we get the initial data at surface level using the
+get_surface_data function, and then pass those initial data arrays onto
+the get_levels_data request to finish populating for additional heights
+needed for Skew-T plots. We want to keep track of the pressure,
+temeperature, dewpoint, u-component, v-component, and wind arrays so we
+store them in variables to use later on.
+
+.. code:: ipython3
+
+    p,t,d,u,v = get_surface_data(model,point,timeRange)
+    
+    p,t,d,u,v,w = get_levels_data(model,point,timeRange,p,t,d,u,v)
+
 
 .. parsed-literal::
 
-    Using RAP13 forecast time 2023-05-17 20:00:00
+    Found surface record at 833.2MB
+    Using 32 levels between 833.2 and 50.0MB
+
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
+
+8 Skew-T/Log-P
+--------------
+
+Here we use our plot_skewT function to generate our skewT & hodograph
+charts for the data we retreived so far. This is where the pressure,
+temperature, dewpoint, and wind data is needed.
+
+.. code:: ipython3
+
+    plot_skewT(model, p, t, d, u, v, w, timeRange[0])
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_24_0.png
+
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
+
+9 Model Sounding Comparison
+---------------------------
+
+Now that we know how to retreive and plot the data for one model, we can
+run a loop to retreive data for various models and plot them for
+comparison. In this example we’ll also plot RAP13 and GFS20 data to
+compare with NAM40.
+
+This is also where our functions become so important, because we can
+easily recall all that logic and keep this for-loop fairly simple.
+
+.. code:: ipython3
+
+    models = ["RAP13", "GFS20", "NAM40"]
+    
+    for modelName in models:
+        timeReq = DataAccessLayer.newDataRequest("grid")
+        timeReq.setLocationNames(modelName)
+        cycles = DataAccessLayer.getAvailableTimes(timeReq, True)
+        times = DataAccessLayer.getAvailableTimes(timeReq)
+        fr = DataAccessLayer.getForecastRun(cycles[-1], times)
+        print("Using " + modelName + " forecast time " + str(fr[0]))
+        tr = [fr[0]]
+        
+        p,t,d,u,v = get_surface_data(modelName,point,tr)
+        p,t,d,u,v,w = get_levels_data(modelName,point,tr,p,t,d,u,v)
+        
+        # Skew-T
+        plot_skewT(modelName,p,t,d,u,v,w,tr[0])
+
+
+.. parsed-literal::
+
+    Using RAP13 forecast time 2023-07-25 19:00:00
+    Found surface record at 839.4MB
+    Using 32 levels between 839.4 and 100.0MB
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_27_1.png
+
+
+.. parsed-literal::
+
+    Using GFS20 forecast time 2023-07-25 12:00:00
+    Found surface record at 842.5MB
+    Using 32 levels between 842.5 and 100.0MB
+
+
+
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_27_3.png
+
+
+.. parsed-literal::
+
+    Using NAM40 forecast time 2023-07-25 18:00:00
     Found surface record at 833.8MB
-    Using 30 levels between 833.8 and 100.0MB
+    Using 32 levels between 833.8 and 50.0MB
 
 
 
-.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_7_1.png
+.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_27_5.png
 
 
-.. parsed-literal::
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
 
-    Using GFS20 forecast time 2023-05-17 12:00:00
-    Found surface record at 839.9MB
-    Using 22 levels between 839.9 and 100.0MB
+--------------
 
+10 See Also
+-----------
 
+10.1 Related Notebooks
+~~~~~~~~~~~~~~~~~~~~~~
 
-.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_7_3.png
+-  `Grid Levels and
+   Parameters <https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html>`__
+-  `Upper Air BUFR
+   Soundings <http://unidata.github.io/python-awips/examples/generated/Upper_Air_BUFR_Soundings.html>`__
+-  `Model Sounding
+   Data <http://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html>`__
 
+10.2 Additional Documentation
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-.. parsed-literal::
+**python-awips:**
 
-    Using NAM40 forecast time 2023-05-17 18:00:00
-    Found surface record at 829.4MB
-    Using 32 levels between 829.4 and 50.0MB
+-  `awips.DataAccessLayer <http://unidata.github.io/python-awips/api/DataAccessLayer.html>`__
+-  `awips.ModelSounding <https://unidata.github.io/python-awips/api/ModelSounding.html>`__
 
+**matplotlib:**
 
+-  `matplotlib.pyplot <https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html>`__
 
-.. image:: Forecast_Model_Vertical_Sounding_files/Forecast_Model_Vertical_Sounding_7_5.png
+**MetPy**
 
+-  `metpy.wind_speed <https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_speed.html>`__
+-  `metpy.wind_direction <https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_direction.html>`__
+-  `metpy.vapor_pressure <https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.vapor_pressure.html>`__
+-  `metpy.dewpoint <https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.dewpoint.html>`__
+-  `metpy.skewt <https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html>`__
+-  `metpy.hodograph <https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html>`__
 
