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< a href = "../../_sources/examples/generated/Regional_Surface_Obs_Plot.rst.txt" rel = "nofollow" > View page source< / a >
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< h1 > Regional Surface Obs Plot< a class = "headerlink" href = "#regional-surface-obs-plot" title = "Permalink to this headline" > ¶< / a > < / h1 >
< p > < a class = "reference external" href = "http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Regional_Surface_Obs_Plot.ipynb" > Notebook< / a >
This exercise creates a surface observsation station plot for the state
of Florida, using both METAR (datatype < em > obs< / em > ) and Synoptic (datatype
< em > sfcobs< / em > ). Because we are using the AWIPS Map Database for state and
county boundaries, there is no use of Cartopy < code class = "docutils literal notranslate" > < span class = "pre" > cfeature< / span > < / code > in this
exercise.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "kn" > from< / span > < span class = "nn" > awips.dataaccess< / span > < span class = "kn" > import< / span > < span class = "n" > DataAccessLayer< / span >
< span class = "kn" > from< / span > < span class = "nn" > dynamicserialize.dstypes.com.raytheon.uf.common.time< / span > < span class = "kn" > import< / span > < span class = "n" > TimeRange< / span >
< span class = "kn" > from< / span > < span class = "nn" > datetime< / span > < span class = "kn" > import< / span > < span class = "n" > datetime< / span > < span class = "p" > ,< / span > < span class = "n" > timedelta< / span >
< span class = "kn" > import< / span > < span class = "nn" > numpy< / span > < span class = "k" > as< / span > < span class = "nn" > np< / span >
< span class = "kn" > import< / span > < span class = "nn" > cartopy.crs< / span > < span class = "k" > as< / span > < span class = "nn" > ccrs< / span >
< span class = "kn" > from< / span > < span class = "nn" > cartopy.mpl.gridliner< / span > < span class = "kn" > import< / span > < span class = "n" > LONGITUDE_FORMATTER< / span > < span class = "p" > ,< / span > < span class = "n" > LATITUDE_FORMATTER< / span >
< span class = "kn" > from< / span > < span class = "nn" > cartopy.feature< / span > < span class = "kn" > import< / span > < span class = "n" > ShapelyFeature< / span >
< span class = "kn" > from< / span > < span class = "nn" > shapely.geometry< / span > < span class = "kn" > import< / span > < span class = "n" > Polygon< / span >
< span class = "kn" > import< / span > < span class = "nn" > matplotlib.pyplot< / span > < span class = "k" > as< / span > < span class = "nn" > plt< / span >
< span class = "kn" > from< / span > < span class = "nn" > metpy.units< / span > < span class = "kn" > import< / span > < span class = "n" > units< / span >
< span class = "kn" > from< / span > < span class = "nn" > metpy.calc< / span > < span class = "kn" > import< / span > < span class = "n" > wind_components< / span >
< span class = "kn" > from< / span > < span class = "nn" > metpy.plots< / span > < span class = "kn" > import< / span > < span class = "n" > simple_layout< / span > < span class = "p" > ,< / span > < span class = "n" > StationPlot< / span > < span class = "p" > ,< / span > < span class = "n" > StationPlotLayout< / span >
< span class = "kn" > import< / span > < span class = "nn" > warnings< / span >
< span class = "o" > %< / span > < span class = "k" > matplotlib< / span > inline
< span class = "k" > def< / span > < span class = "nf" > get_cloud_cover< / span > < span class = "p" > (< / span > < span class = "n" > code< / span > < span class = "p" > ):< / span >
< span class = "k" > if< / span > < span class = "s1" > ' OVC' < / span > < span class = "ow" > in< / span > < span class = "n" > code< / span > < span class = "p" > :< / span >
< span class = "k" > return< / span > < span class = "mf" > 1.0< / span >
< span class = "k" > elif< / span > < span class = "s1" > ' BKN' < / span > < span class = "ow" > in< / span > < span class = "n" > code< / span > < span class = "p" > :< / span >
< span class = "k" > return< / span > < span class = "mf" > 6.0< / span > < span class = "o" > /< / span > < span class = "mf" > 8.0< / span >
< span class = "k" > elif< / span > < span class = "s1" > ' SCT' < / span > < span class = "ow" > in< / span > < span class = "n" > code< / span > < span class = "p" > :< / span >
< span class = "k" > return< / span > < span class = "mf" > 4.0< / span > < span class = "o" > /< / span > < span class = "mf" > 8.0< / span >
< span class = "k" > elif< / span > < span class = "s1" > ' FEW' < / span > < span class = "ow" > in< / span > < span class = "n" > code< / span > < span class = "p" > :< / span >
< span class = "k" > return< / span > < span class = "mf" > 2.0< / span > < span class = "o" > /< / span > < span class = "mf" > 8.0< / span >
< span class = "k" > else< / span > < span class = "p" > :< / span >
< span class = "k" > return< / span > < span class = "mi" > 0< / span >
< / pre > < / div >
< / div >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # EDEX request for a single state< / span >
< span class = "n" > edexServer< / span > < span class = "o" > =< / span > < span class = "s2" > " edex-cloud.unidata.ucar.edu" < / span >
< span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > changeEDEXHost< / span > < span class = "p" > (< / span > < span class = "n" > edexServer< / span > < span class = "p" > )< / span >
< span class = "n" > request< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > newDataRequest< / span > < span class = "p" > (< / span > < span class = "s1" > ' maps' < / 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" > ' table' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' mapdata.states' < / 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" > ' state' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' FL' < / 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" > ' geomField' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' the_geom' < / 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" > ' state' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' name' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > )< / span >
< span class = "n" > response< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getGeometryData< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "n" > record< / span > < span class = "o" > =< / span > < span class = "n" > response< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ]< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " Found " < / 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" > " MultiPolygon" < / span > < span class = "p" > )< / span >
