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< li class = "toctree-l3" > < a class = "reference internal" href = "#objectives" > Objectives< / a > < ul >
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< li class = "toctree-l4" > < a class = "reference internal" href = "#get-the-data" > 5 Get the Data!< / a > < / li >
< li class = "toctree-l4" > < a class = "reference internal" href = "#use-the-data" > 6 Use the Data!< / a > < / li >
< li class = "toctree-l4" > < a class = "reference internal" href = "#plot-the-data" > 7 Plot the Data!< / a > < / li >
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< section id = "model-sounding-data" >
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< h1 > Model Sounding Data< a class = "headerlink" href = "#model-sounding-data" title = "Permalink to this heading" > < / a > < / h1 >
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< p > < a class = "reference external" href = "http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Model_Sounding_Data.ipynb" > Notebook< / a >
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Python-AWIPS Tutorial Notebook< / p >
< hr class = "docutils" / >
< section id = "objectives" >
< h2 > Objectives< a class = "headerlink" href = "#objectives" title = "Permalink to this heading" > < / a > < / h2 >
< ul class = "simple" >
< li > < p > Use python-awips to connect to an edex server< / p > < / li >
< li > < p > Define and filter data request for model sounding data< / p > < / li >
< li > < p > Create vertical profiles from GFS BUFR products< / p > < / li >
< li > < p > Use MetPy to create
< a class = "reference external" href = "https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html" > SkewT< / a >
and
< a class = "reference external" href = "https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html" > Hodograph< / a >
plots< / p > < / li >
< / ul >
< hr class = "docutils" / >
< section id = "table-of-contents" >
< h3 > Table of Contents< a class = "headerlink" href = "#table-of-contents" title = "Permalink to this heading" > < / a > < / h3 >
< div class = "line-block" >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#imports" > 1
Imports< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#edex-connection" > 2 EDEX
Connection< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#setting-location" > 3 Setting
Location< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#available-location-names" > 3.1 Available Location
Names< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#setting-the-location-name" > 3.2 Setting the Location
Name< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#filtering-by-time" > 4 Filtering by
Time< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#get-the-data" > 5 Get the
Data!< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#use-the-data" > 6 Use the
Data!< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#prepare-the-data" > 6.1 Prepare the
Data!< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#calculate-dewpoint-from-specific-humidity" > 6.2 Calculate Dewpoint from Specific
Humidity< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#method-1" > 6.2.1 Method
1< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#method-2" > 6.2.2 Method
2< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#method-3" > 6.2.3 Method
3< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#plot-the-data" > 7 Plot the
Data!< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#see-also" > 8 See
Also< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#related-notebooks" > 8.1 Related
Notebooks< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html#additional-documentation" > 8.2 Additional
Documentation< / a > < / div >
< / div >
< / section >
< section id = "imports" >
< h3 > 1 Imports< a class = "headerlink" href = "#imports" title = "Permalink to this heading" > < / a > < / h3 >
< p > The imports below are used throughout the notebook. Note the first
import is coming directly from python-awips and allows us to connect to
an EDEX server. The subsequent imports are for data manipulation and
visualization.< / p >
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< 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" > from< / span > < span class = "nn" > mpl_toolkits.axes_grid1.inset_locator< / span > < span class = "kn" > import< / span > < span class = "n" > inset_axes< / span >
< span class = "kn" > from< / span > < span class = "nn" > math< / span > < span class = "kn" > import< / span > < span class = "n" > exp< / span > < span class = "p" > ,< / span > < span class = "n" > log< / span >
< span class = "kn" > import< / span > < span class = "nn" > numpy< / span > < span class = "k" > as< / span > < span class = "nn" > np< / span >
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< span class = "kn" > from< / span > < span class = "nn" > metpy.calc< / span > < span class = "kn" > import< / span > < span class = "n" > dewpoint< / span > < span class = "p" > ,< / span > < span class = "n" > vapor_pressure< / span > < span class = "p" > ,< / span > < span class = "n" > wind_speed< / span > < span class = "p" > ,< / span > < span class = "n" > wind_direction< / span >
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< span class = "kn" > from< / span > < span class = "nn" > metpy.plots< / span > < span class = "kn" > import< / span > < span class = "n" > SkewT< / span > < span class = "p" > ,< / span > < span class = "n" > Hodograph< / span >
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< span class = "kn" > from< / span > < span class = "nn" > metpy.units< / span > < span class = "kn" > import< / span > < span class = "n" > units< / span >
< / pre > < / div >
< / div >
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html" > Top< / a > < / p >
< / section >
< hr class = "docutils" / >
< section id = "edex-connection" >
< h3 > 2 EDEX Connection< a class = "headerlink" href = "#edex-connection" title = "Permalink to this heading" > < / a > < / h3 >
< p > First we establish a connection to Unidata’
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 > modelsounding< / strong > , and define additional
parameters and an identifier on the request.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > changeEDEXHost< / span > < span class = "p" > (< / span > < span class = "s2" > " edex-cloud.unidata.ucar.edu" < / span > < span class = "p" > )< / span >
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< 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" > " modelsounding" < / span > < span class = "p" > )< / span >
< span class = "n" > forecastModel< / span > < span class = "o" > =< / span > < span class = "s2" > " GFS" < / span >
< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > addIdentifier< / span > < span class = "p" > (< / span > < span class = "s2" > " reportType" < / span > < span class = "p" > ,< / span > < span class = "n" > forecastModel< / span > < span class = "p" > )< / span >
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< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setParameters< / span > < span class = "p" > (< / span > < span class = "s2" > " pressure" < / span > < span class = "p" > ,< / span > < span class = "s2" > " temperature" < / span > < span class = "p" > ,< / span > < span class = "s2" > " specHum" < / span > < span class = "p" > ,< / span > < span class = "s2" > " uComp" < / span > < span class = "p" > ,< / span > < span class = "s2" > " vComp" < / span > < span class = "p" > )< / span >
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< / pre > < / div >
< / div >
2022-08-22 19:09:01 +00:00
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html" > Top< / a > < / p >
< / section >
< hr class = "docutils" / >
< section id = "setting-location" >
< h3 > 3 Setting Location< a class = "headerlink" href = "#setting-location" title = "Permalink to this heading" > < / a > < / h3 >
< section id = "available-location-names" >
< h4 > 3.1 Available Location Names< a class = "headerlink" href = "#available-location-names" title = "Permalink to this heading" > < / a > < / h4 >
< p > When working with a new data type, it is often useful to investigate all
available options for a particular setting. Shown below is how to see
all available location names for a data request with type
< code class = "docutils literal notranslate" > < span class = "pre" > modelsounding< / span > < / code > and < code class = "docutils literal notranslate" > < span class = "pre" > reportType< / span > < / code > identifier of < code class = "docutils literal notranslate" > < span class = "pre" > GFS< / span > < / code > . This step is
not necessary if you already know exactly what the location name(s)
you’ < / p >
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< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > locations< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableLocationNames< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "n" > locations< / span > < span class = "o" > .< / span > < span class = "n" > sort< / span > < span class = "p" > ()< / span >
< span class = "nb" > list< / span > < span class = "p" > (< / span > < span class = "n" > locations< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "p" > [< / span > < span class = "s1" > ' ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 1V4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 3J2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 4BL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 4BQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 4HV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 4OM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 5AF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 5AG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 5SZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 6RO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 8V7' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' 9B6' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#3' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#5' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#6' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#7' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#8' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#9' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#A' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' A#B' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ABL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ADM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AFA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AGR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AHN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AIA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AIH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AJO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ANJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' APX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AQQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ATH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ATL1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ATL2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ATL3' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ATL4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ATLH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AWH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' AWR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#3' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#5' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#6' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#7' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#8' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#9' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#A' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#B' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#C' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#D' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#E' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#F' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#G' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#H' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#J' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#K' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#L' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#M' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#N' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#O' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#P' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#Q' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' B#S' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BAB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BDG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BDP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BFL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BGTL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BH1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BH2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BH3' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BH4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BH5' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BHK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BID' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BIR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BLS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BLU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BMX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BNA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BOD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BRA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BTL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' BVR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C01' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C02' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C03' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C04' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C06' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C07' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C08' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C09' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C10' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C11' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C12' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C13' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C14' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C17' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C18' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C19' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C20' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C21' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C22' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C23' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C24' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C25' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C27' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C28' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C30' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C31' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C32' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C33' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C34' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C35' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C36' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' C7H' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CAI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CAN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CBE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CBN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CHE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CKN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CLD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CLE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CLN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' COL1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' COL2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' COL3' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' COL4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' COT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CQV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CRL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CRR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CTY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CVM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CVS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWEU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWFN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWKX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWLB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWLO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWLT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWLW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWMW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWOS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWPH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWQG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWSA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWSE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWZB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWZC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CWZV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYAH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYAW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYBK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYBU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYCB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYCG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYCX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYDA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYEG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYEV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYFB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYFO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYFS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYGQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYHM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYHZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYJT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYLH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYLJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYMD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYMO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYMT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYMX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYOC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYOW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYPA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYPE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYPL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYPQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYQY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYRB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYSM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYSY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYTH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYTL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYTS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYUL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYUX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYVO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYVP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYVQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYVR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYVV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYWA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYWG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYWO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYXZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYYZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYZF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYZS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYZT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' CYZV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DEN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DOV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DPG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DSC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DSD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DTX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DVN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' DYS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' E28' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' E74' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' EAT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' EAX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' EDW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' EFL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' EMP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' END' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ENL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ESTC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FCS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FDR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FFC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FHU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FLG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FLP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FPK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FRI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FSI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FTR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' FWD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#2' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#3' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#4' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#5' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#6' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#7' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#8' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#9' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#A' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#B' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#C' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#D' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#E' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#F' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G#G' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G001' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G003' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G004' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G005' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G007' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' G009' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GDP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GDV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GLRY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GMX1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GNB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GNC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GRF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GTB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GTP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GVL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GVS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' GYX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' H02' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HAY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HGR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HMN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HOM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HOO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HSI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HYR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' HYS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ICC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' IGM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ILN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ILS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' ILX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' IMT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' INK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' IPX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' JACK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' JDN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' K40B' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' K9V9' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KABE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KABI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KABQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KABR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KABY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KACK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KACT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KACV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KACY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAGC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAGS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAHN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KALB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KALI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KALO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KALS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KALW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAMA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KANB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAND' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAOO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAPA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAPN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KART' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KASE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAST' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KATL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KATY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAUG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAUS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAUW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAVL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAVP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAXN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAYS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KAZO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBAF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBCE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBDE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBDL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBDR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBED' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBFD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBFF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBFI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBFL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBGM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBGR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBHB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBHM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBIH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBIL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBIS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBJC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBJI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBKE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBKW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBLF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBLH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBLI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBML' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBNA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBNO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBNV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBOI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBOS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBPT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBQK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBRD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBRL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBRO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBTL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBTM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBTR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBTV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBUF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBUR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBVI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBVX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBVY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBWG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBWI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBYI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KBZN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCAE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCAK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCAR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCDC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCDR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCDS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCEC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCEF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCGI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCGX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCHA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCHH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCHO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCHS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCID' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCIU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCKB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCKL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCLE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCLL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCLM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCLT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCMH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCMI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCMX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCNM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCNU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCOD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCOE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCON' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCOS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCOU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCPR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCRE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCRP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCRQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCRW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCSG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCSV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCTB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCVG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCWA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KCYS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDAB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDAG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDAL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDAN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDAY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDBQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDCA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDDC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDEC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDEN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDET' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDFW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDHN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDHT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDIK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDLH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDLS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDMN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDPA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDRA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDRO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDRT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDSM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDTW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDUG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KDUJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEAT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEAU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KECG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEED' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEGE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEKN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEKO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KELD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KELM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KELO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KELP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KELY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KENV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEPH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEPO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEPZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KERI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KESF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEUG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEVV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEWB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEWN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEWR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KEYW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFAM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFAR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFAT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFAY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFCA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFDY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFKL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFLG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFLL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFLO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFMN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFMY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFNT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFOE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFPR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFRM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFSD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFSM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFTW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFTY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFVE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFVX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFWA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFXE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KFYV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGAG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGCC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGCK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGCN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGEG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGFK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGFL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGGG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGGW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGJT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGLD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGLH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGLS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGMU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGNR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGNV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGON' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGPT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGRB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGRI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGRR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGSO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGSP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGTF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGUC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGUP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGWO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGYY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KGZH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHAT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHBR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHDN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHIB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHIO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHKY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHLG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHLN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHOB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHON' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHOT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHOU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHPN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHQM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHRL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHRO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHSV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHTH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHTS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHUF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHUL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHUT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHVN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHVR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KHYA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIAD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIAG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIAH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KICT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIDA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KILG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KILM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIND' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KINK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KINL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KINT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KINW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIPL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIPT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KISN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KISP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KITH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KIWD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJAC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJAN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJAX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJBR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJFK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJHW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJKL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJLN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJMS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJST' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KJXN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KKL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLAF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLAN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLAR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLAS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLAX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLBB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLBE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLBF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLCB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLCH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLEB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLEX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLFK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLFT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLGA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLGB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLGU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLIT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLMT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLND' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLNK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLOL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLOZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLRD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLSE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLUK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLVS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLWB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLWM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLWS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLWT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLYH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KLZK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMAF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMBS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMCB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMCE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMCI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMCN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMCO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMCW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMDN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMDT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMDW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMEI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMEM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMFD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMFE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMFR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMGM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMGW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMHE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMHK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMHT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMHX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMIA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMIV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMKC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMKE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMKG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMKL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMLB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMLC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMLI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMLS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMLT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMLU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMMU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMOB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMOT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMPV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMQT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMRB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMRY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMSL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMSN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMSO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMSP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMSS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMSY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMTJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMTN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMWH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KMYR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KNA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KNEW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KNL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KNSI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOAK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOFK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOGD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOKC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOLM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOMA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KONT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOPF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOQU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KORD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KORF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KORH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOSH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOTH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KOTM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KP11' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KP38' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPAE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPAH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPBF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPBI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPDK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPDT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPDX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPFN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPGA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPHF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPHL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPHN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPHX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPIA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPIB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPIE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPIH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPIR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPIT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPKB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPLN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPMD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPNC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPNE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPNS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPOU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPQI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPRB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPRC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPSC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPSM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPSP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPTK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPUB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPVD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPVU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KPWM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRAD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRAP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRBL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRDD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRDG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRDM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRDU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRFD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRIC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRIW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRKD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRKS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRNO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRNT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KROA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KROC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KROW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRSL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRST' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRSW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRUM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRWF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRWI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KRWL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSAC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSAF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSAN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSAT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSAV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSBA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSBN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSBP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSBY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSCH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSCK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSDF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSDM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSDY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSEA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSEP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSFF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSFO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSGF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSGU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSHR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSHV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSJC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSJT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSLC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSLE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSLK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSLN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSMF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSMX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSNA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSNS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSPI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSPS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSRQ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSSI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSTJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSTL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSTP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSTS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSUN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSUS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSUX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSVE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSWF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KSYR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTCC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTCL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTCS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTEB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTIW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTLH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTMB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTOL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTOP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTPA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTPH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTRI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTRK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTRM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTTD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTTN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTUL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTUP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTUS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTVC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTVL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTWF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTXK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTYR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KTYS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KUCA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KUIN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KUKI' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KUNV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KVCT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KVEL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KVLD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KVNY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KVRB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KWJF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KWMC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KWRL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KWYS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KY22' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KY26' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KYKM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KYKN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KYNG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KYUM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' KZZV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LAA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LAP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LBY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LDL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LHX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LIC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LOR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LRR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LSF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LUS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LVM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' LW1' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MAC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MAX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MAZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MDPC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MDPP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MDSD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MDST' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MGFL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MGGT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MGHT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MGPB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MGSJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHAM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHCA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHCH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHLC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHLE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHLM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHNJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHPL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHRO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHSR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHTE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHTG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MHYR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MIB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MIE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MKJP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MKJS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MLD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMAA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMAS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMBT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCE' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMCZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMDO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMGL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMGM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMHO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMLP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMML' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMMZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMNL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMPR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMRX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMSD' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMSP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMTC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMTJ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMTM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMTO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMTP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMUN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMVR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMZC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMZH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MMZO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MNMG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MNPC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MOR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPBO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPCH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPDA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPMG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPSA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPTO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MPX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MRCH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MRF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MRLB' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MRLM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MROC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MRPV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MRS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MSAC' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MSLP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MSSS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MTCH' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MTL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MTPP' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MTV' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MTY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUBA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUBY' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUCA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUCL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUCM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUCU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUGM' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUGT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUHA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUMO' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUMZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUNG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUVR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MUVT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MWCR' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MYBS' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MYEG' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MYGF' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MYGW' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MYL' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MYNN' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MZBZ' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' MZT' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NCK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NGX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NHK' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NID' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NKX' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NOA' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NRU' < / span > < span class = "p" > ,< / span >
< span class = "s1" > ' NTD' < / span > < span class = "p" > ,< / span >
< span class = "o" > ...< / span > < span class = "p" > ]< / span >
< / pre > < / div >
< / div >
2022-08-22 19:09:01 +00:00
< / section >
< section id = "setting-the-location-name" >
< h4 > 3.2 Setting the Location Name< a class = "headerlink" href = "#setting-the-location-name" title = "Permalink to this heading" > < / a > < / h4 >
< p > In this case we’ < code class = "docutils literal notranslate" > < span class = "pre" > KFRM< / span > < / code > which is the
Municipal Airport in Fairmont, Minnesota.< / p >
2020-09-09 20:02:35 +00:00
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setLocationNames< / span > < span class = "p" > (< / span > < span class = "s2" > " KFRM" < / span > < span class = "p" > )< / span >
2022-08-22 19:09:01 +00:00
< / pre > < / div >
< / div >
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html" > Top< / a > < / p >
< / section >
< / section >
< hr class = "docutils" / >
< section id = "filtering-by-time" >
< h3 > 4 Filtering by Time< a class = "headerlink" href = "#filtering-by-time" title = "Permalink to this heading" > < / a > < / h3 >
< p > Models produce many different time variants during their runs, so let’
limit the data to the most recent time and forecast run.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > cycles< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableTimes< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > ,< / span > < span class = "kc" > True< / span > < span class = "p" > )< / span >
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< span class = "n" > times< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableTimes< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "k" > try< / span > < span class = "p" > :< / span >
< span class = "n" > fcstRun< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getForecastRun< / span > < span class = "p" > (< / span > < span class = "n" > cycles< / span > < span class = "p" > [< / span > < span class = "o" > -< / span > < span class = "mi" > 1< / span > < span class = "p" > ],< / span > < span class = "n" > times< / span > < span class = "p" > )< / span >
< span class = "nb" > list< / span > < span class = "p" > (< / span > < span class = "n" > fcstRun< / span > < span class = "p" > )< / span >
< span class = "n" > response< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getGeometryData< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > ,[< / span > < span class = "n" > fcstRun< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ]])< / span >
< span class = "k" > except< / span > < span class = "p" > :< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s1" > ' No times available' < / span > < span class = "p" > )< / span >
< span class = "n" > exit< / span >
< / pre > < / div >
< / div >
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< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html" > Top< / a > < / p >
2021-09-20 20:37:21 +00:00
< / section >
2022-08-22 19:09:01 +00:00
< hr class = "docutils" / >
< section id = "get-the-data" >
< h3 > 5 Get the Data!< a class = "headerlink" href = "#get-the-data" title = "Permalink to this heading" > < / a > < / h3 >
< p > Here we can now request our data response from the EDEX server with our
defined time filter. Printing out some data about the response verifies
we received the data we were interested in.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > obj< / span > < span class = "o" > =< / span > < span class = "n" > response< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ]< / span >
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< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " parms = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / span > < span class = "o" > .< / span > < span class = "n" > getParameters< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " site = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / span > < span class = "o" > .< / span > < span class = "n" > getLocationName< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " geom = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / 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" > " datetime = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " reftime = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > getRefTime< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " fcstHour = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > getFcstTime< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " period = " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > obj< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > getValidPeriod< / span > < span class = "p" > ()))< / span >
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< / pre > < / div >
< / div >
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< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > parms< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "s1" > ' temperature' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' pressure' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' vComp' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' uComp' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' specHum' < / span > < span class = "p" > ]< / span >
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< span class = "n" > site< / span > < span class = "o" > =< / span > < span class = "n" > KFRM< / span >
< span class = "n" > geom< / span > < span class = "o" > =< / span > < span class = "n" > POINT< / span > < span class = "p" > (< / span > < span class = "o" > -< / span > < span class = "mf" > 94.41999816894531< / span > < span class = "mf" > 43.65000152587891< / span > < span class = "p" > )< / span >
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< span class = "n" > datetime< / span > < span class = "o" > =< / span > < span class = "mi" > 2022< / span > < span class = "o" > -< / span > < span class = "mi" > 08< / span > < span class = "o" > -< / span > < span class = "mi" > 19< / span > < span class = "mi" > 12< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span >
< span class = "n" > reftime< / span > < span class = "o" > =< / span > < span class = "n" > Aug< / span > < span class = "mi" > 19< / span > < span class = "mi" > 22< / span > < span class = "mi" > 12< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "n" > GMT< / span >
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< span class = "n" > fcstHour< / span > < span class = "o" > =< / span > < span class = "mi" > 0< / span >
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< span class = "n" > period< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "n" > Aug< / span > < span class = "mi" > 19< / span > < span class = "mi" > 22< / span > < span class = "mi" > 12< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "p" > ,< / span > < span class = "n" > Aug< / span > < span class = "mi" > 19< / span > < span class = "mi" > 22< / span > < span class = "mi" > 12< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "p" > :< / span > < span class = "mi" > 00< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html" > Top< / a > < / p >
< / section >
< hr class = "docutils" / >
< section id = "use-the-data" >
< h3 > 6 Use the Data!< a class = "headerlink" href = "#use-the-data" title = "Permalink to this heading" > < / a > < / h3 >
< p > Since we filtered on time, and requested the data in the previous cell,
we now have a < code class = "docutils literal notranslate" > < span class = "pre" > response< / span > < / code > object we can work with.< / p >
< section id = "prepare-data-objects" >
< h4 > 6.2 Prepare data objects< a class = "headerlink" href = "#prepare-data-objects" title = "Permalink to this heading" > < / a > < / h4 >
< p > Here we construct arrays for each parameter to plot (temperature,
pressure, moisture (spec. humidity), wind components, and cloud cover).