+`Top <https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html>`__
+
+--------------
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diff --git a/examples/generated/Forecast_Model_Vertical_Sounding.html b/examples/generated/Forecast_Model_Vertical_Sounding.html
index 611f9bd..30ed7ba 100644
--- a/examples/generated/Forecast_Model_Vertical_Sounding.html
+++ b/examples/generated/Forecast_Model_Vertical_Sounding.html
@@ -53,8 +53,19 @@
 <li class="toctree-l2"><a class="reference internal" href="Colored_Surface_Temperature_Plot.html">Colored Surface Temperature Plot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Colorized_Grid_Data.html">Colorized Grid Data</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Forecast Model Vertical Sounding</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#skew-t-log-p">Skew-T/Log-P</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#model-sounding-comparison">Model Sounding Comparison</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#objectives">Objectives</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#imports">1 Imports</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#edex-connection">2 EDEX Connection</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#define-useful-variables">3 Define Useful Variables</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#function-get-surface-data">4 Function: get_surface_data()</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#function-get-levels-data">5 Function: get_levels_data()</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#function-plot-skewt">6 Function: plot_skewT()</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#retrieve-necessary-plotting-data">7 Retrieve Necessary Plotting Data</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#skew-t-log-p">8 Skew-T/Log-P</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#model-sounding-comparison">9 Model Sounding Comparison</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#see-also">10 See Also</a></li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="GOES_CIRA_Product_Writer.html">GOES CIRA Product Writer</a></li>
@@ -103,45 +114,68 @@
   <section id="forecast-model-vertical-sounding">
 <h1>Forecast Model Vertical Sounding<a class="headerlink" href="#forecast-model-vertical-sounding" title="Permalink to this heading"></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>
+Python-AWIPS Tutorial Notebook</p>
+<hr class="docutils" />
+<section id="objectives">
+<h2>Objectives<a class="headerlink" href="#objectives" title="Permalink to this heading"></a></h2>
 <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>
+<li><p>Use python-awips to connect to an edex server</p></li>
+<li><p>Request data using the <a class="reference external" href="http://unidata.github.io/python-awips/api/ModelSounding.html">ModelSounding
+class</a>
+in addition to using the normal <a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html">DataAccess
+class</a></p></li>
+<li><p>Create and compare vertical sounding from different AWIPS model data
+with isobaric levels</p></li>
+<li><p>Use <a class="reference external" href="https://shapely.readthedocs.io/en/stable/reference/shapely.Point.html">Shapely Point
+geometry</a>
+to define a point</p></li>
+<li><p>Convert between units when necessary</p></li>
+<li><p>Use MetPy to create
+<a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html">SkewT</a>
+and
+<a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html">Hodograph</a>
+plots</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>
+<hr class="docutils" />
+<section id="imports">
+<h3>1 Imports<a class="headerlink" href="#imports" title="Permalink to this heading"></a></h3>
+<p>The imports below are used throughout the notebook. Note the first
+import is coming directly from python-awips and allows us to connect to
+an EDEX server. The subsequent imports are for data manipulation and
+visualization.</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="p">,</span> <span class="n">ModelSounding</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="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Point</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="edex-connection">
+<h3>2 EDEX Connection<a class="headerlink" href="#edex-connection" title="Permalink to this heading"></a></h3>
+<p>First we establish a connection to Unidata’s public EDEX server. This
+sets the proper server on the <strong>DataAccessLayer</strong>, which we will use
+numerous times throughout the notebook.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="define-useful-variables">
+<h3>3 Define Useful Variables<a class="headerlink" href="#define-useful-variables" title="Permalink to this heading"></a></h3>
+<p>The plotting in this notebook needs a model name, a location point
+(defined by latitude and longitude), and the most recent time range with
+the initial forecast run.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="n">model</span><span class="o">=</span><span class="s2">&quot;NAM40&quot;</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>
@@ -150,242 +184,280 @@ are returned as Kelvin and wind components as m/s.</p></li>
 <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>
+<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="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">timeRange</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">2023</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">17</span> <span class="mi">12</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
+<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="p">[</span><span class="o">&lt;</span><span class="n">DataTime</span> <span class="n">instance</span><span class="p">:</span> <span class="mi">2023</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mi">25</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="o">&gt;</span><span class="p">]</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">830.1</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">830.1</span> <span class="ow">and</span> <span class="mf">50.0</span><span class="n">MB</span>
-</pre></div>
-</div>
-<hr class="docutils" />
-<section id="skew-t-log-p">
-<h2>Skew-T/Log-P<a class="headerlink" href="#skew-t-log-p" title="Permalink to this heading"></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" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
 </section>
-<section id="model-sounding-comparison">
-<h2>Model Sounding Comparison<a class="headerlink" href="#model-sounding-comparison" title="Permalink to this heading"></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;RAP13&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>
+<hr class="docutils" />
+<section id="function-get-surface-data">
+<h3>4 Function: get_surface_data()<a class="headerlink" href="#function-get-surface-data" title="Permalink to this heading"></a></h3>
+<p>This function is used to get the initial forecast model data for surface
+height. This is done separately from the rest of the heights to
+determine the surface pressure. It uses the
+<a class="reference external" href="http://unidata.github.io/python-awips/api/ModelSounding.html">ModelSounding</a>
+data object from python-awips to retrieve all the relevant information.</p>
+<p>This function takes the model name, location, and time as attributes,
+and returns arrays for pressure, temperature, dewpoint, and the u and v
+wind components.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_surface_data</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">location</span><span class="p">,</span> <span class="n">time</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot; model name, location, and timeRange desire &quot;&quot;&quot;</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="c1"># request data and sort response</span>
+    <span class="n">pressure</span><span class="p">,</span><span class="n">temp</span><span class="p">,</span><span class="n">dpt</span><span class="p">,</span><span class="n">ucomp</span><span class="p">,</span><span class="n">vcomp</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="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">location</span><span class="p">,</span> <span class="n">time</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="n">pressure</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">temp</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">dpt</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">ucomp</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">vcomp</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">pressure</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"># return information for plotting</span>
+    <span class="k">return</span> <span class="n">pressure</span><span class="p">,</span><span class="n">temp</span><span class="p">,</span><span class="n">dpt</span><span class="p">,</span><span class="n">ucomp</span><span class="p">,</span><span class="n">vcomp</span>
+</pre></div>
+</div>
+<p>Top</p>
+</section>
+<hr class="docutils" />
+<section id="function-get-levels-data">
+<h3>5 Function: get_levels_data()<a class="headerlink" href="#function-get-levels-data" title="Permalink to this heading"></a></h3>
+<p>This function is similar to <em>get_surface_data()</em>, except it gets data
+values for presure heights above the surface. It uses the
+<a class="reference external" href="http://unidata.github.io/python-awips/api/ModelSounding.html">ModelSounding</a>
+data object from python-awips to retrieve all the relevant information.</p>
+<p>It takes the model name, location, and time (similar to the other
+function), and also takes the instantiated pressure, temperature,
+dewpoint, and wind vector arrays.</p>
+<p>It returns the fully populated pressure, temperature, dewpoint,
+u-component, v-component, and computed wind arrays.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_levels_data</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">location</span><span class="p">,</span> <span class="n">time</span><span class="p">,</span> <span class="n">pressure</span><span class="p">,</span> <span class="n">temp</span><span class="p">,</span> <span class="n">dpt</span><span class="p">,</span> <span class="n">ucomp</span><span class="p">,</span> <span class="n">vcomp</span><span class="p">):</span>
+
     <span class="c1"># Get isobaric levels with our requested parameters</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">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">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="o">*</span><span class="p">(</span><span class="n">parms</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="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">pressure</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="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">location</span><span class="p">,</span> <span class="n">time</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="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="n">temp</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="n">dpt</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="n">ucomp</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="n">vcomp</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="n">pressure</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="n">pressure</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">pressure</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">temp</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">temp</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">dpt</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">dpt</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">ucomp</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">ucomp</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">vcomp</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">vcomp</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">wind</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">ucomp</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">vcomp</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="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">pressure</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">pressure</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;MB&quot;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">pressure</span><span class="p">,</span><span class="n">temp</span><span class="p">,</span><span class="n">dpt</span><span class="p">,</span><span class="n">ucomp</span><span class="p">,</span><span class="n">vcomp</span><span class="p">,</span><span class="n">wind</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="function-plot-skewt">