< span class = "n" > state< / span > < span class = "o" > =< / span > < span class = "p" > {}< / span >
< span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' name' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > record< / span > < span class = "o" > .< / span > < span class = "n" > getString< / span > < span class = "p" > (< / span > < span class = "s1" > ' name' < / span > < span class = "p" > )< / span >
< span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' state' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > record< / span > < span class = "o" > .< / span > < span class = "n" > getString< / span > < span class = "p" > (< / span > < span class = "s1" > ' state' < / span > < span class = "p" > )< / span >
< span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > record< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > )< / span >
< span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > record< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > )< / span >
< span class = "c1" > #state[' geom' ] = record.getGeometry()< / span >
< span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' bounds' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > record< / span > < span class = "o" > .< / span > < span class = "n" > getGeometry< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > bounds< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' name' < / span > < span class = "p" > ],< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' state' < / span > < span class = "p" > ],< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ],< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ],< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' bounds' < / span > < span class = "p" > ])< / span >
< span class = "nb" > print< / span > < span class = "p" > ()< / span >
< span class = "c1" > # EDEX request for multiple states< / span >
< span class = "n" > request< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > newDataRequest< / span > < span class = "p" > (< / span > < span class = "s1" > ' maps' < / 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" > ' table' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' mapdata.states' < / 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" > ' geomField' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' the_geom' < / 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" > ' inLocation' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' true' < / 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" > ' locationField' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' state' < / 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" > ' state' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' name' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' lon' < / 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" > ' FL' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' GA' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' MS' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' AL' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' SC' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' LA' < / 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" > " Found " < / 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" > " MultiPolygons" < / span > < span class = "p" > )< / span >
< span class = "c1" > # Append each geometry to a numpy array< / span >
< span class = "n" > states< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([])< / span >
< span class = "k" > for< / span > < span class = "n" > ob< / span > < span class = "ow" > in< / span > < span class = "n" > response< / span > < span class = "p" > :< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getString< / span > < span class = "p" > (< / span > < span class = "s1" > ' name' < / span > < span class = "p" > ),< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getString< / span > < span class = "p" > (< / span > < span class = "s1" > ' state' < / span > < span class = "p" > ),< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ),< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ))< / span >
< span class = "n" > states< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > append< / span > < span class = "p" > (< / span > < span class = "n" > states< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getGeometry< / span > < span class = "p" > ())< / span >
< / pre > < / div >
< / div >
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > Found< / span > < span class = "mi" > 1< / span > < span class = "n" > MultiPolygon< / span >
< span class = "n" > Florida< / span > < span class = "n" > FL< / span > < span class = "mf" > 28.67402< / span > < span class = "o" > -< / span > < span class = "mf" > 82.50934< / span > < span class = "p" > (< / span > < span class = "o" > -< / span > < span class = "mf" > 87.63429260299995< / span > < span class = "p" > ,< / span > < span class = "mf" > 24.521051616000022< / span > < span class = "p" > ,< / span > < span class = "o" > -< / span > < span class = "mf" > 80.03199876199994< / span > < span class = "p" > ,< / span > < span class = "mf" > 31.001012802000048< / span > < span class = "p" > )< / span >
< span class = "n" > Found< / span > < span class = "mi" > 6< / span > < span class = "n" > MultiPolygons< / span >
< span class = "n" > Florida< / span > < span class = "n" > FL< / span > < span class = "mf" > 28.67402< / span > < span class = "o" > -< / span > < span class = "mf" > 82.50934< / span >
< span class = "n" > Georgia< / span > < span class = "n" > GA< / span > < span class = "mf" > 32.65155< / span > < span class = "o" > -< / span > < span class = "mf" > 83.44848< / span >
< span class = "n" > Louisiana< / span > < span class = "n" > LA< / span > < span class = "mf" > 31.0891< / span > < span class = "o" > -< / span > < span class = "mf" > 92.02905< / span >
< span class = "n" > Alabama< / span > < span class = "n" > AL< / span > < span class = "mf" > 32.79354< / span > < span class = "o" > -< / span > < span class = "mf" > 86.82676< / span >
< span class = "n" > Mississippi< / span > < span class = "n" > MS< / span > < span class = "mf" > 32.75201< / span > < span class = "o" > -< / span > < span class = "mf" > 89.66553< / span >
< span class = "n" > South< / span > < span class = "n" > Carolina< / span > < span class = "n" > SC< / span > < span class = "mf" > 33.93574< / span > < span class = "o" > -< / span > < span class = "mf" > 80.89899< / span >
< / pre > < / div >
< / div >
