From 6dac12e6d1cc14262016af8468ccb24bd36987f0 Mon Sep 17 00:00:00 2001
From: srcarter3 <srcarter3@users.noreply.github.com>
Date: Wed, 1 Sep 2021 18:40:35 +0000
Subject: [PATCH] deploy: 752e91b141149c3d3459ab5615f44087afc7866b

---
 _images/Map_Resources_and_Topography_10_1.png | Bin 74045 -> 0 bytes
 _images/Map_Resources_and_Topography_12_1.png | Bin 92333 -> 0 bytes
 _images/Map_Resources_and_Topography_13_2.png | Bin 0 -> 29349 bytes
 _images/Map_Resources_and_Topography_14_1.png | Bin 141580 -> 0 bytes
 _images/Map_Resources_and_Topography_16_0.png | Bin 0 -> 31164 bytes
 _images/Map_Resources_and_Topography_17_1.png | Bin 381483 -> 0 bytes
 _images/Map_Resources_and_Topography_19_1.png | Bin 0 -> 47892 bytes
 _images/Map_Resources_and_Topography_22_1.png | Bin 0 -> 71098 bytes
 _images/Map_Resources_and_Topography_25_1.png | Bin 0 -> 89088 bytes
 _images/Map_Resources_and_Topography_28_1.png | Bin 0 -> 138084 bytes
 _images/Map_Resources_and_Topography_32_1.png | Bin 0 -> 376124 bytes
 _images/Map_Resources_and_Topography_4_1.png  | Bin 30905 -> 0 bytes
 _images/Map_Resources_and_Topography_6_0.png  | Bin 32794 -> 0 bytes
 _images/Map_Resources_and_Topography_8_1.png  | Bin 49408 -> 0 bytes
 .../Map_Resources_and_Topography.rst.txt      | 383 +++++++++++------
 _static/searchtools.js                        |   8 +-
 .../Map_Resources_and_Topography.html         | 399 +++++++++++-------
 objects.inv                                   | Bin 4845 -> 4870 bytes
 searchindex.js                                |   2 +-
 19 files changed, 501 insertions(+), 291 deletions(-)
 delete mode 100644 _images/Map_Resources_and_Topography_10_1.png
 delete mode 100644 _images/Map_Resources_and_Topography_12_1.png
 create mode 100644 _images/Map_Resources_and_Topography_13_2.png
 delete mode 100644 _images/Map_Resources_and_Topography_14_1.png
 create mode 100644 _images/Map_Resources_and_Topography_16_0.png
 delete mode 100644 _images/Map_Resources_and_Topography_17_1.png
 create mode 100644 _images/Map_Resources_and_Topography_19_1.png
 create mode 100644 _images/Map_Resources_and_Topography_22_1.png
 create mode 100644 _images/Map_Resources_and_Topography_25_1.png
 create mode 100644 _images/Map_Resources_and_Topography_28_1.png
 create mode 100644 _images/Map_Resources_and_Topography_32_1.png
 delete mode 100644 _images/Map_Resources_and_Topography_4_1.png
 delete mode 100644 _images/Map_Resources_and_Topography_6_0.png
 delete mode 100644 _images/Map_Resources_and_Topography_8_1.png

diff --git a/_images/Map_Resources_and_Topography_10_1.png b/_images/Map_Resources_and_Topography_10_1.png
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diff --git a/_sources/examples/generated/Map_Resources_and_Topography.rst.txt b/_sources/examples/generated/Map_Resources_and_Topography.rst.txt
index 526d24a..39ad341 100644
--- a/_sources/examples/generated/Map_Resources_and_Topography.rst.txt
+++ b/_sources/examples/generated/Map_Resources_and_Topography.rst.txt
@@ -2,59 +2,101 @@
 Map Resources and Topography
 ============================
 `Notebook <http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Map_Resources_and_Topography.ipynb>`_
-The python-awips package provides access to the entire AWIPS Maps
-Database for use in Python GIS applications. Map objects are returned as
-Shapely geometries (*Polygon*, *Point*, *MultiLineString*, etc.) and can
-be easily plotted by Matplotlib, Cartopy, MetPy, and other packages.
+Python-AWIPS Tutorial Notebook
 
-Each map database table has a geometry field called ``the_geom``, which
-can be used to spatially select map resources for any column of type
-geometry,
+--------------
 
-Notes
------
+Objectives
+==========
 
--  This notebook requires: **python-awips, numpy, matplotplib, cartopy,
-   shapely**
--  Use datatype **maps** and **addIdentifier(‘table’, <postgres maps
-   schema>)** to define the map table:
-   DataAccessLayer.changeEDEXHost(“edex-cloud.unidata.ucar.edu”) request
-   = DataAccessLayer.newDataRequest(‘maps’)
-   request.addIdentifier(‘table’, ‘mapdata.county’)
--  Use **request.setLocationNames()** and **request.addIdentifier()** to
-   spatially filter a map resource. In the example below, WFO ID **BOU**
-   (Boulder, Colorado) is used to query counties within the BOU county
-   watch area (CWA)
+-  Use python-awips to connect to an edex server
+-  Define data request object specifically for the maps database
+-  Manipulate request object for various different map resources
+-  Plot map resources in combination with one another for geographical
+   context
 
-   ::
+--------------
 
-        request.addIdentifier('geomField', 'the_geom')
-        request.addIdentifier('inLocation', 'true')
-        request.addIdentifier('locationField', 'cwa')
-        request.setLocationNames('BOU')
-        request.addIdentifier('cwa', 'BOU')
+Table of Contents
+-----------------
 
-See the Maps Database Reference Page for available database tables,
-column names, and types.
+| `1
+  Imports <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#imports>`__\ 
+| `2 Connect to
+  EDEX <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#connect-to-edex>`__\ 
+| `3 Function:
+  make_map() <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#function-make-map>`__\ 
+| `4 Create Initial Map From
+  CWA <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#create-initial-map-from-cwa>`__\ 
+| `5 Draw Merged
+  CWA <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-merged-cwa>`__\ 
+| `6 Draw Interstates using Boundary
+  Filter <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-interstates-using-boundary-filter>`__\ 
+| `7 Draw Nearby
+  Cities <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-nearby-cities>`__\ 
+| `8 Draw Nearby
+  Lakes <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-nearby-lakes>`__\ 
+| `9 Draw Major
+  Rivers <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-major-rivers>`__\ 
+| `10 Draw
+  Topography <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-topography>`__\ 
+| `11 See
+  Also <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#see-also>`__\ 
+|     `11.1 Additional
+  Documentation <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#additional-documentation>`__\ 
 
-   Note the geometry definition of ``the_geom`` for each data type,
-   which can be **Point**, **MultiPolygon**, or **MultiLineString**.
+1 Imports
+---------
 
-Setup
------
+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
 
-    from __future__ import print_function
     from awips.dataaccess import DataAccessLayer
     import matplotlib.pyplot as plt
     import cartopy.crs as ccrs
-    import numpy as np
+    import numpy.ma as ma
     from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
     from cartopy.feature import ShapelyFeature,NaturalEarthFeature
-    from shapely.geometry import Polygon
     from shapely.ops import cascaded_union
-    
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+2 Connect to EDEX
+-----------------
+
+First we establish a connection to Unidata’s public EDEX server. With
+that connection made, we can create a `new data request
+object <http://unidata.github.io/python-awips/api/IDataRequest.html>`__
+and set the data type to **maps**.
+
+.. code:: ipython3
+
+    # Server, Data Request Type, and Database Table
+    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
+    request = DataAccessLayer.newDataRequest('maps')
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+3 Function: make_map()
+----------------------
+
+In many of our notebooks we end up plotting map images, and this logic
+below is the same from those other notebooks. Typically, functions are
+defined when they are called multiple times throughout a notebook. In
+this case, we only use it in one code block cell, but because it is a
+common function from several of our notebooks, it’s nice to keep the
+logic neatly defined for consistency.
+
+.. code:: ipython3
+
     # Standard map plot
     def make_map(bbox, projection=ccrs.PlateCarree()):
         fig, ax = plt.subplots(figsize=(12,12),
@@ -66,42 +108,59 @@ Setup
         gl.xformatter = LONGITUDE_FORMATTER
         gl.yformatter = LATITUDE_FORMATTER
         return fig, ax
-    
-    # Server, Data Request Type, and Database Table
-    DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
-    request = DataAccessLayer.newDataRequest('maps')
-    request.addIdentifier('table', 'mapdata.county')
 
-Request County Boundaries for a WFO
------------------------------------
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
 
--  Use **request.setParameters()** to define fields to be returned by
-   the request.
+--------------
+
+4 Create Initial Map From CWA
+-----------------------------
+
+The python-awips package provides access to the entire AWIPS Maps
+Database for use in Python GIS applications. Map objects are returned as
+Shapely geometries and can be easily plotted by many Python packages.
+
+-  Each map database table has a geometry field called ``the_geom``,
+   which can be used to spatially select map resources for any column of
+   type geometry.
+
+.. container:: alert-info
+
+   ::
+
+      <b>Tip:</b>  Note the geometry definition of <code>the_geom</code> for each data type, which can be <b>Point</b>, <b>MultiPolygon</b>, or <b>MultiLineString</b>.
+
+Here we’ll be using Boulder (BOU) as our example for plotting the County
+Warning Area (CWA). We’ll query our EDEX server to get all counties in
+the CWA for BOU, and then plot those counties along withe the state
+boundaries and lines of longitude and latitude. In order to get this
+information from EDEX, we’ll need to set several characteristics on our
+data request object. We will use
+`request.setParameters() <http://unidata.github.io/python-awips/api/IDataRequest.html#awips.dataaccess.IDataRequest.setParameters>`__
+to refine our query to EDEX.
 