+<h3>6 Function: plot_skewT()<a class="headerlink" href="#function-plot-skewt" title="Permalink to this heading"></a></h3>
+<p>Since we’re plotting many different models for comparison, all that code
+was used to create this function.</p>
+<p>The function takes the model name, reference time, and the pressure,
+temperature, dewpoint, u-component, v-component, and wind arrays. It
+plots a skewT and hodograph using metpy.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">plot_skewT</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span> <span class="n">pressure</span><span class="p">,</span> <span class="n">temp</span><span class="p">,</span> <span class="n">dpt</span><span class="p">,</span> <span class="n">ucomp</span><span class="p">,</span> <span class="n">vcomp</span><span class="p">,</span> <span class="n">wind</span><span class="p">,</span> <span class="n">refTime</span><span class="p">):</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">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</span><span class="p">(</span><span class="n">pressure</span><span class="p">,</span> <span class="n">temp</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">pressure</span><span class="p">,</span> <span class="n">dpt</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">pressure</span><span class="p">,</span> <span class="n">ucomp</span><span class="p">,</span> <span class="n">vcomp</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_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">pressure</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="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">refTime</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">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">wind</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="n">h</span><span class="o">.</span><span class="n">plot_colormapped</span><span class="p">(</span><span class="n">ucomp</span><span class="p">,</span> <span class="n">vcomp</span><span class="p">,</span> <span class="n">wind</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">RAP13</span> <span class="n">forecast</span> <span class="n">time</span> <span class="mi">2023</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">17</span> <span class="mi">20</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="retrieve-necessary-plotting-data">
+<h3>7 Retrieve Necessary Plotting Data<a class="headerlink" href="#retrieve-necessary-plotting-data" title="Permalink to this heading"></a></h3>
+<p>First we get the initial data at surface level using the
+get_surface_data function, and then pass those initial data arrays onto
+the get_levels_data request to finish populating for additional heights
+needed for Skew-T plots. We want to keep track of the pressure,
+temeperature, dewpoint, u-component, v-component, and wind arrays so we
+store them in variables to use later on.</p>
+<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="n">get_surface_data</span><span class="p">(</span><span class="n">model</span><span class="p">,</span><span class="n">point</span><span class="p">,</span><span class="n">timeRange</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="p">,</span><span class="n">w</span> <span class="o">=</span> <span class="n">get_levels_data</span><span class="p">(</span><span class="n">model</span><span class="p">,</span><span class="n">point</span><span class="p">,</span><span class="n">timeRange</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="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">833.2</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">833.2</span> <span class="ow">and</span> <span class="mf">50.0</span><span class="n">MB</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="skew-t-log-p">
+<h3>8 Skew-T/Log-P<a class="headerlink" href="#skew-t-log-p" title="Permalink to this heading"></a></h3>
+<p>Here we use our plot_skewT function to generate our skewT &amp; hodograph
+charts for the data we retreived so far. This is where the pressure,
+temperature, dewpoint, and wind data is needed.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plot_skewT</span><span class="p">(</span><span class="n">model</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="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="n">timeRange</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+</pre></div>
+</div>
+<img alt="../../_images/Forecast_Model_Vertical_Sounding_24_0.png" src="../../_images/Forecast_Model_Vertical_Sounding_24_0.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="model-sounding-comparison">
+<h3>9 Model Sounding Comparison<a class="headerlink" href="#model-sounding-comparison" title="Permalink to this heading"></a></h3>
+<p>Now that we know how to retreive and plot the data for one model, we can
+run a loop to retreive data for various models and plot them for
+comparison. In this example we’ll also plot RAP13 and GFS20 data to
+compare with NAM40.</p>
+<p>This is also where our functions become so important, because we can
+easily recall all that logic and keep this for-loop fairly simple.</p>
+<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;RAP13&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="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">fr</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">fr</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+    <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">fr</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="n">get_surface_data</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span><span class="n">point</span><span class="p">,</span><span class="n">tr</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="p">,</span><span class="n">w</span> <span class="o">=</span> <span class="n">get_levels_data</span><span class="p">(</span><span class="n">modelName</span><span class="p">,</span><span class="n">point</span><span class="p">,</span><span class="n">tr</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="p">)</span>
+
+    <span class="c1"># Skew-T</span>
+    <span class="n">plot_skewT</span><span class="p">(</span><span class="n">modelName</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="p">,</span><span class="n">w</span><span class="p">,</span><span class="n">tr</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">RAP13</span> <span class="n">forecast</span> <span class="n">time</span> <span class="mi">2023</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mi">25</span> <span class="mi">19</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">839.4</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">839.4</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_27_1.png" src="../../_images/Forecast_Model_Vertical_Sounding_27_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">2023</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mi">25</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">842.5</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">842.5</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_27_3.png" src="../../_images/Forecast_Model_Vertical_Sounding_27_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">2023</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mi">25</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">833.8</span><span class="n">MB</span>
-<span class="n">Using</span> <span class="mi">30</span> <span class="n">levels</span> <span class="n">between</span> <span class="mf">833.8</span> <span class="ow">and</span> <span class="mf">100.0</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">833.8</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">2023</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">17</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">839.9</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">839.9</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">2023</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">17</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">829.4</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">829.4</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" />
+<img alt="../../_images/Forecast_Model_Vertical_Sounding_27_5.png" src="../../_images/Forecast_Model_Vertical_Sounding_27_5.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+</section>
+<hr class="docutils" />
+<section id="see-also">
+<h3>10 See Also<a class="headerlink" href="#see-also" title="Permalink to this heading"></a></h3>
+<section id="related-notebooks">
+<h4>10.1 Related Notebooks<a class="headerlink" href="#related-notebooks" title="Permalink to this heading"></a></h4>
+<ul class="simple">
+<li><p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html">Grid Levels and
+Parameters</a></p></li>
+<li><p><a class="reference external" href="http://unidata.github.io/python-awips/examples/generated/Upper_Air_BUFR_Soundings.html">Upper Air BUFR
+Soundings</a></p></li>
+<li><p><a class="reference external" href="http://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html">Model Sounding
+Data</a></p></li>
+</ul>
+</section>
+<section id="additional-documentation">
+<h4>10.2 Additional Documentation<a class="headerlink" href="#additional-documentation" title="Permalink to this heading"></a></h4>
+<p><strong>python-awips:</strong></p>
+<ul class="simple">
+<li><p><a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html">awips.DataAccessLayer</a></p></li>
+<li><p><a class="reference external" href="https://unidata.github.io/python-awips/api/ModelSounding.html">awips.ModelSounding</a></p></li>
+</ul>
+<p><strong>matplotlib:</strong></p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html">matplotlib.pyplot</a></p></li>
+</ul>
+<p><strong>MetPy</strong></p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_speed.html">metpy.wind_speed</a></p></li>
+<li><p><a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_direction.html">metpy.wind_direction</a></p></li>
+<li><p><a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.vapor_pressure.html">metpy.vapor_pressure</a></p></li>
+<li><p><a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.dewpoint.html">metpy.dewpoint</a></p></li>
+<li><p><a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html">metpy.skewt</a></p></li>
+<li><p><a class="reference external" href="https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html">metpy.hodograph</a></p></li>
+</ul>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html">Top</a></p>
+<hr class="docutils" />
+</section>
+</section>
 </section>
 </section>
 