< p > Now make sure we can plot the states with a lat/lon grid.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "k" > def< / span > < span class = "nf" > make_map< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "p" > ,< / span > < span class = "n" > proj< / span > < span class = "o" > =< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > ()):< / span >
< span class = "n" > fig< / span > < span class = "p" > ,< / span > < span class = "n" > ax< / span > < span class = "o" > =< / span > < span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > subplots< / span > < span class = "p" > (< / span > < span class = "n" > figsize< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "mi" > 16< / span > < span class = "p" > ,< / span > < span class = "mi" > 12< / span > < span class = "p" > ),< / span > < span class = "n" > subplot_kw< / span > < span class = "o" > =< / span > < span class = "nb" > dict< / span > < span class = "p" > (< / span > < span class = "n" > projection< / span > < span class = "o" > =< / span > < span class = "n" > proj< / span > < span class = "p" > ))< / span >
< span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_extent< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "p" > )< / span >
< span class = "n" > gl< / span > < span class = "o" > =< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > gridlines< / span > < span class = "p" > (< / span > < span class = "n" > draw_labels< / span > < span class = "o" > =< / span > < span class = "kc" > True< / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' #e7e7e7' < / span > < span class = "p" > )< / span >
< span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > top_labels< / span > < span class = "o" > =< / span > < span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > right_labels< / span > < span class = "o" > =< / span > < span class = "kc" > False< / span >
< span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > xformatter< / span > < span class = "o" > =< / span > < span class = "n" > LONGITUDE_FORMATTER< / span >
< span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > yformatter< / span > < span class = "o" > =< / span > < span class = "n" > LATITUDE_FORMATTER< / span >
< span class = "k" > return< / span > < span class = "n" > fig< / span > < span class = "p" > ,< / span > < span class = "n" > ax< / span >
< span class = "c1" > # buffer our bounds by +/i degrees lat/lon< / span >
< span class = "n" > bounds< / span > < span class = "o" > =< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' bounds' < / span > < span class = "p" > ]< / span >
< span class = "n" > bbox< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "n" > bounds< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ]< / span > < span class = "o" > -< / span > < span class = "mi" > 3< / span > < span class = "p" > ,< / span > < span class = "n" > bounds< / span > < span class = "p" > [< / span > < span class = "mi" > 2< / span > < span class = "p" > ]< / span > < span class = "o" > +< / span > < span class = "mi" > 3< / span > < span class = "p" > ,< / span > < span class = "n" > bounds< / span > < span class = "p" > [< / span > < span class = "mi" > 1< / span > < span class = "p" > ]< / span > < span class = "o" > -< / span > < span class = "mf" > 1.5< / span > < span class = "p" > ,< / span > < span class = "n" > bounds< / span > < span class = "p" > [< / span > < span class = "mi" > 3< / span > < span class = "p" > ]< / span > < span class = "o" > +< / span > < span class = "mf" > 1.5< / span > < span class = "p" > ]< / span >
< span class = "n" > fig< / span > < span class = "p" > ,< / span > < span class = "n" > ax< / span > < span class = "o" > =< / span > < span class = "n" > make_map< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "o" > =< / span > < span class = "n" > bbox< / span > < span class = "p" > )< / span >
< span class = "n" > shape_feature< / span > < span class = "o" > =< / span > < span class = "n" > ShapelyFeature< / span > < span class = "p" > (< / span > < span class = "n" > states< / span > < span class = "p" > ,< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > (),< / span >
< span class = "n" > facecolor< / span > < span class = "o" > =< / span > < span class = "s1" > ' none' < / span > < span class = "p" > ,< / span > < span class = "n" > linestyle< / span > < span class = "o" > =< / span > < span class = "s2" > " -" < / span > < span class = "p" > ,< / span > < span class = "n" > edgecolor< / span > < span class = "o" > =< / span > < span class = "s1" > ' #000000' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
< span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > add_feature< / span > < span class = "p" > (< / span > < span class = "n" > shape_feature< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "o" > < < / span > < span class = "n" > cartopy< / span > < span class = "o" > .< / span > < span class = "n" > mpl< / span > < span class = "o" > .< / span > < span class = "n" > feature_artist< / span > < span class = "o" > .< / span > < span class = "n" > FeatureArtist< / span > < span class = "n" > at< / span > < span class = "mh" > 0x11dcfedd8< / span > < span class = "o" > > < / span >
< / pre > < / div >
< / div >
< img alt = "../../_images/Regional_Surface_Obs_Plot_4_1.png" src = "../../_images/Regional_Surface_Obs_Plot_4_1.png" / >
< hr class = "docutils" / >
< div class = "section" id = "plot-metar-obs" >
< h2 > Plot METAR (obs)< a class = "headerlink" href = "#plot-metar-obs" title = "Permalink to this headline" > ¶< / a > < / h2 >
< p > Here we use a spatial envelope to limit the request to the boundary or
our plot. Without such a filter you may be requesting many tens of
thousands of records.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # Create envelope geometry< / span >
< span class = "n" > envelope< / span > < span class = "o" > =< / span > < span class = "n" > Polygon< / span > < span class = "p" > ([(< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ],< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 2< / span > < span class = "p" > ]),(< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ],< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 3< / span > < span class = "p" > ]),< / span >
< span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 1< / span > < span class = "p" > ],< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 3< / span > < span class = "p" > ]),(< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 1< / span > < span class = "p" > ],< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 2< / span > < span class = "p" > ]),< / span >
< span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ],< / span > < span class = "n" > bbox< / span > < span class = "p" > [< / span > < span class = "mi" > 2< / span > < span class = "p" > ])])< / span >