 .. code:: ipython3
 
+    # Specify the necessary identifiers for requesting the Boulder CWA
+    request.addIdentifier('table', 'mapdata.county')
     # Define a WFO ID for location
     # tie this ID to the mapdata.county column "cwa" for filtering
     request.setLocationNames('BOU')
     request.addIdentifier('cwa', 'BOU')
-    
     # enable location filtering (inLocation)
     # locationField is tied to the above cwa definition (BOU)
     request.addIdentifier('geomField', 'the_geom')
     request.addIdentifier('inLocation', 'true')
     request.addIdentifier('locationField', 'cwa')
     
-    # This is essentially the same as "'"select count(*) from mapdata.cwa where cwa='BOU';" (=1)
-    
     # Get response and create dict of county geometries
-    response = DataAccessLayer.getGeometryData(request, [])
-    counties = np.array([])
+    response = DataAccessLayer.getGeometryData(request)
+    counties = []
     for ob in response:
-        counties = np.append(counties,ob.getGeometry())
+        counties.append(ob.getGeometry())
     print("Using " + str(len(counties)) + " county MultiPolygons")
     
     
-    %matplotlib inline
     # All WFO counties merged to a single Polygon
     merged_counties = cascaded_union(counties)
     envelope = merged_counties.buffer(2)
@@ -111,8 +170,10 @@ Request County Boundaries for a WFO
     bounds = merged_counties.bounds
     bbox=[bounds[0]-1,bounds[2]+1,bounds[1]-1.5,bounds[3]+1.5]
     
-    
+    # Create the map we'll use for the rest of this notebook based on the 
+    # boundaries of the CWA
     fig, ax = make_map(bbox=bbox)
+    
     # Plot political/state boundaries handled by Cartopy
     political_boundaries = NaturalEarthFeature(category='cultural',
                                    name='admin_0_boundary_lines_land',
@@ -124,65 +185,73 @@ Request County Boundaries for a WFO
     ax.add_feature(states, linestyle='-', edgecolor='black',linewidth=2)
     
     # Plot CWA counties
-    for i, geom in enumerate(counties):
-        cbounds = Polygon(geom)
-        intersection = cbounds.intersection
-        geoms = (intersection(geom)
-             for geom in counties
-             if cbounds.intersects(geom))
-        shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
-                            facecolor='none', linestyle="-",edgecolor='#86989B')
-        ax.add_feature(shape_feature)
+    shape_feature = ShapelyFeature(counties,ccrs.PlateCarree(), 
+                        facecolor='none', linestyle="-",edgecolor='#86989B')
+    ax.add_feature(shape_feature)
 
 
 .. parsed-literal::
 
-    Using 23 county MultiPolygons
+    Using 22 county MultiPolygons
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_4_1.png
+
+.. parsed-literal::
+
+    <cartopy.mpl.feature_artist.FeatureArtist at 0x11568f6d0>
 
 
-Create a merged CWA with cascaded_union
----------------------------------------
+
+
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_13_2.png
+
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+5 Draw Merged CWA
+-----------------
+
+In the previous section we created a merged polygon with the applicable
+counties. Here, we draw this new shape on top of our existing map in a
+burnt orange color.
 
 .. code:: ipython3
 
     # Plot CWA envelope
-    for i, geom in enumerate(boundaries):
-        gbounds = Polygon(geom)
-        intersection = gbounds.intersection
-        geoms = (intersection(geom)
-             for geom in boundaries
-             if gbounds.intersects(geom))
-        shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
-                            facecolor='none', linestyle="-",linewidth=3.,edgecolor='#cc5000')
-        ax.add_feature(shape_feature)
+    shape_feature = ShapelyFeature(boundaries,ccrs.PlateCarree(), 
+                        facecolor='none', linestyle="-",linewidth=3.,edgecolor='#cc5000')
+    ax.add_feature(shape_feature)
     
     fig
 
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_6_0.png
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_16_0.png
 
 
 
-WFO boundary spatial filter for interstates
--------------------------------------------
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
 
-Using the previously-defined **envelope=merged_counties.buffer(2)** in
-**newDataRequest()** to request geometries which fall inside the
-buffered boundary.
+--------------
+
+6 Draw Interstates using Boundary Filter
+----------------------------------------
+
+Now, we’ll use the previously-defined
+**envelope=merged_counties.buffer(2)** in a **newDataRequest()** to
+request interstate geometries which fall inside the buffered boundary.
 
 .. code:: ipython3
 
+    # Define the request for the interstate query
     request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
     request.addIdentifier('table', 'mapdata.interstate')
     request.addIdentifier('geomField', 'the_geom')
-    request.setParameters('name')
-    interstates = DataAccessLayer.getGeometryData(request, [])
+    interstates = DataAccessLayer.getGeometryData(request)
     print("Using " + str(len(interstates)) + " interstate MultiLineStrings")
     
     # Plot interstates
@@ -200,37 +269,45 @@ buffered boundary.
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_8_1.png
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_19_1.png
 
 
 
-Nearby cities
--------------
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
 
-Request the city table and filter by population and progressive
-disclosure level:
+--------------
 
-**Warning**: the ``prog_disc`` field is not entirely understood and
-values appear to change significantly depending on WFO site.
+7 Draw Nearby Cities
+--------------------
+
+Request the city table based using the **envelope** attribute and filter
+by population and progressive disclosure level.
+
+.. container:: alert-warning
+
+   ::
+
+      <b>Warning:</b>  the <code>prog_disc</code> field is not entirely understood and values appear to change significantly depending on WFO site.
 
 .. code:: ipython3
 
+    # Define the request for the city query
     request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
     request.addIdentifier('table', 'mapdata.city')
     request.addIdentifier('geomField', 'the_geom')
     request.setParameters('name','population','prog_disc')
-    cities = DataAccessLayer.getGeometryData(request, [])
+    cities = DataAccessLayer.getGeometryData(request)
     print("Queried " + str(len(cities)) + " total cities")
     
+    # Set aside two arrays - one for the geometry of the cities and one for their names
     citylist = []
     cityname = []
     # For BOU, progressive disclosure values above 50 and pop above 5000 looks good
     for ob in cities:
-        if ob.getString("population"):
-            if ob.getNumber("prog_disc") > 50:
-                if int(ob.getString("population")) > 5000:
-                    citylist.append(ob.getGeometry())
-                    cityname.append(ob.getString("name"))
+        if ob.getString("population") != 'None':
+            if ob.getNumber("prog_disc") > 50 and int(ob.getString("population")) > 5000:
+                citylist.append(ob.getGeometry())
+                cityname.append(ob.getString("name"))
     print("Plotting " + str(len(cityname)) + " cities")
     
     # Plot city markers
@@ -247,43 +324,41 @@ values appear to change significantly depending on WFO site.
 
 .. parsed-literal::
 
-    Queried 1203 total cities
-    Plotting 57 cities
+    Queried 1205 total cities
+    Plotting 58 cities
 
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_10_1.png
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_22_1.png
 
 
 
-Lakes
------
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+8 Draw Nearby Lakes
+-------------------
+
+Again, use the **envelope** attribute to define a new data requst for
+the nearby lakes.
 