We have two sets of arrays for temperature and pressure, where the
second set only has values as long as the specific humidity is not zero.
That is because we are going to do some calculations with specific
humidity, temperature, and pressure and we need all those arrays to be
the same length, and for the specific humidty to not equal zero.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # Create new arrays to populate from our response objects< / span >
< span class = "n" > tmp< / span > < span class = "p" > ,< / span > < span class = "n" > prs< / span > < span class = "p" > ,< / span > < span class = "n" > sh< / span > < span class = "p" > ,< / span > < span class = "n" > prs2< / span > < span class = "p" > ,< / span > < span class = "n" > tmp2< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([]),< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([]),< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([]),< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([]),< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([])< / span >
< span class = "n" > uc< / span > < span class = "p" > ,< / span > < span class = "n" > vc< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([]),< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > ([])< / span >
< span class = "c1" > # Cycle through all response objects to populate new arrays< / span >
< span class = "k" > for< / span > < span class = "n" > ob< / span > < span class = "ow" > in< / span > < span class = "n" > response< / span > < span class = "p" > :< / span >
< span class = "n" > tmp< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > append< / span > < span class = "p" > (< / span > < span class = "n" > tmp< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " temperature" < / span > < span class = "p" > ))< / span >
< span class = "n" > prs< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > append< / span > < span class = "p" > (< / span > < span class = "n" > prs< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " pressure" < / span > < span class = "p" > ))< / span >
< span class = "n" > uc< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > append< / span > < span class = "p" > (< / span > < span class = "n" > uc< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " uComp" < / span > < span class = "p" > ))< / span >
< span class = "n" > vc< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > append< / span > < span class = "p" > (< / span > < span class = "n" > vc< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " vComp" < / span > < span class = "p" > ))< / span >
< span class = "c1" > # don' t include data with 0 specific humidity< / span >
< span class = "k" > if< / span > < span class = "p" > (< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " specHum" < / span > < span class = "p" > )< / span > < span class = "o" > ==< / span > < span class = "mi" > 0< / span > < span class = "p" > ):< / span >
< span class = "k" > continue< / span >
< span class = "n" > sh< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > append< / span > < span class = "p" > (< / span > < span class = "n" > sh< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " specHum" < / span > < span class = "p" > ))< / span >
< span class = "n" > prs2< / 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" > prs2< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " pressure" < / span > < span class = "p" > ))< / span >
< span class = "n" > tmp2< / 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" > tmp2< / span > < span class = "p" > ,< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getNumber< / span > < span class = "p" > (< / span > < span class = "s2" > " temperature" < / span > < span class = "p" > ))< / span >
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< / pre > < / div >
< / div >
2021-09-20 20:37:21 +00:00
< / section >
2022-08-22 19:09:01 +00:00
< section id = "calculate-dewpoint-from-specific-humidity" >
< h4 > 6.2 Calculate Dewpoint from Specific Humidity< a class = "headerlink" href = "#calculate-dewpoint-from-specific-humidity" title = "Permalink to this heading" > < / a > < / h4 >
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< p > Because the modelsounding plugin does not return dewpoint values, we
must calculate the profile ourselves. Here are three examples of
dewpoint calculated from specific humidity, including a manual
calculation following NCEP AWIPS/NSHARP.< / p >
2022-08-22 19:09:01 +00:00
< p > First, we’
later in the notebook).< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > tfull< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "n" > tmp< / span > < span class = "o" > -< / span > < span class = "mf" > 273.15< / span > < span class = "p" > )< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degC< / span >
< span class = "n" > t< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "n" > tmp2< / span > < span class = "o" > -< / span > < span class = "mf" > 273.15< / span > < span class = "p" > )< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degC< / span >
< span class = "n" > pfull< / span > < span class = "o" > =< / span > < span class = "n" > prs< / span > < span class = "o" > /< / span > < span class = "mi" > 100< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > mbar< / span >
< span class = "n" > p< / span > < span class = "o" > =< / span > < span class = "n" > prs2< / span > < span class = "o" > /< / span > < span class = "mi" > 100< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > mbar< / span >
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< span class = "n" > u< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span > < span class = "o" > =< / span > < span class = "n" > uc< / span > < span class = "o" > *< / span > < span class = "mf" > 1.94384< / span > < span class = "p" > ,< / span > < span class = "n" > vc< / span > < span class = "o" > *< / span > < span class = "mf" > 1.94384< / span > < span class = "c1" > # m/s to knots< / span >
< span class = "n" > spd< / span > < span class = "o" > =< / span > < span class = "n" > wind_speed< / span > < span class = "p" > (< / span > < span class = "n" > u< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > knots< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > knots< / span > < span class = "p" > )< / span >