< span class = "c1" > # New obs request< / span >
< span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > changeEDEXHost< / span > < span class = "p" > (< / span > < span class = "n" > edexServer< / span > < span class = "p" > )< / span >
< span class = "n" > request< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > newDataRequest< / span > < span class = "p" > (< / span > < span class = "s2" > " obs" < / span > < span class = "p" > ,< / span > < span class = "n" > envelope< / span > < span class = "o" > =< / span > < span class = "n" > envelope< / span > < span class = "p" > )< / span >
< span class = "n" > availableProducts< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableParameters< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "n" > single_value_params< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "s2" > " timeObs" < / span > < span class = "p" > ,< / span > < span class = "s2" > " stationName" < / span > < span class = "p" > ,< / span > < span class = "s2" > " longitude" < / span > < span class = "p" > ,< / span > < span class = "s2" > " latitude" < / span > < span class = "p" > ,< / span >
< span class = "s2" > " temperature" < / span > < span class = "p" > ,< / span > < span class = "s2" > " dewpoint" < / span > < span class = "p" > ,< / span > < span class = "s2" > " windDir" < / span > < span class = "p" > ,< / span >
< span class = "s2" > " windSpeed" < / span > < span class = "p" > ,< / span > < span class = "s2" > " seaLevelPress" < / span > < span class = "p" > ]< / span >
< span class = "n" > multi_value_params< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "s2" > " presWeather" < / span > < span class = "p" > ,< / span > < span class = "s2" > " skyCover" < / span > < span class = "p" > ,< / span > < span class = "s2" > " skyLayerBase" < / span > < span class = "p" > ]< / span >
< span class = "n" > params< / span > < span class = "o" > =< / span > < span class = "n" > single_value_params< / span > < span class = "o" > +< / span > < span class = "n" > multi_value_params< / span >
< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setParameters< / span > < span class = "p" > (< / span > < span class = "o" > *< / span > < span class = "p" > (< / span > < span class = "n" > params< / span > < span class = "p" > ))< / span >
< span class = "c1" > # Time range< / span >
< span class = "n" > lastHourDateTime< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > utcnow< / span > < span class = "p" > ()< / span > < span class = "o" > -< / span > < span class = "n" > timedelta< / span > < span class = "p" > (< / span > < span class = "n" > minutes< / span > < span class = "o" > =< / span > < span class = "mi" > 60< / span > < span class = "p" > )< / span >
< span class = "n" > start< / span > < span class = "o" > =< / span > < span class = "n" > lastHourDateTime< / span > < span class = "o" > .< / span > < span class = "n" > strftime< / span > < span class = "p" > (< / span > < span class = "s1" > ' %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s1" > %H:%M:%S' < / span > < span class = "p" > )< / span >
< span class = "n" > end< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > utcnow< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > strftime< / span > < span class = "p" > (< / span > < span class = "s1" > ' %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s1" > %H:%M:%S' < / span > < span class = "p" > )< / span >
< span class = "n" > beginRange< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > strptime< / span > < span class = "p" > (< / span > < span class = "n" > start< / span > < span class = "p" > ,< / span > < span class = "s2" > " %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s2" > %H:%M:%S" < / span > < span class = "p" > )< / span >
< span class = "n" > endRange< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > strptime< / span > < span class = "p" > (< / span > < span class = "n" > end< / span > < span class = "p" > ,< / span > < span class = "s2" > " %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s2" > %H:%M:%S" < / span > < span class = "p" > )< / span >
< span class = "n" > timerange< / span > < span class = "o" > =< / span > < span class = "n" > TimeRange< / span > < span class = "p" > (< / span > < span class = "n" > beginRange< / span > < span class = "p" > ,< / span > < span class = "n" > endRange< / span > < span class = "p" > )< / span >
< span class = "c1" > # Get response< / span >
< span class = "n" > response< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getGeometryData< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > ,< / span > < span class = "n" > timerange< / span > < span class = "p" > )< / span >
< span class = "c1" > # function getMetarObs was added in python-awips 18.1.4< / span >
< span class = "n" > obs< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getMetarObs< / span > < span class = "p" > (< / span > < span class = "n" > response< / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " Found " < / 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" > " records" < / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " Using " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "nb" > len< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' temperature' < / span > < span class = "p" > ]))< / span > < span class = "o" > +< / span > < span class = "s2" > " temperature records" < / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > Found< / span > < span class = "mi" > 3468< / span > < span class = "n" > records< / span >
< span class = "n" > Using< / span > < span class = "mi" > 152< / span > < span class = "n" > temperature< / span > < span class = "n" > records< / span >
< / pre > < / div >
< / div >
< p > Next grab the simple variables out of the data we have (attaching
correct units), and put them into a dictionary that we will hand the
plotting function later:< / p >
< ul class = "simple" >
< li > < p > Get wind components from speed and direction< / p > < / li >
< li > < p > Convert cloud fraction values to integer codes [0 - 8]< / p > < / li >
< li > < p > Map METAR weather codes to WMO codes for weather symbols< / p > < / li >
< / ul >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > data< / span > < span class = "o" > =< / span > < span class = "nb" > dict< / span > < span class = "p" > ()< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' stid' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' stationName' < / span > < span class = "p" > ])< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' latitude' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' latitude' < / span > < span class = "p" > ])< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' longitude' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' longitude' < / span > < span class = "p" > ])< / span >