 .. code:: ipython3
 
+    # Define request for lakes
     request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
     request.addIdentifier('table', 'mapdata.lake')
     request.addIdentifier('geomField', 'the_geom')
-    request.setParameters('name')
     
     # Get lake geometries
-    response = DataAccessLayer.getGeometryData(request, [])
-    lakes = np.array([])
-    for ob in response:
-        lakes = np.append(lakes,ob.getGeometry())
-    print("Using " + str(len(lakes)) + " lake MultiPolygons")
+    response = DataAccessLayer.getGeometryData(request)
+    print("Using " + str(len(response)) + " lake MultiPolygons")
     
     # Plot lakes
-    for i, geom in enumerate(lakes):
-        cbounds = Polygon(geom)
-        intersection = cbounds.intersection
-        geoms = (intersection(geom)
-             for geom in lakes
-             if cbounds.intersects(geom))
-        shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), 
-                            facecolor='blue', linestyle="-",edgecolor='#20B2AA')
-        ax.add_feature(shape_feature)
+    shape_feature = ShapelyFeature([lake.getGeometry() for lake in response],ccrs.PlateCarree(), 
+                        facecolor='blue', linestyle="-",edgecolor='#20B2AA')
+    ax.add_feature(shape_feature)
     fig
 
 
@@ -295,27 +370,30 @@ Lakes
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_12_1.png
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_25_1.png
 
 
 
-Major Rivers
-------------
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+9 Draw Major Rivers
+-------------------
 
 .. code:: ipython3
 
+    # Define request for rivers
     request = DataAccessLayer.newDataRequest('maps', envelope=envelope)
     request.addIdentifier('table', 'mapdata.majorrivers')
     request.addIdentifier('geomField', 'the_geom')
-    request.setParameters('pname')
-    rivers = DataAccessLayer.getGeometryData(request, [])
+    rivers = DataAccessLayer.getGeometryData(request)
     print("Using " + str(len(rivers)) + " river MultiLineStrings")
     
     # Plot rivers
-    for ob in rivers:
-        shape_feature = ShapelyFeature(ob.getGeometry(),ccrs.PlateCarree(), 
-                            facecolor='none', linestyle=":",edgecolor='#20B2AA')
-        ax.add_feature(shape_feature)
+    shape_feature = ShapelyFeature([river.getGeometry() for river in rivers],ccrs.PlateCarree(), 
+                        facecolor='none', linestyle=":",edgecolor='#20B2AA')
+    ax.add_feature(shape_feature)
     fig
 
 
@@ -326,23 +404,26 @@ Major Rivers
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_14_1.png
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_28_1.png
 
 
 
-Topography
-----------
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+10 Draw Topography
+------------------
 
 Spatial envelopes are required for topo requests, which can become slow
 to download and render for large (CONUS) maps.
 
 .. code:: ipython3
 
-    import numpy.ma as ma
-    request = DataAccessLayer.newDataRequest("topo")
+    # Define topography request
+    request = DataAccessLayer.newDataRequest("topo", envelope=envelope)
     request.addIdentifier("group", "/")
     request.addIdentifier("dataset", "full")
-    request.setEnvelope(envelope)
     gridData = DataAccessLayer.getGridData(request)
     print(gridData)
     print("Number of grid records: " + str(len(gridData)))
@@ -352,7 +433,7 @@ to download and render for large (CONUS) maps.
 
 .. parsed-literal::
 
-    [<awips.dataaccess.PyGridData.PyGridData object at 0x7ffd0f33c040>]
+    [<awips.dataaccess.PyGridData.PyGridData object at 0x115a20370>]
     Number of grid records: 1
     Sample grid data shape:
     (778, 1058)
@@ -392,7 +473,43 @@ to download and render for large (CONUS) maps.
 
 
 
-.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_17_1.png
+.. image:: Map_Resources_and_Topography_files/Map_Resources_and_Topography_32_1.png
 
 
 