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diff --git a/searchindex.js b/searchindex.js
index 72bdfe3..dee593d 100644
--- a/searchindex.js
+++ b/searchindex.js
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"packag": 32, "instal": 32, "pip": 32, "conda": 32, "code": 32, "question": 32, "contact": 32, "u": 32}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.viewcode": 1, "sphinx": 57}, "alltitles": {"About Unidata AWIPS": [[0, "about-unidata-awips"]], "License": [[0, "license"]], "About AWIPS": [[0, "about-awips"]], "EDEX": [[0, "edex"]], "CAVE": [[0, "cave"]], "Alertviz": [[0, "alertviz"]], "LDM": [[0, "id1"]], "edexBridge": [[0, "edexbridge"]], "Qpid": [[0, "id2"]], "PostgreSQL": [[0, "postgresql"]], "HDF5": [[0, "hdf5"]], "PyPIES (httpd-pypies)": [[0, "pypies-httpd-pypies"]], "CombinedTimeQuery": [[1, "module-awips.dataaccess.CombinedTimeQuery"]], "DataAccessLayer": [[2, "module-awips.dataaccess.DataAccessLayer"]], "DateTimeConverter": [[3, "module-awips.DateTimeConverter"]], "IDataRequest (newDataRequest())": [[4, "idatarequest-newdatarequest"]], "IFPClient": [[5, "module-awips.gfe.IFPClient"]], "ModelSounding": [[6, "module-awips.dataaccess.ModelSounding"]], "PyData": [[7, "module-awips.dataaccess.PyData"]], "PyGeometryData": [[8, "module-awips.dataaccess.PyGeometryData"]], "PyGridData": [[9, "module-awips.dataaccess.PyGridData"]], "RadarCommon": [[10, "module-awips.RadarCommon"]], "ThriftClient": [[11, "module-awips.ThriftClient"]], "ThriftClientRouter": [[12, "module-awips.dataaccess.ThriftClientRouter"]], "TimeUtil": [[13, "module-awips.TimeUtil"]], "API Documentation": [[14, "api-documentation"]], "Available Data Types": [[15, "available-data-types"]], "satellite": [[15, "satellite"]], "binlightning": [[15, "binlightning"]], "grid": [[15, "grid"]], "warning": [[15, "warning"]], "radar": [[15, "radar"]], "Development Guide": [[16, "development-guide"]], "Writing a New Factory": [[16, "writing-a-new-factory"]], "Registering the Factory with the Framework": [[16, "registering-the-factory-with-the-framework"]], "Retrieving Data Using the Factory": [[16, "retrieving-data-using-the-factory"]], "Development Background": [[16, "development-background"]], "Design/Implementation": [[16, "design-implementation"]], "How users of the framework retrieve and use the data": [[16, "how-users-of-the-framework-retrieve-and-use-the-data"]], "How plugin developers contribute support for new datatypes": [[16, "how-plugin-developers-contribute-support-for-new-datatypes"]], "How the framework works when it receives a request": [[16, "how-the-framework-works-when-it-receives-a-request"]], "Request interfaces": [[16, "request-interfaces"]], "Data Interfaces": [[16, "data-interfaces"]], "Factory Interfaces (Java only)": [[16, "factory-interfaces-java-only"]], "Colored Surface Temperature Plot": [[17, "colored-surface-temperature-plot"]], "Objectives": [[17, "objectives"], [18, "objectives"], [20, "objectives"], [21, "objectives"], [22, "objectives"], [23, "objectives"], [24, "objectives"], [27, "objectives"], [29, "objectives"], [30, "objectives"]], "Table of Contents": [[17, "table-of-contents"], [18, "table-of-contents"], [20, "table-of-contents"], [21, "table-of-contents"], [22, "table-of-contents"], [23, "table-of-contents"], [24, "table-of-contents"], [27, "table-of-contents"], [29, "table-of-contents"], [30, "table-of-contents"]], "1 Imports": [[17, "imports"], [18, "imports"], [20, "imports"], [21, "imports"], [22, "imports"], [23, "imports"], [24, "imports"], [29, "imports"], [30, "imports"]], "2 Initial Setup": [[17, "initial-setup"], [20, "initial-setup"]], "2.1 Geographic Filter": [[17, "geographic-filter"]], "2.2 EDEX Connection": [[17, "edex-connection"]], "3 Filter by Time": [[17, "filter-by-time"]], "4 Access and Convert Temp Data": [[17, "access-and-convert-temp-data"]], "5 Define Temperature Thresholds": [[17, "define-temperature-thresholds"]], "6 Plot the Data!": [[17, "plot-the-data"], [22, "plot-the-data"], [29, "plot-the-data"]], "7 See Also": [[17, "see-also"], [22, "see-also"], [29, "see-also"]], "7.1 Additional Documention": [[17, "additional-documention"]], "Colorized Grid Data": [[18, "colorized-grid-data"]], "2 Define Data Request": [[18, "define-data-request"]], "3 Limit Results Based on Time": [[18, "limit-results-based-on-time"]], "4 Function: make_map()": [[18, "function-make-map"]], "5 Use the Grid Data!": [[18, "use-the-grid-data"]], "5.1 Plot Using pcolormesh": [[18, "plot-using-pcolormesh"]], "5.2 Plot Using contourf": [[18, "plot-using-contourf"]], "6 See Also": [[18, "see-also"], [20, "see-also"]], "6.1 Related Notebooks": [[18, "related-notebooks"], [20, "related-notebooks"]], "6.2 Additional Documentation": [[18, "additional-documentation"], [20, "additional-documentation"]], "Forecast Model Vertical Sounding": [[19, "forecast-model-vertical-sounding"]], "Skew-T/Log-P": [[19, "skew-t-log-p"]], "Model Sounding Comparison": [[19, "model-sounding-comparison"]], "GOES CIRA Product Writer": [[20, "goes-cira-product-writer"]], "2.1 EDEX Connection": [[20, "edex-connection"]], "2.2 Parameter Definition": [[20, "parameter-definition"]], "3 Function: set_size()": [[20, "function-set-size"]], "4 Function: write_img()": [[20, "function-write-img"]], "5 Get the Data and Write it Out!": [[20, "get-the-data-and-write-it-out"]], "5.1 Filter the Data": [[20, "filter-the-data"]], "5.2 Define Output Location": [[20, "define-output-location"]], "5.3 Write Out GOES Images": [[20, "write-out-goes-images"]], "Grid Levels and Parameters": [[21, "grid-levels-and-parameters"]], "2 Connect to EDEX": [[21, "connect-to-edex"], [23, "connect-to-edex"]], "3 Get a List of Supported Data Types": [[21, "get-a-list-of-supported-data-types"]], "4 Create a New Data Request and Set the Type": [[21, "create-a-new-data-request-and-set-the-type"]], "5 Get Available Locations": [[21, "get-available-locations"]], "6 Get Available Parameters": [[21, "get-available-parameters"]], "7 Get Available Levels": [[21, "get-available-levels"]], "8 Get Available Times": [[21, "get-available-times"]], "9 Get the Data!": [[21, "get-the-data"]], "10 See Also": [[21, "see-also"]], "10.1 Related Notebooks": [[21, "related-notebooks"]], "METAR Station Plot with MetPy": [[22, "metar-station-plot-with-metpy"]], "2 Function: get_cloud_cover()": [[22, "function-get-cloud-cover"]], "3 Initial Setup": [[22, "initial-setup"]], "3.1 Initial EDEX Connection": [[22, "initial-edex-connection"]], "3.2 Setting Connection Location Names": [[22, "setting-connection-location-names"]], "4 Filter by Time": [[22, "filter-by-time"]], "5 Use the Data!": [[22, "use-the-data"], [29, "use-the-data"]], "5.1 Get the Data!": [[22, "get-the-data"]], "5.2 Extract all Parameters": [[22, "extract-all-parameters"]], "5.3 Populate the Data Dictionary": [[22, "populate-the-data-dictionary"]], "7.1 Related Notebooks": [[22, "related-notebooks"], [29, "related-notebooks"]], "7.2 Additional Documentation": [[22, "additional-documentation"], [29, "additional-documentation"]], "Map Resources and Topography": [[23, "map-resources-and-topography"]], "3 Function: make_map()": [[23, "function-make-map"]], "4 Create Initial Map From CWA": [[23, "create-initial-map-from-cwa"]], "5 Draw Merged CWA": [[23, "draw-merged-cwa"]], "6 Draw Interstates using Boundary Filter": [[23, "draw-interstates-using-boundary-filter"]], "7 Draw Nearby Cities": [[23, "draw-nearby-cities"]], "8 Draw Nearby Lakes": [[23, "draw-nearby-lakes"]], "9 Draw Major Rivers": [[23, "draw-major-rivers"]], "10 Draw Topography": [[23, "draw-topography"]], "11 See