< span class = "n" > tmp< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' temperature' < / span > < span class = "p" > ],< / span > < span class = "n" > dtype< / span > < span class = "o" > =< / span > < span class = "nb" > float< / span > < span class = "p" > )< / span >
< span class = "n" > dpt< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' dewpoint' < / span > < span class = "p" > ],< / span > < span class = "n" > dtype< / span > < span class = "o" > =< / span > < span class = "nb" > float< / span > < span class = "p" > )< / span >
< span class = "c1" > # Suppress nan masking warnings< / span >
< span class = "n" > warnings< / span > < span class = "o" > .< / span > < span class = "n" > filterwarnings< / span > < span class = "p" > (< / span > < span class = "s2" > " ignore" < / span > < span class = "p" > ,< / span > < span class = "n" > category< / span > < span class = "o" > =< / span > < span class = "ne" > RuntimeWarning< / span > < span class = "p" > )< / span >
< span class = "n" > tmp< / span > < span class = "p" > [< / span > < span class = "n" > tmp< / span > < span class = "o" > ==< / span > < span class = "o" > -< / span > < span class = "mf" > 9999.0< / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "s1" > ' nan' < / span >
< span class = "n" > dpt< / span > < span class = "p" > [< / span > < span class = "n" > dpt< / span > < span class = "o" > ==< / span > < span class = "o" > -< / span > < span class = "mf" > 9999.< / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "s1" > ' nan' < / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' air_temperature' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > tmp< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degC< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' dew_point_temperature' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > dpt< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degC< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' air_pressure_at_sea_level' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' seaLevelPress' < / span > < span class = "p" > ])< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "p" > (< / span > < span class = "s1" > ' mbar' < / span > < span class = "p" > )< / span >
< span class = "n" > direction< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' windDir' < / span > < span class = "p" > ])< / span >
< span class = "n" > direction< / span > < span class = "p" > [< / span > < span class = "n" > direction< / span > < span class = "o" > ==< / span > < span class = "o" > -< / span > < span class = "mf" > 9999.0< / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "s1" > ' nan' < / span >
< span class = "n" > u< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span > < span class = "o" > =< / span > < span class = "n" > wind_components< / span > < span class = "p" > (< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' windSpeed' < / span > < span class = "p" > ])< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "p" > (< / span > < span class = "s1" > ' knots' < / span > < span class = "p" > ),< / span >
< span class = "n" > direction< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degree< / span > < span class = "p" > )< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' eastward_wind' < / span > < span class = "p" > ],< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' northward_wind' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > u< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' cloud_coverage' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "nb" > int< / span > < span class = "p" > (< / span > < span class = "n" > get_cloud_cover< / span > < span class = "p" > (< / span > < span class = "n" > x< / span > < span class = "p" > )< / span > < span class = "o" > *< / span > < span class = "mi" > 8< / span > < span class = "p" > )< / span > < span class = "k" > for< / span > < span class = "n" > x< / span > < span class = "ow" > in< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' skyCover' < / span > < span class = "p" > ]]< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' present_weather' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > obs< / span > < span class = "p" > [< / span > < span class = "s1" > ' presWeather' < / span > < span class = "p" > ]< / span >
< span class = "n" > proj< / span > < span class = "o" > =< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > LambertConformal< / span > < span class = "p" > (< / span > < span class = "n" > central_longitude< / span > < span class = "o" > =< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ],< / span > < span class = "n" > central_latitude< / span > < span class = "o" > =< / span > < span class = "n" > state< / span > < span class = "p" > [< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ],< / span >
< span class = "n" > standard_parallels< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "mi" > 35< / span > < span class = "p" > ])< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > =< / span > < span class = "n" > StationPlotLayout< / span > < span class = "p" > ()< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_barb< / span > < span class = "p" > (< / span > < span class = "s1" > ' eastward_wind' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' northward_wind' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' knots' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' NW' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' air_temperature' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' .0f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' degF' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' darkred' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' SW' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' dew_point_temperature' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' .0f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' degF' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' darkgreen' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' E' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' precipitation' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' 0.1f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' inch' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' blue' < / span > < span class = "p" > )< / span >