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
+
+11 See Also
+-----------
+
+11.1 Additional Documentation
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+-  This notebook requires: **python-awips, numpy, matplotplib, cartopy,
+   shapely**
+-  Use datatype **maps** and **addIdentifier(‘table’, <postgres maps
+   schema>)** to define the map table:
+   DataAccessLayer.changeEDEXHost(“edex-cloud.unidata.ucar.edu”) request
+   = DataAccessLayer.newDataRequest(‘maps’)
+   request.addIdentifier(‘table’, ‘mapdata.county’)
+-  Use **request.setLocationNames()** and **request.addIdentifier()** to
+   spatially filter a map resource. In the example below, WFO ID **BOU**
+   (Boulder, Colorado) is used to query counties within the BOU county
+   watch area (CWA)
+
+   ::
+
+        request.addIdentifier('geomField', 'the_geom')
+        request.addIdentifier('inLocation', 'true')
+        request.addIdentifier('locationField', 'cwa')
+        request.setLocationNames('BOU')
+        request.addIdentifier('cwa', 'BOU')
+
+See the Maps Database Reference Page for available database tables,
+column names, and types.
+
+`Top <https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html>`__
+
+--------------
diff --git a/_static/searchtools.js b/_static/searchtools.js
index 8eb1421..e09f926 100644
--- a/_static/searchtools.js
+++ b/_static/searchtools.js
@@ -276,7 +276,7 @@ var Search = {
           setTimeout(function() {
             displayNextItem();
           }, 5);
-        } else {
+        } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
           $.ajax({url: requestUrl,
                   dataType: "text",
                   complete: function(jqxhr, textstatus) {
@@ -289,6 +289,12 @@ var Search = {
                       displayNextItem();
                     }, 5);
                   }});
+        } else {
+          // no source available, just display title
+          Search.output.append(listItem);
+          setTimeout(function() {
+            displayNextItem();
+          }, 5);
         }
       }
       // search finished, update title and status message
diff --git a/examples/generated/Map_Resources_and_Topography.html b/examples/generated/Map_Resources_and_Topography.html
index 9e4f2dd..bb7cc4a 100644
--- a/examples/generated/Map_Resources_and_Topography.html
+++ b/examples/generated/Map_Resources_and_Topography.html
@@ -104,15 +104,21 @@
 <li class="toctree-l2"><a class="reference internal" href="Grids_and_Cartopy.html">Grids and Cartopy</a></li>
 <li class="toctree-l2"><a class="reference internal" href="METAR_Station_Plot_with_MetPy.html">METAR Station Plot with MetPy</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Map Resources and Topography</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#notes">Notes</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#setup">Setup</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#request-county-boundaries-for-a-wfo">Request County Boundaries for a WFO</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#create-a-merged-cwa-with-cascaded-union">Create a merged CWA with cascaded_union</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#wfo-boundary-spatial-filter-for-interstates">WFO boundary spatial filter for interstates</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#nearby-cities">Nearby cities</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#lakes">Lakes</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#major-rivers">Major Rivers</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#topography">Topography</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#objectives">Objectives</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#table-of-contents">Table of Contents</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#imports">1 Imports</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#connect-to-edex">2 Connect to EDEX</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#function-make-map">3 Function: make_map()</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#create-initial-map-from-cwa">4 Create Initial Map From CWA</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draw-merged-cwa">5 Draw Merged CWA</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draw-interstates-using-boundary-filter">6 Draw Interstates using Boundary Filter</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draw-nearby-cities">7 Draw Nearby Cities</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draw-nearby-lakes">8 Draw Nearby Lakes</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draw-major-rivers">9 Draw Major Rivers</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draw-topography">10 Draw Topography</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#see-also">11 See Also</a></li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="Model_Sounding_Data.html">Model Sounding Data</a></li>
@@ -199,56 +205,88 @@
   <div class="section" id="map-resources-and-topography">
 <h1>Map Resources and Topography<a class="headerlink" href="#map-resources-and-topography" title="Permalink to this headline">¶</a></h1>
 <p><a class="reference external" href="http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Map_Resources_and_Topography.ipynb">Notebook</a>
-The python-awips package provides access to the entire AWIPS Maps
-Database for use in Python GIS applications. Map objects are returned as
-Shapely geometries (<em>Polygon</em>, <em>Point</em>, <em>MultiLineString</em>, etc.) and can
-be easily plotted by Matplotlib, Cartopy, MetPy, and other packages.</p>
-<p>Each map database table has a geometry field called <code class="docutils literal notranslate"><span class="pre">the_geom</span></code>, which
-can be used to spatially select map resources for any column of type
-geometry,</p>
-<div class="section" id="notes">
-<h2>Notes<a class="headerlink" href="#notes" title="Permalink to this headline">¶</a></h2>
-<ul>
-<li><p>This notebook requires: <strong>python-awips, numpy, matplotplib, cartopy,
-shapely</strong></p></li>
-<li><p>Use datatype <strong>maps</strong> and <strong>addIdentifier(‘table’, &lt;postgres maps
-schema&gt;)</strong> to define the map table:
-DataAccessLayer.changeEDEXHost(“edex-cloud.unidata.ucar.edu”) request
-= DataAccessLayer.newDataRequest(‘maps’)
-request.addIdentifier(‘table’, ‘mapdata.county’)</p></li>
-<li><p>Use <strong>request.setLocationNames()</strong> and <strong>request.addIdentifier()</strong> to
-spatially filter a map resource. In the example below, WFO ID <strong>BOU</strong>
-(Boulder, Colorado) is used to query counties within the BOU county
-watch area (CWA)</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;inLocation&#39;</span><span class="p">,</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;locationField&#39;</span><span class="p">,</span> <span class="s1">&#39;cwa&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;cwa&#39;</span><span class="p">,</span> <span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
-</pre></div>
-</div>
-</li>
+Python-AWIPS Tutorial Notebook</p>
+<hr class="docutils" />
+<div class="section" id="objectives">
+<h2>Objectives<a class="headerlink" href="#objectives" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Use python-awips to connect to an edex server</p></li>
+<li><p>Define data request object specifically for the maps database</p></li>
+<li><p>Manipulate request object for various different map resources</p></li>
+<li><p>Plot map resources in combination with one another for geographical
+context</p></li>
 </ul>
-<p>See the Maps Database Reference Page for available database tables,
-column names, and types.</p>
-<blockquote>
-<div><p>Note the geometry definition of <code class="docutils literal notranslate"><span class="pre">the_geom</span></code> for each data type,
-which can be <strong>Point</strong>, <strong>MultiPolygon</strong>, or <strong>MultiLineString</strong>.</p>
-</div></blockquote>
+<hr class="docutils" />
+<div class="section" id="table-of-contents">
+<h3>Table of Contents<a class="headerlink" href="#table-of-contents" title="Permalink to this headline">¶</a></h3>
+<div class="line-block">
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#imports">1
+Imports</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#connect-to-edex">2 Connect to
+EDEX</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#function-make-map">3 Function:
+make_map()</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#create-initial-map-from-cwa">4 Create Initial Map From
+CWA</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-merged-cwa">5 Draw Merged
+CWA</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-interstates-using-boundary-filter">6 Draw Interstates using Boundary
+Filter</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-nearby-cities">7 Draw Nearby
+Cities</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-nearby-lakes">8 Draw Nearby
+Lakes</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-major-rivers">9 Draw Major
+Rivers</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#draw-topography">10 Draw
+Topography</a></div>
+<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#see-also">11 See
+Also</a></div>
+<div class="line">    <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html#additional-documentation">11.1 Additional
+Documentation</a></div>
 </div>
-<div class="section" id="setup">
-<h2>Setup<a class="headerlink" href="#setup" title="Permalink to this headline">¶</a></h2>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">print_function</span>
-<span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
+</div>
+<div class="section" id="imports">
+<h3>1 Imports<a class="headerlink" href="#imports" title="Permalink to this headline">¶</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="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">numpy.ma</span> <span class="k">as</span> <span class="nn">ma</span>
 <span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
 <span class="kn">from</span> <span class="nn">cartopy.feature</span> <span class="kn">import</span> <span class="n">ShapelyFeature</span><span class="p">,</span><span class="n">NaturalEarthFeature</span>
-<span class="kn">from</span> <span class="nn">shapely.geometry</span> <span class="kn">import</span> <span class="n">Polygon</span>
 <span class="kn">from</span> <span class="nn">shapely.ops</span> <span class="kn">import</span> <span class="n">cascaded_union</span>
-
-<span class="c1"># Standard map plot</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="connect-to-edex">
+<h3>2 Connect to EDEX<a class="headerlink" href="#connect-to-edex" title="Permalink to this headline">¶</a></h3>
+<p>First we establish a connection to Unidata’s public EDEX server. With
+that connection made, we can create a <a class="reference external" href="http://unidata.github.io/python-awips/api/IDataRequest.html">new data request
+object</a>
+and set the data type to <strong>maps</strong>.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Server, Data Request Type, and Database Table</span>
+<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="function-make-map">
+<h3>3 Function: make_map()<a class="headerlink" href="#function-make-map" title="Permalink to this headline">¶</a></h3>
+<p>In many of our notebooks we end up plotting map images, and this logic
+below is the same from those other notebooks. Typically, functions are
+defined when they are called multiple times throughout a notebook. In
+this case, we only use it in one code block cell, but because it is a
+common function from several of our notebooks, it’s nice to keep the
+logic neatly defined for consistency.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Standard map plot</span>
 <span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
     <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">12</span><span class="p">),</span>
             <span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
@@ -259,42 +297,54 @@ which can be <strong>Point</strong>, <strong>MultiPolygon</strong>, or <strong>M
     <span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
     <span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
     <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
-
-<span class="c1"># Server, Data Request Type, and Database Table</span>
-<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
-<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.county&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="create-initial-map-from-cwa">
+<h3>4 Create Initial Map From CWA<a class="headerlink" href="#create-initial-map-from-cwa" title="Permalink to this headline">¶</a></h3>
+<p>The python-awips package provides access to the entire AWIPS Maps
+Database for use in Python GIS applications. Map objects are returned as
+Shapely geometries and can be easily plotted by many Python packages.</p>
+<ul class="simple">
+<li><p>Each map database table has a geometry field called <code class="docutils literal notranslate"><span class="pre">the_geom</span></code>,
+which can be used to spatially select map resources for any column of
+type geometry.</p></li>
+</ul>
+<div class="alert-info docutils container">
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">b</span><span class="o">&gt;</span><span class="n">Tip</span><span class="p">:</span><span class="o">&lt;/</span><span class="n">b</span><span class="o">&gt;</span>  <span class="n">Note</span> <span class="n">the</span> <span class="n">geometry</span> <span class="n">definition</span> <span class="n">of</span> <span class="o">&lt;</span><span class="n">code</span><span class="o">&gt;</span><span class="n">the_geom</span><span class="o">&lt;/</span><span class="n">code</span><span class="o">&gt;</span> <span class="k">for</span> <span class="n">each</span> <span class="n">data</span> <span class="nb">type</span><span class="p">,</span> <span class="n">which</span> <span class="n">can</span> <span class="n">be</span> <span class="o">&lt;</span><span class="n">b</span><span class="o">&gt;</span><span class="n">Point</span><span class="o">&lt;/</span><span class="n">b</span><span class="o">&gt;</span><span class="p">,</span> <span class="o">&lt;</span><span class="n">b</span><span class="o">&gt;</span><span class="n">MultiPolygon</span><span class="o">&lt;/</span><span class="n">b</span><span class="o">&gt;</span><span class="p">,</span> <span class="ow">or</span> <span class="o">&lt;</span><span class="n">b</span><span class="o">&gt;</span><span class="n">MultiLineString</span><span class="o">&lt;/</span><span class="n">b</span><span class="o">&gt;.</span>
 </pre></div>
 </div>
 </div>
-<div class="section" id="request-county-boundaries-for-a-wfo">
-<h2>Request County Boundaries for a WFO<a class="headerlink" href="#request-county-boundaries-for-a-wfo" title="Permalink to this headline">¶</a></h2>
-<ul class="simple">
-<li><p>Use <strong>request.setParameters()</strong> to define fields to be returned by
-the request.</p></li>
-</ul>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define a WFO ID for location</span>
+<p>Here we’ll be using Boulder (BOU) as our example for plotting the County
+Warning Area (CWA). We’ll query our EDEX server to get all counties in
+the CWA for BOU, and then plot those counties along withe the state
+boundaries and lines of longitude and latitude. In order to get this
+information from EDEX, we’ll need to set several characteristics on our
+data request object. We will use
+<a class="reference external" href="http://unidata.github.io/python-awips/api/IDataRequest.html#awips.dataaccess.IDataRequest.setParameters">request.setParameters()</a>
+to refine our query to EDEX.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Specify the necessary identifiers for requesting the Boulder CWA</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.county&#39;</span><span class="p">)</span>
+<span class="c1"># Define a WFO ID for location</span>
 <span class="c1"># tie this ID to the mapdata.county column &quot;cwa&quot; for filtering</span>
 <span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;cwa&#39;</span><span class="p">,</span> <span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
-
 <span class="c1"># enable location filtering (inLocation)</span>
 <span class="c1"># locationField is tied to the above cwa definition (BOU)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;inLocation&#39;</span><span class="p">,</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;locationField&#39;</span><span class="p">,</span> <span class="s1">&#39;cwa&#39;</span><span class="p">)</span>
 
-<span class="c1"># This is essentially the same as &quot;&#39;&quot;select count(*) from mapdata.cwa where cwa=&#39;BOU&#39;;&quot; (=1)</span>
-
 <span class="c1"># Get response and create dict of county geometries</span>
-<span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[])</span>
-<span class="n">counties</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([])</span>
+<span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="n">counties</span> <span class="o">=</span> <span class="p">[]</span>
 <span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
-    <span class="n">counties</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">counties</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
+    <span class="n">counties</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">counties</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; county MultiPolygons&quot;</span><span class="p">)</span>
 