Also": [[23, "see-also"]], "11.1 Additional Documentation": [[23, "additional-documentation"]], "Model Sounding Data": [[24, "model-sounding-data"]], "2 EDEX Connection": [[24, "edex-connection"], [29, "edex-connection"]], "3 Setting Location": [[24, "setting-location"]], "3.1 Available Location Names": [[24, "available-location-names"]], "3.2 Setting the Location Name": [[24, "setting-the-location-name"]], "4 Filtering by Time": [[24, "filtering-by-time"]], "5 Get the Data!": [[24, "get-the-data"]], "6 Use the Data!": [[24, "use-the-data"]], "6.1 Prepare Data Objects": [[24, "prepare-data-objects"]], "6.2 Calculate Dewpoint from Specific Humidity": [[24, "calculate-dewpoint-from-specific-humidity"]], "6.2.1 Method 1": [[24, "method-1"]], "6.2.2 Method 2": [[24, "method-2"]], "6.2.3 Method 3": [[24, "method-3"]], "7 Plot the Data!": [[24, "plot-the-data"]], "8 See Also": [[24, "see-also"]], "8.1 Related Notebooks": [[24, "related-notebooks"]], "8.2 Additional Documentation": [[24, "additional-documentation"]], "NEXRAD Level3 Radar": [[25, "nexrad-level3-radar"]], "Precip Accumulation-Region Of Interest": [[26, "precip-accumulation-region-of-interest"]], "Regional Surface Obs Plot": [[27, "regional-surface-obs-plot"]], "Imports": [[27, "imports"]], "Function: get_cloud_cover()": [[27, "function-get-cloud-cover"]], "Function: make_map()": [[27, "function-make-map"]], "Function: extract_plotting_data()": [[27, "function-extract-plotting-data"]], "Function: plot_data()": [[27, "function-plot-data"]], "Initial Setup": [[27, "initial-setup"]], "Initial EDEX Connection": [[27, "initial-edex-connection"]], "Maps Request and Response": [[27, "maps-request-and-response"]], "Define Geographic Filter": [[27, "define-geographic-filter"]], "Define Time Filter": [[27, "define-time-filter"]], "Define Common Parameters for Data Requests": [[27, "define-common-parameters-for-data-requests"]], "Define METAR Request": [[27, "define-metar-request"]], "Define Synoptic Request": [[27, "define-synoptic-request"]], "Get the Data!": [[27, "get-the-data"]], "Get the EDEX Responses": [[27, "get-the-edex-responses"]], "Extract Plotting Data": [[27, "extract-plotting-data"]], "Plot the Data": [[27, "plot-the-data"]], "Draw the Region": [[27, "draw-the-region"]], "Plot METAR Data": [[27, "plot-metar-data"]], "Plot Synoptic Data": [[27, "plot-synoptic-data"]], "Plot both METAR and Synoptic Data": [[27, "plot-both-metar-and-synoptic-data"]], "See Also": [[27, "see-also"]], "Related Notebooks": [[27, "related-notebooks"]], "Additional Documentation": [[27, "additional-documentation"]], "Satellite Imagery": [[28, "satellite-imagery"]], "Available Sources, Creating Entities, Sectors, and Products": [[28, "available-sources-creating-entities-sectors-and-products"]], "GOES 16 Mesoscale Sectors": [[28, "goes-16-mesoscale-sectors"]], "Upper Air BUFR Soundings": [[29, "upper-air-bufr-soundings"]], "2.1 Initial EDEX Connection": [[29, "initial-edex-connection"]], "2.2 Setting Additional Request Parameters": [[29, "setting-additional-request-parameters"]], "2.3 Available Location Names": [[29, "available-location-names"]], "2.4 Setting the Location Name": [[29, "setting-the-location-name"]], "3 Filtering by Time": [[29, "filtering-by-time"]], "4 Get the Data!": [[29, "get-the-data"]], "5.1 Prepare Data Objects": [[29, "prepare-data-objects"]], "5.2 Convert Units": [[29, "convert-units"]], "Watch Warning and Advisory Plotting": [[30, "watch-warning-and-advisory-plotting"]], "2 Function: make_map()": [[30, "function-make-map"]], "3 Function: get_color()": [[30, "function-get-color"]], "4 Function get_title()": [[30, "function-get-title"]], "5 Initial Setup": [[30, "initial-setup"]], "5.1 EDEX Connection": [[30, "edex-connection"]], "5.2 Significance (Sig) Constants": [[30, "significance-sig-constants"]], "6 Filter by Time": [[30, "filter-by-time"]], "7 Use the Data!": [[30, "use-the-data"]], "7.1 Get the Data": [[30, "get-the-data"]], "7.2 Extract Phensigs, Geometries, and Times": [[30, "extract-phensigs-geometries-and-times"]], "8 Plot the Data!": [[30, "plot-the-data"]], "8.1 Create State and Political Boundaries": [[30, "create-state-and-political-boundaries"]], "8.2 Draw the Plot and Legend for WWAs": [[30, "draw-the-plot-and-legend-for-wwas"]], "9 See Also": [[30, "see-also"]], "9.1 Related Notebooks": [[30, "related-notebooks"]], "9.2 Additional Documentation": [[30, "additional-documentation"]], "Data Plotting Examples": [[31, "data-plotting-examples"]], "Python AWIPS Data Access Framework": [[32, "python-awips-data-access-framework"]], "Pre-requisite Software": [[32, "pre-requisite-software"]], "Package-Only Install": [[32, "package-only-install"]], "Pip Install": [[32, "pip-install"]], "Conda Install": [[32, "conda-install"]], "Source Code with Examples Install": [[32, "source-code-with-examples-install"]], "Questions \u2013 Contact Us!": [[32, "questions-contact-us"]]}, "indexentries": {"awips.dataaccess.combinedtimequery": [[1, "module-awips.dataaccess.CombinedTimeQuery"]], "getavailabletimes() (in module awips.dataaccess.combinedtimequery)": [[1, 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"awips.dataaccess.DataAccessLayer.getAvailableLocationNames"]], "getavailableparameters() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getAvailableParameters"]], "getavailabletimes() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getAvailableTimes"]], "getforecastrun() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getForecastRun"]], "getgeometrydata() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getGeometryData"]], "getgriddata() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getGridData"]], "getidentifiervalues() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getIdentifierValues"]], "getmetarobs() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getMetarObs"]], "getoptionalidentifiers() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getOptionalIdentifiers"]], "getradarproductids() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getRadarProductIDs"]], "getradarproductnames() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getRadarProductNames"]], "getrequiredidentifiers() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getRequiredIdentifiers"]], "getsupporteddatatypes() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getSupportedDatatypes"]], "getsynopticobs() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getSynopticObs"]], "newdatarequest() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.newDataRequest"]], "setlazyloadgridlatlon() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.setLazyLoadGridLatLon"]], "awips.datetimeconverter": [[3, "module-awips.DateTimeConverter"]], "constructtimerange() (in module awips.datetimeconverter)": [[3, "awips.DateTimeConverter.constructTimeRange"]], "converttodatetime() (in module awips.datetimeconverter)": [[3, "awips.DateTimeConverter.convertToDateTime"]], "idatarequest (class in awips.dataaccess)": [[4, "awips.dataaccess.IDataRequest"]], "__weakref__ (awips.dataaccess.idatarequest attribute)": [[4, "awips.dataaccess.IDataRequest.__weakref__"]], "addidentifier() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.addIdentifier"]], "getdatatype() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getDatatype"]], "getenvelope() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getEnvelope"]], "getidentifiers() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getIdentifiers"]], "getlevels() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getLevels"]], "getlocationnames() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getLocationNames"]], "setdatatype() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setDatatype"]], "setenvelope() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setEnvelope"]], "setlevels() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setLevels"]], "setlocationnames() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setLocationNames"]], "setparameters() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setParameters"]], "ifpclient (class in awips.gfe.ifpclient)": [[5, "awips.gfe.IFPClient.IFPClient"]], "awips.gfe.ifpclient": [[5, "module-awips.gfe.IFPClient"]], "commitgrid() (awips.gfe.ifpclient.ifpclient method)": [[5, 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\ No newline at end of file