< span class = "nb" > dir< / span > < span class = "o" > =< / span > < span class = "n" > wind_direction< / span > < span class = "p" > (< / span > < span class = "n" > u< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > knots< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > knots< / span > < span class = "p" > )< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > deg< / span >
< / pre > < / div >
< / div >
2022-08-22 19:09:01 +00:00
< section id = "method-1" >
< h5 > 6.2.1 Method 1< a class = "headerlink" href = "#method-1" title = "Permalink to this heading" > < / a > < / h5 >
< p > Here we’
and the vapor pressure.< / p >
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< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > rmix< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "n" > sh< / span > < span class = "o" > /< / span > < span class = "p" > (< / span > < span class = "mi" > 1< / span > < span class = "o" > -< / span > < span class = "n" > sh< / span > < span class = "p" > ))< / span > < span class = "o" > *< / span > < span class = "mi" > 1000< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "p" > (< / span > < span class = "s1" > ' g/kg' < / span > < span class = "p" > )< / span >
< span class = "n" > e< / span > < span class = "o" > =< / span > < span class = "n" > vapor_pressure< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > rmix< / span > < span class = "p" > )< / span >
< span class = "n" > td< / span > < span class = "o" > =< / span > < span class = "n" > dewpoint< / span > < span class = "p" > (< / span > < span class = "n" > e< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
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< / section >
< section id = "method-2" >
< h5 > 6.2.2 Method 2< a class = "headerlink" href = "#method-2" title = "Permalink to this heading" > < / a > < / h5 >
< p > Here we’
ratio is equal to the specific humidity.< / p >
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< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > td2< / span > < span class = "o" > =< / span > < span class = "n" > dewpoint< / span > < span class = "p" > (< / span > < span class = "n" > vapor_pressure< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > sh< / span > < span class = "p" > ))< / span >
< / pre > < / div >
< / div >
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< / section >
< section id = "method-3" >
< h5 > 6.2.3 Method 3< a class = "headerlink" href = "#method-3" title = "Permalink to this heading" > < / a > < / h5 >
< p > Here we use logic from the NCEP AWIPS soundingrequest plugin. This logic
was based on < a class = "reference external" href = "https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783" > GEMPAK and NSHARP
calculations< / a > .< / p >
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< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # new arrays< / span >
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< span class = "n" > ntmp< / span > < span class = "o" > =< / span > < span class = "n" > tmp2< / span >
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< span class = "c1" > # where p=pressure(pa), T=temp(C), T0=reference temp(273.16)< / span >
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< span class = "n" > rh< / span > < span class = "o" > =< / span > < span class = "mf" > 0.263< / span > < span class = "o" > *< / span > < span class = "n" > prs2< / span > < span class = "o" > *< / span > < span class = "n" > sh< / span > < span class = "o" > /< / span > < span class = "p" > (< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > exp< / span > < span class = "p" > (< / span > < span class = "mf" > 17.67< / span > < span class = "o" > *< / span > < span class = "n" > ntmp< / span > < span class = "o" > /< / span > < span class = "p" > (< / span > < span class = "n" > ntmp< / span > < span class = "o" > +< / span > < span class = "mf" > 273.15< / span > < span class = "o" > -< / span > < span class = "mf" > 29.65< / span > < span class = "p" > )))< / span >
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< span class = "n" > vaps< / span > < span class = "o" > =< / span > < span class = "mf" > 6.112< / span > < span class = "o" > *< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > exp< / span > < span class = "p" > ((< / span > < span class = "mf" > 17.67< / span > < span class = "o" > *< / span > < span class = "n" > ntmp< / span > < span class = "p" > )< / span > < span class = "o" > /< / span > < span class = "p" > (< / span > < span class = "n" > ntmp< / span > < span class = "o" > +< / span > < span class = "mf" > 243.5< / span > < span class = "p" > ))< / span >
< span class = "n" > vapr< / span > < span class = "o" > =< / span > < span class = "n" > rh< / span > < span class = "o" > *< / span > < span class = "n" > vaps< / span > < span class = "o" > /< / span > < span class = "mi" > 100< / span >
< span class = "n" > dwpc< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > array< / span > < span class = "p" > (< / span > < span class = "mf" > 243.5< / span > < span class = "o" > *< / span > < span class = "p" > (< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > log< / span > < span class = "p" > (< / span > < span class = "mf" > 6.112< / span > < span class = "p" > )< / span > < span class = "o" > -< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > log< / span > < span class = "p" > (< / span > < span class = "n" > vapr< / span > < span class = "p" > ))< / span > < span class = "o" > /< / span > < span class = "p" > (< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > log< / span > < span class = "p" > (< / span > < span class = "n" > vapr< / span > < span class = "p" > )< / span > < span class = "o" > -< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > log< / span > < span class = "p" > (< / span > < span class = "mf" > 6.112< / span > < span class = "p" > )< / span > < span class = "o" > -< / span > < span class = "mf" > 17.67< / span > < span class = "p" > ))< / span > < span class = "o" > *< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > degC< / span >
< / pre > < / div >
< / div >
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< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html" > Top< / a > < / p >
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< / section >
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< / section >
< / section >
< hr class = "docutils" / >
< section id = "plot-the-data" >
< h3 > 7 Plot the Data!< a class = "headerlink" href = "#plot-the-data" title = "Permalink to this heading" > < / a > < / h3 >