 
-<span class="o">%</span><span class="k">matplotlib</span> inline
 <span class="c1"># All WFO counties merged to a single Polygon</span>
 <span class="n">merged_counties</span> <span class="o">=</span> <span class="n">cascaded_union</span><span class="p">(</span><span class="n">counties</span><span class="p">)</span>
 <span class="n">envelope</span> <span class="o">=</span> <span class="n">merged_counties</span><span class="o">.</span><span class="n">buffer</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
@@ -304,8 +354,10 @@ the request.</p></li>
 <span class="n">bounds</span> <span class="o">=</span> <span class="n">merged_counties</span><span class="o">.</span><span class="n">bounds</span>
 <span class="n">bbox</span><span class="o">=</span><span class="p">[</span><span class="n">bounds</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="mf">1.5</span><span class="p">,</span><span class="n">bounds</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">+</span><span class="mf">1.5</span><span class="p">]</span>
 
-
+<span class="c1"># Create the map we&#39;ll use for the rest of this notebook based on the</span>
+<span class="c1"># boundaries of the CWA</span>
 <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="o">=</span><span class="n">bbox</span><span class="p">)</span>
+
 <span class="c1"># Plot political/state boundaries handled by Cartopy</span>
 <span class="n">political_boundaries</span> <span class="o">=</span> <span class="n">NaturalEarthFeature</span><span class="p">(</span><span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
                                <span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_0_boundary_lines_land&#39;</span><span class="p">,</span>
@@ -317,50 +369,48 @@ the request.</p></li>
 <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">states</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">,</span><span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
 
 <span class="c1"># Plot CWA counties</span>
-<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">geom</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">counties</span><span class="p">):</span>
-    <span class="n">cbounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
-    <span class="n">intersection</span> <span class="o">=</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersection</span>
-    <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
-         <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">counties</span>
-         <span class="k">if</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
-    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
-                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#86989B&#39;</span><span class="p">)</span>
-    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">counties</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                    <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#86989B&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">23</span> <span class="n">county</span> <span class="n">MultiPolygons</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">22</span> <span class="n">county</span> <span class="n">MultiPolygons</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_4_1.png" src="../../_images/Map_Resources_and_Topography_4_1.png" />
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">cartopy</span><span class="o">.</span><span class="n">mpl</span><span class="o">.</span><span class="n">feature_artist</span><span class="o">.</span><span class="n">FeatureArtist</span> <span class="n">at</span> <span class="mh">0x11568f6d0</span><span class="o">&gt;</span>
+</pre></div>
 </div>
-<div class="section" id="create-a-merged-cwa-with-cascaded-union">
-<h2>Create a merged CWA with cascaded_union<a class="headerlink" href="#create-a-merged-cwa-with-cascaded-union" title="Permalink to this headline">¶</a></h2>
+<img alt="../../_images/Map_Resources_and_Topography_13_2.png" src="../../_images/Map_Resources_and_Topography_13_2.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="draw-merged-cwa">
+<h3>5 Draw Merged CWA<a class="headerlink" href="#draw-merged-cwa" title="Permalink to this headline">¶</a></h3>
+<p>In the previous section we created a merged polygon with the applicable
+counties. Here, we draw this new shape on top of our existing map in a
+burnt orange color.</p>
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Plot CWA envelope</span>
-<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">geom</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">boundaries</span><span class="p">):</span>
-    <span class="n">gbounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
-    <span class="n">intersection</span> <span class="o">=</span> <span class="n">gbounds</span><span class="o">.</span><span class="n">intersection</span>
-    <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
-         <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">boundaries</span>
-         <span class="k">if</span> <span class="n">gbounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
-    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
-                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">linewidth</span><span class="o">=</span><span class="mf">3.</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#cc5000&#39;</span><span class="p">)</span>
-    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">boundaries</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                    <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">linewidth</span><span class="o">=</span><span class="mf">3.</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#cc5000&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
 
 <span class="n">fig</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_6_0.png" src="../../_images/Map_Resources_and_Topography_6_0.png" />
+<img alt="../../_images/Map_Resources_and_Topography_16_0.png" src="../../_images/Map_Resources_and_Topography_16_0.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
 </div>
-<div class="section" id="wfo-boundary-spatial-filter-for-interstates">
-<h2>WFO boundary spatial filter for interstates<a class="headerlink" href="#wfo-boundary-spatial-filter-for-interstates" title="Permalink to this headline">¶</a></h2>
-<p>Using the previously-defined <strong>envelope=merged_counties.buffer(2)</strong> in
-<strong>newDataRequest()</strong> to request geometries which fall inside the
-buffered boundary.</p>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<hr class="docutils" />
+<div class="section" id="draw-interstates-using-boundary-filter">
+<h3>6 Draw Interstates using Boundary Filter<a class="headerlink" href="#draw-interstates-using-boundary-filter" title="Permalink to this headline">¶</a></h3>
+<p>Now, we’ll use the previously-defined
+<strong>envelope=merged_counties.buffer(2)</strong> in a <strong>newDataRequest()</strong> to
+request interstate geometries which fall inside the buffered boundary.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define the request for the interstate query</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.interstate&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">)</span>
-<span class="n">interstates</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[])</span>
+<span class="n">interstates</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">interstates</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; interstate MultiLineStrings&quot;</span><span class="p">)</span>
 
 <span class="c1"># Plot interstates</span>
@@ -374,30 +424,36 @@ buffered boundary.</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">225</span> <span class="n">interstate</span> <span class="n">MultiLineStrings</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_8_1.png" src="../../_images/Map_Resources_and_Topography_8_1.png" />
+<img alt="../../_images/Map_Resources_and_Topography_19_1.png" src="../../_images/Map_Resources_and_Topography_19_1.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
 </div>
-<div class="section" id="nearby-cities">
-<h2>Nearby cities<a class="headerlink" href="#nearby-cities" title="Permalink to this headline">¶</a></h2>
-<p>Request the city table and filter by population and progressive
-disclosure level:</p>
-<p><strong>Warning</strong>: the <code class="docutils literal notranslate"><span class="pre">prog_disc</span></code> field is not entirely understood and
-values appear to change significantly depending on WFO site.</p>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<hr class="docutils" />
+<div class="section" id="draw-nearby-cities">
+<h3>7 Draw Nearby Cities<a class="headerlink" href="#draw-nearby-cities" title="Permalink to this headline">¶</a></h3>
+<p>Request the city table based using the <strong>envelope</strong> attribute and filter
+by population and progressive disclosure level.</p>
+<div class="alert-warning docutils container">
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">b</span><span class="o">&gt;</span><span class="ne">Warning</span><span class="p">:</span><span class="o">&lt;/</span><span class="n">b</span><span class="o">&gt;</span>  <span class="n">the</span> <span class="o">&lt;</span><span class="n">code</span><span class="o">&gt;</span><span class="n">prog_disc</span><span class="o">&lt;/</span><span class="n">code</span><span class="o">&gt;</span> <span class="n">field</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">entirely</span> <span class="n">understood</span> <span class="ow">and</span> <span class="n">values</span> <span class="n">appear</span> <span class="n">to</span> <span class="n">change</span> <span class="n">significantly</span> <span class="n">depending</span> <span class="n">on</span> <span class="n">WFO</span> <span class="n">site</span><span class="o">.</span>
+</pre></div>
+</div>
+</div>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define the request for the city query</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.city&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">,</span><span class="s1">&#39;population&#39;</span><span class="p">,</span><span class="s1">&#39;prog_disc&#39;</span><span class="p">)</span>
-<span class="n">cities</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[])</span>
+<span class="n">cities</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Queried &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cities</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; total cities&quot;</span><span class="p">)</span>
 
+<span class="c1"># Set aside two arrays - one for the geometry of the cities and one for their names</span>
 <span class="n">citylist</span> <span class="o">=</span> <span class="p">[]</span>
 <span class="n">cityname</span> <span class="o">=</span> <span class="p">[]</span>
 <span class="c1"># For BOU, progressive disclosure values above 50 and pop above 5000 looks good</span>
 <span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">cities</span><span class="p">:</span>
-    <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;population&quot;</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;prog_disc&quot;</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">50</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;population&quot;</span><span class="p">))</span> <span class="o">&gt;</span> <span class="mi">5000</span><span class="p">:</span>
-                <span class="n">citylist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
-                <span class="n">cityname</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;name&quot;</span><span class="p">))</span>
+    <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;population&quot;</span><span class="p">)</span> <span class="o">!=</span> <span class="s1">&#39;None&#39;</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;prog_disc&quot;</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">50</span> <span class="ow">and</span> <span class="nb">int</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;population&quot;</span><span class="p">))</span> <span class="o">&gt;</span> <span class="mi">5000</span><span class="p">:</span>
+            <span class="n">citylist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
+            <span class="n">cityname</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getString</span><span class="p">(</span><span class="s2">&quot;name&quot;</span><span class="p">))</span>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Plotting &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cityname</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; cities&quot;</span><span class="p">)</span>
 