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"examples/generated/Watch_Warning_and_Advisory_Plotting", "examples/index", "index"], "filenames": ["about.rst", "api/CombinedTimeQuery.rst", "api/DataAccessLayer.rst", "api/DateTimeConverter.rst", "api/IDataRequest.rst", "api/IFPClient.rst", "api/ModelSounding.rst", "api/PyData.rst", "api/PyGeometryData.rst", "api/PyGridData.rst", "api/RadarCommon.rst", "api/ThriftClient.rst", "api/ThriftClientRouter.rst", "api/TimeUtil.rst", "api/index.rst", "datatypes.rst", "dev.rst", "examples/generated/Colored_Surface_Temperature_Plot.rst", "examples/generated/Colorized_Grid_Data.rst", "examples/generated/Forecast_Model_Vertical_Sounding.rst", "examples/generated/GOES_CIRA_Product_Writer.rst", "examples/generated/Grid_Levels_and_Parameters.rst", "examples/generated/METAR_Station_Plot_with_MetPy.rst", "examples/generated/Map_Resources_and_Topography.rst", "examples/generated/Model_Sounding_Data.rst", "examples/generated/NEXRAD_Level3_Radar.rst", 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"how-plugin-developers-contribute-support-for-new-datatypes"]], "How the framework works when it receives a request": [[16, "how-the-framework-works-when-it-receives-a-request"]], "Request interfaces": [[16, "request-interfaces"]], "Data Interfaces": [[16, "data-interfaces"]], "Factory Interfaces (Java only)": [[16, "factory-interfaces-java-only"]], "Colored Surface Temperature Plot": [[17, "colored-surface-temperature-plot"]], "Objectives": [[17, "objectives"], [18, "objectives"], [19, "objectives"], [20, "objectives"], [21, "objectives"], [22, "objectives"], [23, "objectives"], [24, "objectives"], [27, "objectives"], [29, "objectives"], [30, "objectives"]], "Table of Contents": [[17, "table-of-contents"], [18, "table-of-contents"], [20, "table-of-contents"], [21, "table-of-contents"], [22, "table-of-contents"], [23, "table-of-contents"], [24, "table-of-contents"], [27, "table-of-contents"], [29, "table-of-contents"], [30, "table-of-contents"]], "1 Imports": [[17, "imports"], [18, "imports"], [19, "imports"], [20, "imports"], [21, "imports"], [22, "imports"], [23, "imports"], [24, "imports"], [29, "imports"], [30, "imports"]], "2 Initial Setup": [[17, "initial-setup"], [20, "initial-setup"]], "2.1 Geographic Filter": [[17, "geographic-filter"]], "2.2 EDEX Connection": [[17, "edex-connection"]], "3 Filter by Time": [[17, "filter-by-time"]], "4 Access and Convert Temp Data": [[17, "access-and-convert-temp-data"]], "5 Define Temperature Thresholds": [[17, "define-temperature-thresholds"]], "6 Plot the Data!": [[17, "plot-the-data"], [22, "plot-the-data"], [29, "plot-the-data"]], "7 See Also": [[17, "see-also"], [22, "see-also"], [29, "see-also"]], "7.1 Additional Documention": [[17, "additional-documention"]], "Colorized Grid Data": [[18, "colorized-grid-data"]], "2 Define Data Request": [[18, "define-data-request"]], "3 Limit Results Based on Time": [[18, "limit-results-based-on-time"]], "4 Function: make_map()": [[18, "function-make-map"]], "5 Use the Grid Data!": [[18, "use-the-grid-data"]], "5.1 Plot Using pcolormesh": [[18, "plot-using-pcolormesh"]], "5.2 Plot Using contourf": [[18, "plot-using-contourf"]], "6 See Also": [[18, "see-also"], [20, "see-also"]], "6.1 Related Notebooks": [[18, "related-notebooks"], [20, "related-notebooks"]], "6.2 Additional Documentation": [[18, "additional-documentation"], [20, "additional-documentation"]], "Forecast Model Vertical Sounding": [[19, "forecast-model-vertical-sounding"]], "2 EDEX Connection": [[19, "edex-connection"], [24, "edex-connection"], [29, "edex-connection"]], "3 Define Useful Variables": [[19, "define-useful-variables"]], "4 Function: get_surface_data()": [[19, "function-get-surface-data"]], "5 Function: get_levels_data()": [[19, "function-get-levels-data"]], "6 Function: plot_skewT()": [[19, "function-plot-skewt"]], "7 Retrieve Necessary Plotting Data": [[19, "retrieve-necessary-plotting-data"]], "8 Skew-T/Log-P": [[19, "skew-t-log-p"]], "9 Model Sounding Comparison": [[19, "model-sounding-comparison"]], "10 See Also": [[19, "see-also"], [21, "see-also"]], "10.1 Related Notebooks": [[19, "related-notebooks"], [21, "related-notebooks"]], "10.2 Additional Documentation": [[19, "additional-documentation"]], "GOES CIRA Product Writer": [[20, "goes-cira-product-writer"]], "2.1 EDEX Connection": [[20, "edex-connection"]], "2.2 Parameter Definition": [[20, "parameter-definition"]], "3 Function: set_size()": [[20, "function-set-size"]], "4 Function: write_img()": [[20, "function-write-img"]], "5 Get the Data and Write it Out!": [[20, "get-the-data-and-write-it-out"]], "5.1 Filter the Data": [[20, "filter-the-data"]], "5.2 Define Output Location": [[20, "define-output-location"]], "5.3 Write Out GOES Images": [[20, "write-out-goes-images"]], "Grid Levels and Parameters": [[21, "grid-levels-and-parameters"]], "2 Connect to EDEX": [[21, "connect-to-edex"], [23, "connect-to-edex"]], "3 Get a List of Supported Data Types": [[21, "get-a-list-of-supported-data-types"]], "4 Create a New Data Request and Set the Type": [[21, "create-a-new-data-request-and-set-the-type"]], "5 Get Available Locations": [[21, "get-available-locations"]], "6 Get Available Parameters": [[21, "get-available-parameters"]], "7 Get Available Levels": [[21, "get-available-levels"]], "8 Get Available Times": [[21, "get-available-times"]], "9 Get the Data!": [[21, "get-the-data"]], "METAR Station Plot with MetPy": [[22, "metar-station-plot-with-metpy"]], "2 Function: get_cloud_cover()": [[22, "function-get-cloud-cover"]], "3 Initial Setup": [[22, "initial-setup"]], "3.1 Initial EDEX Connection": [[22, "initial-edex-connection"]], "3.2 Setting Connection Location Names": [[22, "setting-connection-location-names"]], "4 Filter by Time": [[22, "filter-by-time"]], "5 Use the Data!": [[22, "use-the-data"], [29, "use-the-data"]], "5.1 Get the Data!": [[22, "get-the-data"]], "5.2 Extract all Parameters": [[22, "extract-all-parameters"]], "5.3 Populate the Data Dictionary": [[22, "populate-the-data-dictionary"]], "7.1 Related Notebooks": [[22, "related-notebooks"], [29, "related-notebooks"]], "7.2 Additional Documentation": [[22, "additional-documentation"], [29, "additional-documentation"]], "Map Resources and Topography": [[23, "map-resources-and-topography"]], "3 Function: make_map()": [[23, "function-make-map"]], "4 Create Initial Map From CWA": [[23, "create-initial-map-from-cwa"]], "5 Draw Merged CWA": [[23, "draw-merged-cwa"]], "6 Draw Interstates using Boundary Filter": [[23, "draw-interstates-using-boundary-filter"]], "7 Draw Nearby Cities": [[23, "draw-nearby-cities"]], "8 Draw Nearby Lakes": [[23, "draw-nearby-lakes"]], "9 Draw Major Rivers": [[23, "draw-major-rivers"]], "10 Draw Topography": [[23, "draw-topography"]], "11 See Also": [[23, "see-also"]], "11.1 Additional Documentation": [[23, "additional-documentation"]], "Model