< span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_title< / span > < span class = "p" > (< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > response< / span > < span class = "p" > [< / span > < span class = "o" > -< / span > < span class = "mi" > 1< / span > < span class = "p" > ]< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ())< / span > < span class = "o" > +< / span > < span class = "s2" > " | METAR Surface Obs | " < / span > < span class = "o" > +< / span > < span class = "n" > edexServer< / span > < span class = "p" > )< / span >
< span class = "n" > stationplot< / span > < span class = "o" > =< / span > < span class = "n" > StationPlot< / span > < span class = "p" > (< / span > < span class = "n" > ax< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' longitude' < / span > < span class = "p" > ],< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' latitude' < / span > < span class = "p" > ],< / span > < span class = "n" > clip_on< / span > < span class = "o" > =< / span > < span class = "kc" > True< / span > < span class = "p" > ,< / span >
< span class = "n" > transform< / span > < span class = "o" > =< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > (),< / span > < span class = "n" > fontsize< / span > < span class = "o" > =< / span > < span class = "mi" > 10< / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > stationplot< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > )< / span >
< span class = "n" > fig< / span >
< / pre > < / div >
< / div >
< img alt = "../../_images/Regional_Surface_Obs_Plot_8_0.png" src = "../../_images/Regional_Surface_Obs_Plot_8_0.png" / >
< / div >
< hr class = "docutils" / >
< div class = "section" id = "plot-synoptic-sfcobs" >
< h2 > Plot Synoptic (sfcobs)< a class = "headerlink" href = "#plot-synoptic-sfcobs" title = "Permalink to this headline" > ¶< / a > < / h2 >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # New sfcobs/SYNOP request< / span >
< span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > changeEDEXHost< / span > < span class = "p" > (< / span > < span class = "n" > edexServer< / span > < span class = "p" > )< / span >
< span class = "n" > request< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > newDataRequest< / span > < span class = "p" > (< / span > < span class = "s2" > " sfcobs" < / span > < span class = "p" > ,< / span > < span class = "n" > envelope< / span > < span class = "o" > =< / span > < span class = "n" > envelope< / span > < span class = "p" > )< / span >
< span class = "n" > availableProducts< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableParameters< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "c1" > # (sfcobs) uses stationId, while (obs) uses stationName,< / span >
< span class = "c1" > # the rest of these parameters are the same.< / span >
< span class = "n" > single_value_params< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "s2" > " timeObs" < / span > < span class = "p" > ,< / span > < span class = "s2" > " stationId" < / span > < span class = "p" > ,< / span > < span class = "s2" > " longitude" < / span > < span class = "p" > ,< / span > < span class = "s2" > " latitude" < / span > < span class = "p" > ,< / span >
< span class = "s2" > " temperature" < / span > < span class = "p" > ,< / span > < span class = "s2" > " dewpoint" < / span > < span class = "p" > ,< / span > < span class = "s2" > " windDir" < / span > < span class = "p" > ,< / span >
< span class = "s2" > " windSpeed" < / span > < span class = "p" > ,< / span > < span class = "s2" > " seaLevelPress" < / span > < span class = "p" > ]< / span >
< span class = "n" > multi_value_params< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "s2" > " presWeather" < / span > < span class = "p" > ,< / span > < span class = "s2" > " skyCover" < / span > < span class = "p" > ,< / span > < span class = "s2" > " skyLayerBase" < / span > < span class = "p" > ]< / span >
< span class = "n" > pres_weather< / span > < span class = "p" > ,< / span > < span class = "n" > sky_cov< / span > < span class = "p" > ,< / span > < span class = "n" > sky_layer_base< / span > < span class = "o" > =< / span > < span class = "p" > [],[],[]< / span >
< span class = "n" > params< / span > < span class = "o" > =< / span > < span class = "n" > single_value_params< / span > < span class = "o" > +< / span > < span class = "n" > multi_value_params< / span >
< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setParameters< / span > < span class = "p" > (< / span > < span class = "o" > *< / span > < span class = "p" > (< / span > < span class = "n" > params< / span > < span class = "p" > ))< / span >
< span class = "c1" > # Time range< / span >
< span class = "n" > lastHourDateTime< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > utcnow< / span > < span class = "p" > ()< / span > < span class = "o" > -< / span > < span class = "n" > timedelta< / span > < span class = "p" > (< / span > < span class = "n" > minutes< / span > < span class = "o" > =< / span > < span class = "mi" > 60< / span > < span class = "p" > )< / span >
< span class = "n" > start< / span > < span class = "o" > =< / span > < span class = "n" > lastHourDateTime< / span > < span class = "o" > .< / span > < span class = "n" > strftime< / span > < span class = "p" > (< / span > < span class = "s1" > ' %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s1" > %H:%M:%S' < / span > < span class = "p" > )< / span >
< span class = "n" > end< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > utcnow< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > strftime< / span > < span class = "p" > (< / span > < span class = "s1" > ' %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s1" > %H:%M:%S' < / span > < span class = "p" > )< / span >
< span class = "n" > beginRange< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > strptime< / span > < span class = "p" > (< / span > < span class = "n" > start< / span > < span class = "p" > ,< / span > < span class = "s2" > " %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s2" > %H:%M:%S" < / span > < span class = "p" > )< / span >
< span class = "n" > endRange< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > .< / span > < span class = "n" > strptime< / span > < span class = "p" > (< / span > < span class = "n" > end< / span > < span class = "p" > ,< / span > < span class = "s2" > " %Y-%m-< / span > < span class = "si" > %d< / span > < span class = "s2" > %H:%M:%S" < / span > < span class = "p" > )< / span >
< span class = "n" > timerange< / span > < span class = "o" > =< / span > < span class = "n" > TimeRange< / span > < span class = "p" > (< / span > < span class = "n" > beginRange< / span > < span class = "p" > ,< / span > < span class = "n" > endRange< / span > < span class = "p" > )< / span >