 <span class="c1"># Plot city markers</span>
@@ -412,75 +468,72 @@ values appear to change significantly depending on WFO site.</p>
 <span class="n">fig</span>
 </pre></div>
 </div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Queried</span> <span class="mi">1203</span> <span class="n">total</span> <span class="n">cities</span>
-<span class="n">Plotting</span> <span class="mi">57</span> <span class="n">cities</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Queried</span> <span class="mi">1205</span> <span class="n">total</span> <span class="n">cities</span>
+<span class="n">Plotting</span> <span class="mi">58</span> <span class="n">cities</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_10_1.png" src="../../_images/Map_Resources_and_Topography_10_1.png" />
+<img alt="../../_images/Map_Resources_and_Topography_22_1.png" src="../../_images/Map_Resources_and_Topography_22_1.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
 </div>
-<div class="section" id="lakes">
-<h2>Lakes<a class="headerlink" href="#lakes" title="Permalink to this headline">¶</a></h2>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<hr class="docutils" />
+<div class="section" id="draw-nearby-lakes">
+<h3>8 Draw Nearby Lakes<a class="headerlink" href="#draw-nearby-lakes" title="Permalink to this headline">¶</a></h3>
+<p>Again, use the <strong>envelope</strong> attribute to define a new data requst for
+the nearby lakes.</p>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define request for lakes</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.lake&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">)</span>
 
 <span class="c1"># Get lake geometries</span>
-<span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[])</span>
-<span class="n">lakes</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([])</span>
-<span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
-    <span class="n">lakes</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lakes</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span>
-<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">lakes</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; lake MultiPolygons&quot;</span><span class="p">)</span>
+<span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">response</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; lake MultiPolygons&quot;</span><span class="p">)</span>
 
 <span class="c1"># Plot lakes</span>
-<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">geom</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">lakes</span><span class="p">):</span>
-    <span class="n">cbounds</span> <span class="o">=</span> <span class="n">Polygon</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
-    <span class="n">intersection</span> <span class="o">=</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersection</span>
-    <span class="n">geoms</span> <span class="o">=</span> <span class="p">(</span><span class="n">intersection</span><span class="p">(</span><span class="n">geom</span><span class="p">)</span>
-         <span class="k">for</span> <span class="n">geom</span> <span class="ow">in</span> <span class="n">lakes</span>
-         <span class="k">if</span> <span class="n">cbounds</span><span class="o">.</span><span class="n">intersects</span><span class="p">(</span><span class="n">geom</span><span class="p">))</span>
-    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">geoms</span><span class="p">,</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
-                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#20B2AA&#39;</span><span class="p">)</span>
-    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">([</span><span class="n">lake</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()</span> <span class="k">for</span> <span class="n">lake</span> <span class="ow">in</span> <span class="n">response</span><span class="p">],</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                    <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;-&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#20B2AA&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
 <span class="n">fig</span>
 </pre></div>
 </div>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">208</span> <span class="n">lake</span> <span class="n">MultiPolygons</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_12_1.png" src="../../_images/Map_Resources_and_Topography_12_1.png" />
+<img alt="../../_images/Map_Resources_and_Topography_25_1.png" src="../../_images/Map_Resources_and_Topography_25_1.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
 </div>
-<div class="section" id="major-rivers">
-<h2>Major Rivers<a class="headerlink" href="#major-rivers" title="Permalink to this headline">¶</a></h2>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
+<hr class="docutils" />
+<div class="section" id="draw-major-rivers">
+<h3>9 Draw Major Rivers<a class="headerlink" href="#draw-major-rivers" title="Permalink to this headline">¶</a></h3>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define request for rivers</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s1">&#39;maps&#39;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;table&#39;</span><span class="p">,</span> <span class="s1">&#39;mapdata.majorrivers&#39;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s1">&#39;pname&#39;</span><span class="p">)</span>
-<span class="n">rivers</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[])</span>
+<span class="n">rivers</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Using &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">rivers</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; river MultiLineStrings&quot;</span><span class="p">)</span>
 
 <span class="c1"># Plot rivers</span>
-<span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">rivers</span><span class="p">:</span>
-    <span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">(),</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
-                        <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;:&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#20B2AA&#39;</span><span class="p">)</span>
-    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
+<span class="n">shape_feature</span> <span class="o">=</span> <span class="n">ShapelyFeature</span><span class="p">([</span><span class="n">river</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()</span> <span class="k">for</span> <span class="n">river</span> <span class="ow">in</span> <span class="n">rivers</span><span class="p">],</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
+                    <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;:&quot;</span><span class="p">,</span><span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;#20B2AA&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">shape_feature</span><span class="p">)</span>
 <span class="n">fig</span>
 </pre></div>
 </div>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Using</span> <span class="mi">1400</span> <span class="n">river</span> <span class="n">MultiLineStrings</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_14_1.png" src="../../_images/Map_Resources_and_Topography_14_1.png" />
+<img alt="../../_images/Map_Resources_and_Topography_28_1.png" src="../../_images/Map_Resources_and_Topography_28_1.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
 </div>
-<div class="section" id="topography">
-<h2>Topography<a class="headerlink" href="#topography" title="Permalink to this headline">¶</a></h2>
+<hr class="docutils" />
+<div class="section" id="draw-topography">
+<h3>10 Draw Topography<a class="headerlink" href="#draw-topography" title="Permalink to this headline">¶</a></h3>
 <p>Spatial envelopes are required for topo requests, which can become slow
 to download and render for large (CONUS) maps.</p>
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy.ma</span> <span class="k">as</span> <span class="nn">ma</span>
-<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;topo&quot;</span><span class="p">)</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Define topography request</span>
+<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;topo&quot;</span><span class="p">,</span> <span class="n">envelope</span><span class="o">=</span><span class="n">envelope</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;group&quot;</span><span class="p">,</span> <span class="s2">&quot;/&quot;</span><span class="p">)</span>
 <span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;dataset&quot;</span><span class="p">,</span> <span class="s2">&quot;full&quot;</span><span class="p">)</span>
-<span class="n">request</span><span class="o">.</span><span class="n">setEnvelope</span><span class="p">(</span><span class="n">envelope</span><span class="p">)</span>
 <span class="n">gridData</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="n">gridData</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of grid records: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">gridData</span><span class="p">)))</span>
@@ -488,7 +541,7 @@ to download and render for large (CONUS) maps.</p>
 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample grid data:</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">gridData</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">getRawData</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="o">&lt;</span><span class="n">awips</span><span class="o">.</span><span class="n">dataaccess</span><span class="o">.</span><span class="n">PyGridData</span><span class="o">.</span><span class="n">PyGridData</span> <span class="nb">object</span> <span class="n">at</span> <span class="mh">0x7ffd0f33c040</span><span class="o">&gt;</span><span class="p">]</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="o">&lt;</span><span class="n">awips</span><span class="o">.</span><span class="n">dataaccess</span><span class="o">.</span><span class="n">PyGridData</span><span class="o">.</span><span class="n">PyGridData</span> <span class="nb">object</span> <span class="n">at</span> <span class="mh">0x115a20370</span><span class="o">&gt;</span><span class="p">]</span>
 <span class="n">Number</span> <span class="n">of</span> <span class="n">grid</span> <span class="n">records</span><span class="p">:</span> <span class="mi">1</span>
 <span class="n">Sample</span> <span class="n">grid</span> <span class="n">data</span> <span class="n">shape</span><span class="p">:</span>
 <span class="p">(</span><span class="mi">778</span><span class="p">,</span> <span class="mi">1058</span><span class="p">)</span>
@@ -521,7 +574,41 @@ to download and render for large (CONUS) maps.</p>
 <span class="mf">4328.0</span>
 </pre></div>
 </div>
-<img alt="../../_images/Map_Resources_and_Topography_17_1.png" src="../../_images/Map_Resources_and_Topography_17_1.png" />
+<img alt="../../_images/Map_Resources_and_Topography_32_1.png" src="../../_images/Map_Resources_and_Topography_32_1.png" />
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
+</div>
+<hr class="docutils" />
+<div class="section" id="see-also">
+<h3>11 See Also<a class="headerlink" href="#see-also" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="additional-documentation">
+<h4>11.1 Additional Documentation<a class="headerlink" href="#additional-documentation" title="Permalink to this headline">¶</a></h4>
+<ul>
+<li><p>This notebook requires: <strong>python-awips, numpy, matplotplib, cartopy,
+shapely</strong></p></li>
+<li><p>Use datatype <strong>maps</strong> and <strong>addIdentifier(‘table’, &lt;postgres maps
+schema&gt;)</strong> to define the map table:
+DataAccessLayer.changeEDEXHost(“edex-cloud.unidata.ucar.edu”) request
+= DataAccessLayer.newDataRequest(‘maps’)
+request.addIdentifier(‘table’, ‘mapdata.county’)</p></li>
+<li><p>Use <strong>request.setLocationNames()</strong> and <strong>request.addIdentifier()</strong> to
+spatially filter a map resource. In the example below, WFO ID <strong>BOU</strong>
+(Boulder, Colorado) is used to query counties within the BOU county
+watch area (CWA)</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;geomField&#39;</span><span class="p">,</span> <span class="s1">&#39;the_geom&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;inLocation&#39;</span><span class="p">,</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;locationField&#39;</span><span class="p">,</span> <span class="s1">&#39;cwa&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
+<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s1">&#39;cwa&#39;</span><span class="p">,</span> <span class="s1">&#39;BOU&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>See the Maps Database Reference Page for available database tables,
+column names, and types.</p>
+<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Map_Resources_and_Topography.html">Top</a></p>
+<hr class="docutils" />
+</div>
+</div>
 </div>
 </div>
 