< p > Create and display SkewT and Hodograph plots using MetPy.< / p >
< p > Since we’
“zoomed in” view to highlight the slight differences between the three
calculations.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # Create a new figure and define the size< / span >
< span class = "n" > fig< / span > < span class = "o" > =< / span > < span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > figure< / span > < span class = "p" > (< / span > < span class = "n" > figsize< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "mi" > 12< / span > < span class = "p" > ,< / span > < span class = "mi" > 14< / span > < span class = "p" > ))< / span >
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< span class = "c1" > # Create a skewT plot< / span >
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< span class = "n" > skew< / span > < span class = "o" > =< / span > < span class = "n" > SkewT< / span > < span class = "p" > (< / span > < span class = "n" > fig< / span > < span class = "p" > )< / span >
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< span class = "c1" > # Plot the data< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > pfull< / span > < span class = "p" > ,< / span > < span class = "n" > tfull< / span > < span class = "p" > ,< / span > < span class = "s1" > ' r' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > td< / span > < span class = "p" > ,< / span > < span class = "s1" > ' b' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > td2< / span > < span class = "p" > ,< / span > < span class = "s1" > ' y' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > dwpc< / span > < span class = "p" > ,< / span > < span class = "s1" > ' g' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > plot_barbs< / span > < span class = "p" > (< / span > < span class = "n" > pfull< / span > < span class = "p" > ,< / span > < span class = "n" > u< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span > < span class = "p" > )< / span >
< span class = "c1" > # set the domain and range (these may need to be adjusted< / span >
< span class = "c1" > # depending on the exact data for best viewing purposes)< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_ylim< / span > < span class = "p" > (< / span > < span class = "mi" > 1000< / span > < span class = "p" > ,< / span > < span class = "mi" > 100< / span > < span class = "p" > )< / span >
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< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_xlim< / span > < span class = "p" > (< / span > < span class = "o" > -< / span > < span class = "mi" > 70< / span > < span class = "p" > ,< / span > < span class = "mi" > 40< / span > < span class = "p" > )< / span >
< span class = "c1" > # Add title to the plot< / span >
< span class = "c1" > # format: " 2022-08-18 18Z FH 0 | GFS KFRM (43.65,-94.42)" < / span >
< span class = "n" > datetime< / span > < span class = "o" > =< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ())[< / span > < span class = "mi" > 0< / span > < span class = "p" > :< / span > < span class = "o" > -< / span > < span class = "mi" > 6< / span > < span class = "p" > ]< / span > < span class = "o" > +< / span > < span class = "s2" > " Z" < / span >
< span class = "n" > forecastHr< / span > < span class = "o" > =< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > getFcstTime< / span > < span class = "p" > ())< / span >
< span class = "n" > site< / span > < span class = "o" > =< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getLocationName< / span > < span class = "p" > ()< / span >
< span class = "n" > lat< / span > < span class = "o" > =< / span > < span class = "s2" > " < / span > < span class = "si" > {:.2f}< / span > < span class = "s2" > " < / span > < span class = "o" > .< / span > < span class = "n" > format< / span > < span class = "p" > (< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getGeometry< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > y< / span > < span class = "p" > )< / span >
< span class = "n" > lon< / span > < span class = "o" > =< / span > < span class = "s2" > " < / span > < span class = "si" > {:.2f}< / span > < span class = "s2" > " < / span > < span class = "o" > .< / span > < span class = "n" > format< / span > < span class = "p" > (< / span > < span class = "n" > ob< / span > < span class = "o" > .< / span > < span class = "n" > getGeometry< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > x< / span > < span class = "p" > )< / span >
< span class = "n" > coords< / span > < span class = "o" > =< / span > < span class = "s2" > " (" < / span > < span class = "o" > +< / span > < span class = "n" > lat< / span > < span class = "o" > +< / span > < span class = "s2" > " , " < / span > < span class = "o" > +< / span > < span class = "n" > lon< / span > < span class = "o" > +< / span > < span class = "s2" > " )" < / span >
< span class = "n" > title< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "o" > +< / span > < span class = "s2" > " FH " < / span > < span class = "o" > +< / span > < span class = "n" > forecastHr< / span > < span class = "o" > +< / span > < span class = "s2" > " | " < / span > < span class = "o" > +< / span > < span class = "n" > forecastModel< / span > < span class = "o" > +< / span > < span class = "s2" > " " < / span > < span class = "o" > +< / span > < span class = "n" > site< / span > < span class = "o" > +< / span > < span class = "s2" > " " < / span > < span class = "o" > +< / span > < span class = "n" > coords< / span >
< span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > title< / span > < span class = "p" > (< / span > < span class = "n" > title< / span > < span class = "p" > )< / span >
< span class = "c1" > # Create a secondary axes for the " zoomed in" view< / span >
< span class = "n" > zoom_ax< / span > < span class = "o" > =< / span > < span class = "n" > inset_axes< / span > < span class = "p" > (< / span > < span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "p" > ,< / span > < span class = "s1" > ' 35%' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 35%' < / span > < span class = "p" > ,< / span > < span class = "n" > loc< / span > < span class = "o" > =< / span > < span class = "mi" > 3< / span > < span class = "p" > ,< / span >
< span class = "n" > bbox_to_anchor< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "mf" > .05< / span > < span class = "p" > ,< / span > < span class = "mf" > .05< / span > < span class = "p" > ,< / span > < span class = "mi" > 1< / span > < span class = "p" > ,< / span > < span class = "mi" > 1< / span > < span class = "p" > ),< / span >