< span class = "c1" > # Get response< / span >
< span class = "n" > response< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getGeometryData< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > ,< / span > < span class = "n" > timerange< / span > < span class = "p" > )< / span >
< span class = "c1" > # function getSynopticObs was added in python-awips 18.1.4< / span >
< span class = "n" > sfcobs< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getSynopticObs< / span > < span class = "p" > (< / span > < span class = "n" > response< / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " Found " < / 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" > " records" < / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " Using " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "nb" > len< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' temperature' < / span > < span class = "p" > ]))< / span > < span class = "o" > +< / span > < span class = "s2" > " temperature records" < / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > Found< / span > < span class = "mi" > 260< / span > < span class = "n" > records< / span >
< span class = "n" > Using< / span > < span class = "mi" > 78< / span > < span class = "n" > temperature< / span > < span class = "n" > records< / span >
< / pre > < / div >
< / div >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > data< / span > < span class = "o" > =< / span > < span class = "nb" > dict< / span > < span class = "p" > ()< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' stid' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' stationId' < / span > < span class = "p" > ])< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' latitude' < / span > < span class = "p" > ])< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' longitude' < / span > < span class = "p" > ])< / span >
< span class = "c1" > # Synop/sfcobs temps are stored in kelvin (degC for METAR/obs)< / span >
< span class = "n" > tmp< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' temperature' < / span > < span class = "p" > ],< / span > < span class = "n" > dtype< / span > < span class = "o" > =< / span > < span class = "nb" > float< / span > < span class = "p" > )< / span >
< span class = "n" > dpt< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' dewpoint' < / span > < span class = "p" > ],< / span > < span class = "n" > dtype< / span > < span class = "o" > =< / span > < span class = "nb" > float< / span > < span class = "p" > )< / span >
< span class = "n" > direction< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' windDir' < / span > < span class = "p" > ])< / span >
< span class = "c1" > # Account for missing values< / span >
< span class = "n" > tmp< / span > < span class = "p" > [< / span > < span class = "n" > tmp< / span > < span class = "o" > ==< / span > < span class = "o" > -< / span > < span class = "mf" > 9999.0< / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "s1" > ' nan' < / span >
< span class = "n" > dpt< / span > < span class = "p" > [< / span > < span class = "n" > dpt< / span > < span class = "o" > ==< / span > < span class = "o" > -< / span > < span class = "mf" > 9999.< / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "s1" > ' nan' < / span >
< span class = "n" > direction< / span > < span class = "p" > [< / span > < span class = "n" > direction< / span > < span class = "o" > ==< / span > < span class = "o" > -< / span > < span class = "mf" > 9999.0< / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "s1" > ' nan' < / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' air_temperature' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > tmp< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > kelvin< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' dew_point_temperature' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > dpt< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > kelvin< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' air_pressure_at_sea_level' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' seaLevelPress' < / span > < span class = "p" > ])< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "p" > (< / span > < span class = "s1" > ' mbar' < / span > < span class = "p" > )< / span >
< span class = "k" > try< / span > < span class = "p" > :< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' eastward_wind' < / span > < span class = "p" > ],< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' northward_wind' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > wind_components< / span > < span class = "p" > (< / span >
< span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' windSpeed' < / span > < span class = "p" > ])< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "p" > (< / span > < span class = "s1" > ' knots' < / span > < span class = "p" > ),< / span > < span class = "n" > direction< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degree< / span > < span class = "p" > )< / span >
< span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' present_weather' < / span > < span class = "p" > ]< / span > < span class = "o" > =< / span > < span class = "n" > sfcobs< / span > < span class = "p" > [< / span > < span class = "s1" > ' presWeather' < / span > < span class = "p" > ]< / span >
< span class = "k" > except< / span > < span class = "ne" > ValueError< / span > < span class = "p" > :< / span >
< span class = "k" > pass< / span >
< span class = "n" > fig_synop< / span > < span class = "p" > ,< / span > < span class = "n" > ax_synop< / span > < span class = "o" > =< / span > < span class = "n" > make_map< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "o" > =< / span > < span class = "n" > bbox< / span > < span class = "p" > )< / span >
< span class = "n" > shape_feature< / span > < span class = "o" > =< / span > < span class = "n" > ShapelyFeature< / span > < span class = "p" > (< / span > < span class = "n" > states< / span > < span class = "p" > ,< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > (),< / span >
< span class = "n" > facecolor< / span > < span class = "o" > =< / span > < span class = "s1" > ' none' < / span > < span class = "p" > ,< / span > < span class = "n" > linestyle< / span > < span class = "o" > =< / span > < span class = "s2" > " -" < / span > < span class = "p" > ,< / span > < span class = "n" > edgecolor< / span > < span class = "o" > =< / span > < span class = "s1" > ' #000000' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