Sounding Data": [[24, "model-sounding-data"]], "3 Setting Location": [[24, "setting-location"]], "3.1 Available Location Names": [[24, "available-location-names"]], "3.2 Setting the Location Name": [[24, "setting-the-location-name"]], "4 Filtering by Time": [[24, "filtering-by-time"]], "5 Get the Data!": [[24, "get-the-data"]], "6 Use the Data!": [[24, "use-the-data"]], "6.1 Prepare Data Objects": [[24, "prepare-data-objects"]], "6.2 Calculate Dewpoint from Specific Humidity": [[24, "calculate-dewpoint-from-specific-humidity"]], "6.2.1 Method 1": [[24, "method-1"]], "6.2.2 Method 2": [[24, "method-2"]], "6.2.3 Method 3": [[24, "method-3"]], "7 Plot the Data!": [[24, "plot-the-data"]], "8 See Also": [[24, "see-also"]], "8.1 Related Notebooks": [[24, "related-notebooks"]], "8.2 Additional Documentation": [[24, "additional-documentation"]], "NEXRAD Level3 Radar": [[25, "nexrad-level3-radar"]], "Precip Accumulation-Region Of Interest": [[26, "precip-accumulation-region-of-interest"]], "Regional Surface Obs Plot": [[27, "regional-surface-obs-plot"]], "Imports": [[27, "imports"]], "Function: get_cloud_cover()": [[27, "function-get-cloud-cover"]], "Function: make_map()": [[27, "function-make-map"]], "Function: extract_plotting_data()": [[27, "function-extract-plotting-data"]], "Function: plot_data()": [[27, "function-plot-data"]], "Initial Setup": [[27, "initial-setup"]], "Initial EDEX Connection": [[27, "initial-edex-connection"]], "Maps Request and Response": [[27, "maps-request-and-response"]], "Define Geographic Filter": [[27, "define-geographic-filter"]], "Define Time Filter": [[27, "define-time-filter"]], "Define Common Parameters for Data Requests": [[27, "define-common-parameters-for-data-requests"]], "Define METAR Request": [[27, "define-metar-request"]], "Define Synoptic Request": [[27, "define-synoptic-request"]], "Get the Data!": [[27, "get-the-data"]], "Get the EDEX Responses": [[27, "get-the-edex-responses"]], "Extract Plotting Data": [[27, "extract-plotting-data"]], "Plot the Data": [[27, "plot-the-data"]], "Draw the Region": [[27, "draw-the-region"]], "Plot METAR Data": [[27, "plot-metar-data"]], "Plot Synoptic Data": [[27, "plot-synoptic-data"]], "Plot both METAR and Synoptic Data": [[27, "plot-both-metar-and-synoptic-data"]], "See Also": [[27, "see-also"]], "Related Notebooks": [[27, "related-notebooks"]], "Additional Documentation": [[27, "additional-documentation"]], "Satellite Imagery": [[28, "satellite-imagery"]], "Available Sources, Creating Entities, Sectors, and Products": [[28, "available-sources-creating-entities-sectors-and-products"]], "GOES 16 Mesoscale Sectors": [[28, "goes-16-mesoscale-sectors"]], "Upper Air BUFR Soundings": [[29, "upper-air-bufr-soundings"]], "2.1 Initial EDEX Connection": [[29, "initial-edex-connection"]], "2.2 Setting Additional Request Parameters": [[29, "setting-additional-request-parameters"]], "2.3 Available Location Names": [[29, "available-location-names"]], "2.4 Setting the Location Name": [[29, "setting-the-location-name"]], "3 Filtering by Time": [[29, "filtering-by-time"]], "4 Get the Data!": [[29, "get-the-data"]], "5.1 Prepare Data Objects": [[29, "prepare-data-objects"]], "5.2 Convert Units": [[29, "convert-units"]], "Watch Warning and Advisory Plotting": [[30, "watch-warning-and-advisory-plotting"]], "2 Function: make_map()": [[30, "function-make-map"]], "3 Function: get_color()": [[30, "function-get-color"]], "4 Function get_title()": [[30, "function-get-title"]], "5 Initial Setup": [[30, "initial-setup"]], "5.1 EDEX Connection": [[30, "edex-connection"]], "5.2 Significance (Sig) Constants": [[30, "significance-sig-constants"]], "6 Filter by Time": [[30, "filter-by-time"]], "7 Use the Data!": [[30, "use-the-data"]], "7.1 Get the Data": [[30, "get-the-data"]], "7.2 Extract Phensigs, Geometries, and Times": [[30, "extract-phensigs-geometries-and-times"]], "8 Plot the Data!": [[30, "plot-the-data"]], "8.1 Create State and Political Boundaries": [[30, "create-state-and-political-boundaries"]], "8.2 Draw the Plot and Legend for WWAs": [[30, "draw-the-plot-and-legend-for-wwas"]], "9 See Also": [[30, "see-also"]], "9.1 Related Notebooks": [[30, "related-notebooks"]], "9.2 Additional Documentation": [[30, "additional-documentation"]], "Data Plotting Examples": [[31, "data-plotting-examples"]], "Python AWIPS Data Access Framework": [[32, "python-awips-data-access-framework"]], "Pre-requisite Software": [[32, "pre-requisite-software"]], "Package-Only Install": [[32, "package-only-install"]], "Pip Install": [[32, "pip-install"]], "Conda Install": [[32, "conda-install"]], "Source Code with Examples Install": [[32, "source-code-with-examples-install"]], "Questions \u2013 Contact Us!": [[32, "questions-contact-us"]]}, "indexentries": {"awips.dataaccess.combinedtimequery": [[1, "module-awips.dataaccess.CombinedTimeQuery"]], "getavailabletimes() (in module awips.dataaccess.combinedtimequery)": [[1, "awips.dataaccess.CombinedTimeQuery.getAvailableTimes"]], "module": [[1, "module-awips.dataaccess.CombinedTimeQuery"], [2, "module-awips.dataaccess.DataAccessLayer"], [3, "module-awips.DateTimeConverter"], [5, "module-awips.gfe.IFPClient"], [6, "module-awips.dataaccess.ModelSounding"], [7, "module-awips.dataaccess.PyData"], [8, "module-awips.dataaccess.PyGeometryData"], [9, "module-awips.dataaccess.PyGridData"], [10, "module-awips.RadarCommon"], [11, "module-awips.ThriftClient"], [12, "module-awips.dataaccess.ThriftClientRouter"], [13, "module-awips.TimeUtil"]], "awips.dataaccess.dataaccesslayer": [[2, "module-awips.dataaccess.DataAccessLayer"]], "changeedexhost() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.changeEDEXHost"]], "getavailablelevels() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getAvailableLevels"]], "getavailablelocationnames() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getAvailableLocationNames"]], "getavailableparameters() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getAvailableParameters"]], "getavailabletimes() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getAvailableTimes"]], "getforecastrun() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getForecastRun"]], "getgeometrydata() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getGeometryData"]], "getgriddata() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getGridData"]], "getidentifiervalues() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getIdentifierValues"]], "getmetarobs() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getMetarObs"]], "getoptionalidentifiers() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getOptionalIdentifiers"]], "getradarproductids() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getRadarProductIDs"]], "getradarproductnames() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getRadarProductNames"]], "getrequiredidentifiers() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getRequiredIdentifiers"]], "getsupporteddatatypes() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getSupportedDatatypes"]], "getsynopticobs() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.getSynopticObs"]], "newdatarequest() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.newDataRequest"]], "setlazyloadgridlatlon() (in module awips.dataaccess.dataaccesslayer)": [[2, "awips.dataaccess.DataAccessLayer.setLazyLoadGridLatLon"]], "awips.datetimeconverter": [[3, "module-awips.DateTimeConverter"]], "constructtimerange() (in module awips.datetimeconverter)": [[3, "awips.DateTimeConverter.constructTimeRange"]], "converttodatetime() (in module awips.datetimeconverter)": [[3, "awips.DateTimeConverter.convertToDateTime"]], "idatarequest (class in awips.dataaccess)": [[4, "awips.dataaccess.IDataRequest"]], "__weakref__ (awips.dataaccess.idatarequest attribute)": [[4, "awips.dataaccess.IDataRequest.