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:25,cyqi:25,cyqk:25,cyqq:25,cyqr:25,cyqt:25,cyqx:25,cyrb:25,cysi:25,cysm:25,cyt:25,cyth:25,cytl:25,cyul:25,cyux:25,cyvo:25,cyvp:25,cyvq:25,cyvr:25,cyvv:25,cywa:25,cywg:25,cywo:25,cyx:25,cyxc:25,cyxh:25,cyxi:25,cyxu:25,cyxx:25,cyxz:25,cyy:25,cyyb:25,cyyc:25,cyyj:25,cyyq:25,cyyr:25,cyyt:25,cyyz:25,cyz:25,cyzf:25,cyzt:25,cyzv:25,d2d:0,d2dgriddata:16,d:[0,15,16,17,18,23,25,28,29,33],daemon:0,dai:[20,29,33],daili:33,dal:2,dalt:33,darkgreen:[17,23,28],darkr:[23,28],data:[0,2,4,6,7,8,9,10,20,23,24,26,27,28,29,30,31,33],data_arr:23,dataaccess:[1,2,4,6,7,8,9,12,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31],dataaccesslay:[4,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31],dataaccessregistri:16,databas:[0,16,24,28],datadestin:16,datafactoryregistri:16,dataplugin:[16,22],datarecord:7,dataset:[0,21,24,34],datasetid:[6,16],datastorag:16,datatim:[2,6,16,19,21,30],datatyp:[2,4,12,17,19,20,21,22,23,24,28,29],datauri:29,date:3,datetim:[3,10,17,18,19,20,23,25,28,29,31],datetimeconvert:14,db:[16,33],dbll:33,dbm:0,dbrdust:19,dbsl:33,dbss:33,dbz:[26,33],dcape:21,dcbl:33,dccbl:33,dcctl:33,dctl:33,dd:21,debra:19,decod:[0,16],decreas:22,deep:33,def:[19,22,23,24,26,27,28,29,31],defaultdatarequest:[16,22],defaultgeometryrequest:16,defaultgridrequest:16,deficit:33,defin:[4,21,24,29,31,33],definit:[16,24],defv:21,deg2rad:30,deg:[25,33],degc:[18,23,25,28,30],degf:[17,23,28,30],degre:[22,23,28,33],del2gh:21,deleg:16,delta:33,den:[25,33],densiti:33,depend:[2,16,19,21,24,33],depmn:33,deposit:33,depr:33,depress:33,depth:33,depval:10,deriv:[0,16,26,29,33],describ:[0,19],descript:[10,33],design:[0,19],desir:[16,19],desktop:0,destin:16,destunit:22,detail:[16,21],detect:[20,33],determin:[0,16,18,27],determinedrtoffset:13,detrain:33,dev:33,develop:[0,20,34],deviat:33,devmsl:33,dew:33,dew_point_temperatur:[23,28],dewpoint:[18,23,28,30],df:21,dfw:23,dhr:29,diagnost:33,dice:33,dict:[17,20,22,23,24,26,27,28,29,31],dictionari:[2,4,6,23,28],difeflux:33,diff:26,differ:[0,16,21,22,33],differenti:33,diffus:33,dififlux:33,difpflux:33,digit:[15,26],dim:33,dimens:19,dimension:0,dir:25,dirc:33,dirdegtru:33,direc:[30,33],direct:[23,28,33],directli:[0,19],directori:19,dirpw:33,dirsw:33,dirwww:33,discharg:20,disclosur:24,disk:[19,33],dispers:33,displai:[0,16,34],display:0,dissip:33,dist:33,distinct:16,distirubt:25,distribut:0,diverg:33,divers:16,divf:21,divfn:21,divid:33,dlh:23,dlwrf:33,dm:33,dman:30,dobson:33,document:[16,21],doe:[16,25],domain:[0,24],don:[16,19],done:[16,19],dot:[18,30],doubl:8,dov:25,down:17,downdraft:33,download:[0,24],downward:33,dp:[21,33],dpblw:33,dpd:21,dpg:25,dpi:[19,23],dpmsl:33,dpt:[18,21,28,33],drag:33,draw:[17,19,25,27,30],draw_label:[22,24,26,28,29,31],dream:16,drift:33,drop:33,droplet:33,drt:23,dry:33,dry_laps:[25,30],dsc:25,dsd:25,dskdai:33,dskint:33,dskngt:33,dsm:23,dstack:19,dstype:[17,22,23,28],dswrf:33,dt:[21,33],dtrf:33,dtx:25,dtype:[17,18,23,28,31],due:33,durat:33,dure:[2,22],dust:19,duvb:33,dvadv:21,dvl:29,dvn:25,dwpc:25,dwuvr:33,dwww:33,dy:25,dynamicseri:[3,17,22,23,28],dz:21,dzdt:33,e28:25,e74:25,e7e7e7:28,e:[0,16,23,25,28,29,33],ea:33,each:[2,16,19,24,25,28,31],eas:16,easier:16,easiest:22,easili:24,east:[19,29,33],east_6km:21,east_pr_6km:21,eastward_wind:[23,28],eat:25,eatm:33,eax:25,echo:[26,33],echotop18:33,echotop30:33,echotop50:33,echotop60:33,ecmwf:33,econu:[19,29],eddi:33,edex:[2,6,15,16,17,18,20,22,23,24,25,26,27,28,29,30,31,34],edex_camel:0,edex_ldm:0,edex_postgr:0,edex_url:21,edexserv:[17,20,23,28],edg:22,edgecolor:[19,24,27,28,31],editor:0,edu:[0,15,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,34],edw:25,eet:29,ef25m:33,ef50m:33,efd:29,effect:[16,33],effici:33,effict:34,efl:25,ehelx:33,ehi01:21,ehi:21,ehii:21,ehlt:33,either:[0,16,21,31,34],elcden:33,electmp:33,electr:33,electron:33,element:[6,9,21,23],elev:[24,30,33],eli:23,elif:[17,18,19,23,28],ellips:19,elon:33,elonn:33,elp:23,els:[17,18,19,21,23,26,27,28,31],elsct:33,elyr:33,email:34,embed:33,emeso:29,emiss:33,emit:20,emnp:33,emp:25,emploi:0,empti:18,emsp:21,enabl:[16,24],encod:33,encode_dep_v:10,encode_radi:10,encode_thresh_v:10,encourag:0,end:[0,17,19,23,25,28],endrang:[17,23,28],energi:33,engeri:33,engin:33,enhanc:[0,26],enl:25,ensur:0,entir:[0,24,33],entiti:[0,15,19],entitl:0,enumer:[24,27,29],env:[4,16,22,34],envelop:[2,4,12,16,17,18,22,24,27,28],environ:[0,2,34],environment:[0,20],eocn:33,eph:23,epot:33,epsr:33,ept:21,epta:21,eptc:21,eptgrd:21,eptgrdm:21,epv:21,epvg:21,epvt1:21,epvt2:21,equilibrium:33,equival:33,error:[0,16,21,33],esp2:21,esp:21,essenti:[16,24],establish:19,estc:25,estim:33,estof:21,estpc:33,estuwind:33,estvwind:33,eta:[25,33],etal:33,etc:[0,16,18,24],etcwl:33,etot:33,etsrg:33,etss:21,euv:33,euvirr:33,euvrad:33,ev:33,evapor:33,evapotranspir:33,evapt:33,evb:33,evcw:33,evec1:33,evec2:33,evec3:33,event:20,everi:16,everyth:16,evp:33,ewatr:33,exact:19,exactli:19,exampl:[0,2,15,16,19,21,22,24,25,26,29,30,31],exceed:33,except:[11,16,21,23,25,28],excess:33,exchang:[0,33],execut:0,exercis:[17,23,28],exist:[2,16,17,19],exit:25,exp: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:33,except:[11,16,21,23,25,28],excess:33,exchang:[0,33],execut:0,exercis:[17,23,28],exist:[2,16,17,19,24],exit:25,exp:25,expand:16,expect:16,experienc:34,explicit:22,exten:33,extend:[16,24,26,30],extent:[19,20,24,29],extra:33,extrem:33,f107:33,f10:33,f1:33,f2:33,f:[17,21,22,25,30,33,34],facecolor:[20,24,27,28,29,31],facilit:0,factor:33,factori:4,factorymethod:16,fall:[24,29],fals:[1,2,19,22,24,26,28,29,31],familiar:16,far:23,farenheit:22,faster:16,fat:23,fc:25,fcst:[21,27],fcsthour:25,fcsthr:27,fcstrun:[15,18,21,22,25,27],fdc:29,fdr:25,featur:[19,20,23,24,28,29,31],feature_artist:[24,27,28],featureartist:[24,27,28],feed:0,feel:[19,34],felt:16,few:[16,19,21,23,28],ff:21,ffc:25,ffg01:33,ffg03:33,ffg06:33,ffg12:33,ffg24:33,ffg:[21,33],ffmp:16,ffr01:33,ffr03:33,ffr06:33,ffr12:33,ffr24:33,ffrun:33,fgen:21,fhag:18,fhu:25,fice:33,field:[16,24,33],fig2:22,fig:[17,19,20,22,23,24,26,27,28,29,31],fig_synop:28,figh:19,figsiz:[17,18,20,22,23,24,25,26,27,28,29,30,31],figur:[18,19,22,23,25,29,30],figw:19,file:[0,10,16,19],filter:[2,21,28],filterwarn:[17,23,25,26,28],find:[2,21],fine:[16,33],finish:0,fire:[20,33],firedi:33,fireodt:33,fireolk:33,first:[9,16,19,20,24,29,31,33],fix:[21,22],fl:28,flag:30,flash:[20,33],flat:26,flatten:26,fldcp:33,flg:[23,25],flght:33,flight:33,float64:31,floatarraywrapp:16,flood:[20,33],florida:28,flow:0,flown:20,flp:25,flux:33,fmt:[23,28],fnd:21,fnmoc:21,fnvec:21,fog:29,folder:[16,19],follow:[0,16,19,25,30],fontsiz:[17,23,28],footnot:19,footnotestr:19,forc:[33,34],forcast:21,forecast:[0,2,6,20,21,22,29,32,33,34],forecasthr:2,forecastmodel:25,forg:34,form:0,format:[0,20,21,23],foss:0,foss_cots_licens:0,found:[16,17,18,21,26,28],fpk:25,fprate:33,fractil:33,fraction:[19,23,28,33],frain:33,framework:[2,6],free:[0,16,19,33,34],freez:33,freq:33,frequenc:[20,33],frequent:16,fri:25,friction:33,fricv:33,frime:33,from:[0,2,3,16,17,18,19,20,21,22,23,26,27,28,29,30,31,33,34],fromtimestamp:23,front:0,frozen:33,frozr:33,frzr:33,fsd:[21,23],fsi:25,fsvec:21,ftr:25,full:[2,15,16,21,24,29,30],fulli:19,fundament:0,further:0,furthermor:16,futur:16,fvec:21,fwd:25,fwr:21,fzra1:21,fzra2:21,g001:25,g003:25,g004:25,g005:25,g007:25,g009:25,g:[16,18,19,25,30,33],ga:28,gage:16,gamma:21,gather:19,gaug:33,gaugecorrqpe01h:33,gaugecorrqpe03h:33,gaugecorrqpe06h:33,gaugecorrqpe12h:33,gaugecorrqpe24h:33,gaugecorrqpe48h:33,gaugecorrqpe72h:33,gaugeinfindex01h:33,gaugeinfindex03h:33,gaugeinfindex06h:33,gaugeinfindex12h:33,gaugeinfindex24h:33,gaugeinfindex48h:33,gaugeinfindex72h:33,gaugeonlyqpe01h:33,gaugeonlyqpe03h:33,gaugeonlyqpe06h:33,gaugeonlyqpe12h:33,gaugeonlyqpe24h:33,gaugeonlyqpe48h:33,gaugeonlyqpe72h:33,gc137:33,gca:19,gcbl:33,gctl:33,gdp:25,gdv:25,gempak:[17,25],gener:[2,16,27],geoax:22,geocolor:19,geocolr:19,geodatarecord:8,geograph:[21,24,34],geoid:33,geom:[15,25,28,31],geom_count:31,geom_typ:31,geometr:33,geometri:[2,4,8,16,17,18,24,27,28,31],geomfield:[24,28],geopotenti:33,georgia:28,geospati:16,geostationari:[19,32],geovort:21,geow:21,geowm:21,get:[2,4,7,8,9,10,16,17,18,22,23,24,28,29,30,31],get_cloud_cov:[23,28],get_cmap:[22,24,26,27],get_data_typ:10,get_datetime_str:10,get_dpi:19,get_hdf5_data:[10,15],get_head:10,getattribut:[7,16,20],getavailablelevel:[2,12,15,18,21,26],getavailablelocationnam:[2,12,15,16,19,21,25,26,29,30],getavailableparamet:[2,12,15,20,21,23,26,28,29],getavailabletim:[1,2,12,15,16,18,19,20,21,22,25,26,27,29,30,31],getdata:16,getdatatim:[7,15,16,17,19,20,21,22,23,25,26,27,28,29,30,31],getdatatyp:[4,16],getenvelop:[4,16],getfcsttim:[21,25,27],getforecastrun:[2,15,18,21,22,25,27],getgeometri:[2,8,15,16,20,24,25,28,31],getgeometrydata:[2,12,15,16,17,20,21,23,24,25,28,30,31],getgriddata:[2,12,15,16,19,21,22,24,26,27,29],getgridgeometri:16,getgridinventori:5,getidentifi:[4,16],getidentifiervalu:[2,12,15,19,20,29],getlatcoord:16,getlatloncoord:[9,15,21,22,24,26,27,29],getlevel:[4,7,16,22,26],getlocationnam:[4,7,15,16,21,22,25,26,27,31],getloncoord:16,getmetarob:[2,17,28],getnotificationfilt:12,getnumb:[8,16,23,24,25,28,30],getoptionalidentifi:[2,12,19,29],getparamet:[8,9,16,21,22,23,25,26,29,30,31],getparmlist:5,getradarproductid:[2,26],getradarproductnam:[2,26],getrawdata:[9,15,16,19,21,22,24,26,27,29],getreftim:[15,18,19,20,21,22,25,26,27,29,30,31],getrequiredidentifi:[2,12],getselecttr:5,getsiteid:5,getsound:[6,18],getstoragerequest:16,getstr:[8,16,23,24,28,30,31],getsupporteddatatyp:[2,12,21],getsynopticob:[2,28],gettyp:[8,16],getunit:[8,9,16,21,26,30],getvalidperiod:[15,25,31],gf:[21,25],gfe:[0,4,5,16,21],gfeeditarea:21,gfegriddata:16,gflux:33,gfs1p0:21,gfs20:[18,21],gfs40:16,gh:[21,33],ght:33,ghxsm2:21,ghxsm:21,gi131:33,gi:24,git:34,github:[0,25,34],given:[3,6,21,33],gjt:23,gl:[22,24,26,28,29,31],gld:23,glm:15,glm_point:20,glmev:20,glmfl:20,glmgr:[15,20],global:[21,33],globe:19,glry:25,gm:29,gmt:[20,25],gmx1:25,gnb:25,gnc:25,go:[16,21,22],goal:16,goe:[32,33],goes16:19,good:24,gov:25,gp:33,gpa:33,gpm:33,grab:[19,23,28],grad:33,gradient:33,gradp:33,grai:19,graphic:0,graup:33,graupel:33,graupl:33,g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