< span class = "n" > ax_synop< / span > < span class = "o" > .< / span > < span class = "n" > add_feature< / span > < span class = "p" > (< / span > < span class = "n" > shape_feature< / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > =< / span > < span class = "n" > StationPlotLayout< / span > < span class = "p" > ()< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_barb< / span > < span class = "p" > (< / span > < span class = "s1" > ' eastward_wind' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' northward_wind' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' knots' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' NW' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' air_temperature' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' .0f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' degF' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' darkred' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' SW' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' dew_point_temperature' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' .0f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' degF' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' darkgreen' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' E' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' precipitation' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' 0.1f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' inch' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' blue' < / span > < span class = "p" > )< / span >
< span class = "n" > ax_synop< / span > < span class = "o" > .< / span > < span class = "n" > set_title< / span > < span class = "p" > (< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > response< / span > < span class = "p" > [< / span > < span class = "o" > -< / span > < span class = "mi" > 1< / span > < span class = "p" > ]< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ())< / span > < span class = "o" > +< / span > < span class = "s2" > " | SYNOP Surface Obs | " < / span > < span class = "o" > +< / span > < span class = "n" > edexServer< / span > < span class = "p" > )< / span >
< span class = "n" > stationplot< / span > < span class = "o" > =< / span > < span class = "n" > StationPlot< / span > < span class = "p" > (< / span > < span class = "n" > ax_synop< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ],< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ],< / span > < span class = "n" > clip_on< / span > < span class = "o" > =< / span > < span class = "kc" > True< / span > < span class = "p" > ,< / span >
< span class = "n" > transform< / span > < span class = "o" > =< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > (),< / span > < span class = "n" > fontsize< / span > < span class = "o" > =< / span > < span class = "mi" > 10< / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > stationplot< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< img alt = "../../_images/Regional_Surface_Obs_Plot_11_0.png" src = "../../_images/Regional_Surface_Obs_Plot_11_0.png" / >
< / div >
< hr class = "docutils" / >
< div class = "section" id = "plot-both-metar-and-synop" >
< h2 > Plot both METAR and SYNOP< a class = "headerlink" href = "#plot-both-metar-and-synop" title = "Permalink to this headline" > ¶< / a > < / h2 >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > custom_layout< / span > < span class = "o" > =< / span > < span class = "n" > StationPlotLayout< / span > < span class = "p" > ()< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_barb< / span > < span class = "p" > (< / span > < span class = "s1" > ' eastward_wind' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' northward_wind' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' knots' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' NW' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' air_temperature' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' .0f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' degF' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' darkred' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' SW' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' dew_point_temperature' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' .0f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' degF' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' darkgreen' < / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > add_value< / span > < span class = "p" > (< / span > < span class = "s1" > ' E' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' precipitation' < / span > < span class = "p" > ,< / span > < span class = "n" > fmt< / span > < span class = "o" > =< / span > < span class = "s1" > ' 0.1f' < / span > < span class = "p" > ,< / span > < span class = "n" > units< / span > < span class = "o" > =< / span > < span class = "s1" > ' inch' < / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' blue' < / span > < span class = "p" > )< / span >
< span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_title< / span > < span class = "p" > (< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > response< / span > < span class = "p" > [< / span > < span class = "o" > -< / span > < span class = "mi" > 1< / span > < span class = "p" > ]< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ())< / span > < span class = "o" > +< / span > < span class = "s2" > " | METAR/SYNOP Surface Obs | " < / span > < span class = "o" > +< / span > < span class = "n" > edexServer< / span > < span class = "p" > )< / span >
< span class = "n" > stationplot< / span > < span class = "o" > =< / span > < span class = "n" > StationPlot< / span > < span class = "p" > (< / span > < span class = "n" > ax< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' lon' < / span > < span class = "p" > ],< / span > < span class = "n" > data< / span > < span class = "p" > [< / span > < span class = "s1" > ' lat' < / span > < span class = "p" > ],< / span > < span class = "n" > clip_on< / span > < span class = "o" > =< / span > < span class = "kc" > True< / span > < span class = "p" > ,< / span >
< span class = "n" > transform< / span > < span class = "o" > =< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > (),< / span > < span class = "n" > fontsize< / span > < span class = "o" > =< / span > < span class = "mi" > 10< / span > < span class = "p" > )< / span >
< span class = "n" > custom_layout< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > stationplot< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > )< / span >
< span class = "n" > fig< / span >
< / pre > < / div >
< / div >
< img alt = "../../_images/Regional_Surface_Obs_Plot_13_0.png" src = "../../_images/Regional_Surface_Obs_Plot_13_0.png" / >
< / div >
< / div >
< / div >
< / div >
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