__weakref__"]], "addidentifier() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.addIdentifier"]], "getdatatype() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getDatatype"]], "getenvelope() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getEnvelope"]], "getidentifiers() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getIdentifiers"]], "getlevels() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getLevels"]], "getlocationnames() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.getLocationNames"]], "setdatatype() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setDatatype"]], "setenvelope() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setEnvelope"]], "setlevels() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setLevels"]], "setlocationnames() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setLocationNames"]], "setparameters() (awips.dataaccess.idatarequest method)": [[4, "awips.dataaccess.IDataRequest.setParameters"]], "ifpclient (class in awips.gfe.ifpclient)": [[5, "awips.gfe.IFPClient.IFPClient"]], "awips.gfe.ifpclient": [[5, "module-awips.gfe.IFPClient"]], "commitgrid() (awips.gfe.ifpclient.ifpclient method)": [[5, "awips.gfe.IFPClient.IFPClient.commitGrid"]], "getgridinventory() (awips.gfe.ifpclient.ifpclient method)": [[5, "awips.gfe.IFPClient.IFPClient.getGridInventory"]], "getparmlist() (awips.gfe.ifpclient.ifpclient method)": [[5, "awips.gfe.IFPClient.IFPClient.getParmList"]], "getselecttr() (awips.gfe.ifpclient.ifpclient method)": [[5, "awips.gfe.IFPClient.IFPClient.getSelectTR"]], "getsiteid() (awips.gfe.ifpclient.ifpclient method)": [[5, "awips.gfe.IFPClient.IFPClient.getSiteID"]], "awips.dataaccess.modelsounding": [[6, "module-awips.dataaccess.ModelSounding"]], "changeedexhost() (in module awips.dataaccess.modelsounding)": [[6, "awips.dataaccess.ModelSounding.changeEDEXHost"]], "getsounding() (in module awips.dataaccess.modelsounding)": [[6, "awips.dataaccess.ModelSounding.getSounding"]], "pydata (class in awips.dataaccess.pydata)": [[7, "awips.dataaccess.PyData.PyData"]], "awips.dataaccess.pydata": [[7, "module-awips.dataaccess.PyData"]], "getattribute() (awips.dataaccess.pydata.pydata method)": [[7, "awips.dataaccess.PyData.PyData.getAttribute"]], "getattributes() (awips.dataaccess.pydata.pydata method)": [[7, "awips.dataaccess.PyData.PyData.getAttributes"]], "getdatatime() (awips.dataaccess.pydata.pydata method)": [[7, "awips.dataaccess.PyData.PyData.getDataTime"]], "getlevel() (awips.dataaccess.pydata.pydata method)": [[7, "awips.dataaccess.PyData.PyData.getLevel"]], "getlocationname() (awips.dataaccess.pydata.pydata method)": [[7, "awips.dataaccess.PyData.PyData.getLocationName"]], "pygeometrydata (class in awips.dataaccess.pygeometrydata)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData"]], "awips.dataaccess.pygeometrydata": [[8, "module-awips.dataaccess.PyGeometryData"]], "getgeometry() (awips.dataaccess.pygeometrydata.pygeometrydata method)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData.getGeometry"]], "getnumber() (awips.dataaccess.pygeometrydata.pygeometrydata method)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData.getNumber"]], "getparameters() (awips.dataaccess.pygeometrydata.pygeometrydata method)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData.getParameters"]], "getstring() (awips.dataaccess.pygeometrydata.pygeometrydata method)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData.getString"]], "gettype() (awips.dataaccess.pygeometrydata.pygeometrydata method)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData.getType"]], "getunit() (awips.dataaccess.pygeometrydata.pygeometrydata method)": [[8, "awips.dataaccess.PyGeometryData.PyGeometryData.getUnit"]], "pygriddata (class in awips.dataaccess.pygriddata)": [[9, "awips.dataaccess.PyGridData.PyGridData"]], "awips.dataaccess.pygriddata": [[9, "module-awips.dataaccess.PyGridData"]], "getlatloncoords() (awips.dataaccess.pygriddata.pygriddata method)": [[9, "awips.dataaccess.PyGridData.PyGridData.getLatLonCoords"]], "getparameter() (awips.dataaccess.pygriddata.pygriddata method)": [[9, "awips.dataaccess.PyGridData.PyGridData.getParameter"]], "getrawdata() (awips.dataaccess.pygriddata.pygriddata method)": [[9, "awips.dataaccess.PyGridData.PyGridData.getRawData"]], "getunit() (awips.dataaccess.pygriddata.pygriddata method)": [[9, "awips.dataaccess.PyGridData.PyGridData.getUnit"]], "awips.radarcommon": [[10, "module-awips.RadarCommon"]], "encode_dep_vals() (in module awips.radarcommon)": [[10, "awips.RadarCommon.encode_dep_vals"]], "encode_radial() (in module awips.radarcommon)": [[10, "awips.RadarCommon.encode_radial"]], "encode_thresh_vals() (in module awips.radarcommon)": [[10, "awips.RadarCommon.encode_thresh_vals"]], "get_data_type() (in module awips.radarcommon)": [[10, "awips.RadarCommon.get_data_type"]], "get_datetime_str() (in module awips.radarcommon)": [[10, "awips.RadarCommon.get_datetime_str"]], "get_hdf5_data() (in module awips.radarcommon)": [[10, "awips.RadarCommon.get_hdf5_data"]], "get_header() (in module awips.radarcommon)": [[10, "awips.RadarCommon.get_header"]], "thriftclient (class in awips.thriftclient)": [[11, "awips.ThriftClient.ThriftClient"]], "thriftrequestexception": [[11, "awips.ThriftClient.ThriftRequestException"]], "awips.thriftclient": [[11, "module-awips.ThriftClient"]], "sendrequest() (awips.thriftclient.thriftclient method)": [[11, "awips.ThriftClient.ThriftClient.sendRequest"]], "lazygridlatlon (class in awips.dataaccess.thriftclientrouter)": [[12, "awips.dataaccess.ThriftClientRouter.LazyGridLatLon"]], "thriftclientrouter (class in awips.dataaccess.thriftclientrouter)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter"]], "awips.dataaccess.thriftclientrouter": [[12, "module-awips.dataaccess.ThriftClientRouter"]], "getavailablelevels() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLevels"]], "getavailablelocationnames() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableLocationNames"]], "getavailableparameters() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableParameters"]], "getavailabletimes() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getAvailableTimes"]], "getgeometrydata() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGeometryData"]], "getgriddata() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getGridData"]], "getidentifiervalues() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getIdentifierValues"]], "getnotificationfilter() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getNotificationFilter"]], "getoptionalidentifiers() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getOptionalIdentifiers"]], "getrequiredidentifiers() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getRequiredIdentifiers"]], "getsupporteddatatypes() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.getSupportedDatatypes"]], "newdatarequest() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.newDataRequest"]], "setlazyloadgridlatlon() (awips.dataaccess.thriftclientrouter.thriftclientrouter method)": [[12, "awips.dataaccess.ThriftClientRouter.ThriftClientRouter.setLazyLoadGridLatLon"]], "awips.timeutil": [[13, "module-awips.TimeUtil"]], "determinedrtoffset() (in module awips.timeutil)": [[13, "awips.TimeUtil.determineDrtOffset"]], "maketime() (in module awips.timeutil)": [[13, "awips.TimeUtil.makeTime"]]}})
\ No newline at end of file