< span class = "n" > bbox_transform< / span > < span class = "o" > =< / span > < span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > transAxes< / span > < span class = "p" > )< / span >
< span class = "c1" > # create a secondary plot for zoomed in section< / span >
< span class = "n" > fig2< / span > < span class = "o" > =< / span > < span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > figure< / span > < span class = "p" > ()< / span >
< span class = "n" > skew2< / span > < span class = "o" > =< / span > < span class = "n" > SkewT< / span > < span class = "p" > (< / span > < span class = "n" > fig2< / span > < span class = "p" > )< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > =< / span > < span class = "n" > zoom_ax< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > td< / span > < span class = "p" > ,< / span > < span class = "s1" > ' b' < / 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" > label< / span > < span class = "o" > =< / span > < span class = "s1" > ' MetPy calculated mixing ratio' < / span > < span class = "p" > )< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > td2< / span > < span class = "p" > ,< / span > < span class = "s1" > ' y' < / 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" > label< / span > < span class = "o" > =< / span > < span class = "s1" > ' MetPy spec. hum = mixing ratio' < / span > < span class = "p" > )< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > plot< / span > < span class = "p" > (< / span > < span class = "n" > p< / span > < span class = "p" > ,< / span > < span class = "n" > dwpc< / span > < span class = "p" > ,< / span > < span class = "s1" > ' g' < / 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" > label< / span > < span class = "o" > =< / span > < span class = "s1" > ' GEMPAK legacy caluclation' < / span > < span class = "p" > )< / span >
< span class = "c1" > # create a legend to explain the three lines< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > legend< / span > < span class = "p" > (< / span > < span class = "n" > loc< / span > < span class = "o" > =< / span > < span class = "mi" > 1< / span > < span class = "p" > )< / span >
< span class = "c1" > # remove the axis title on the zoomed plot since they< / span >
< span class = "c1" > # are redundant and just clutter the plot< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_xlabel< / span > < span class = "p" > (< / span > < span class = "s2" > " " < / span > < span class = "p" > )< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_ylabel< / span > < span class = "p" > (< / span > < span class = "s2" > " " < / span > < span class = "p" > )< / span >
< span class = "c1" > # these exact bounds may need to change depending on< / span >
< span class = "c1" > # the most recent data< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_ylim< / span > < span class = "p" > (< / span > < span class = "mi" > 970< / span > < span class = "p" > ,< / span > < span class = "mi" > 900< / span > < span class = "p" > )< / span >
< span class = "n" > skew2< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_xlim< / span > < span class = "p" > (< / span > < span class = "mi" > 11< / span > < span class = "p" > ,< / span > < span class = "mi" > 14< / span > < span class = "p" > )< / span >
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< span class = "c1" > # draw an indicator in the main plot of the " zoomed in" region< / span >
< span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > indicate_inset_zoom< / span > < span class = "p" > (< / span > < span class = "n" > zoom_ax< / span > < span class = "p" > ,< / span > < span class = "n" > edgecolor< / span > < span class = "o" > =< / span > < span class = "s2" > " black" < / span > < span class = "p" > )< / span >
< span class = "c1" > # dispose of the second figure, since creating a new< / span >
< span class = "c1" > # skewt in metpy automatically creates a new figure< / span >
< span class = "c1" > # which is unnecessary in this case< / span >
< span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > close< / span > < span class = "p" > (< / span > < span class = "n" > fig2< / span > < span class = "p" > )< / span >
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< span class = "c1" > # An example of a slanted line at constant T -- in this case the 0 isotherm< / span >
< span class = "n" > l< / span > < span class = "o" > =< / span > < span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > axvline< / span > < span class = "p" > (< / span > < span class = "mi" > 0< / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "s1" > ' c' < / span > < span class = "p" > ,< / span > < span class = "n" > linestyle< / span > < span class = "o" > =< / span > < span class = "s1" > ' --' < / span > < span class = "p" > ,< / span > < span class = "n" > linewidth< / span > < span class = "o" > =< / span > < span class = "mi" > 2< / span > < span class = "p" > )< / span >
< span class = "c1" > # Draw hodograph< / span >
< span class = "n" > ax_hod< / span > < span class = "o" > =< / span > < span class = "n" > inset_axes< / span > < span class = "p" > (< / span > < span class = "n" > skew< / span > < span class = "o" > .< / span > < span class = "n" > ax< / span > < span class = "p" > ,< / span > < span class = "s1" > ' 40%' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 40%' < / span > < span class = "p" > ,< / span > < span class = "n" > loc< / span > < span class = "o" > =< / span > < span class = "mi" > 1< / span > < span class = "p" > )< / span >
< span class = "n" > h< / span > < span class = "o" > =< / span > < span class = "n" > Hodograph< / span > < span class = "p" > (< / span > < span class = "n" > ax_hod< / span > < span class = "p" > ,< / span > < span class = "n" > component_range< / span > < span class = "o" > =< / span > < span class = "n" > spd< / span > < span class = "o" > .< / span > < span class = "n" > max< / span > < span class = "p" > ()< / span > < span class = "o" > /< / span > < span class = "n" > units< / span > < span class = "o" > .< / span > < span class = "n" > knots< / span > < span class = "p" > )< / span >
< span class = "n" > h< / span > < span class = "o" > .< / span > < span class = "n" > add_grid< / span > < span class = "p" > (< / span > < span class = "n" > increment< / span > < span class = "o" > =< / span > < span class = "mi" > 20< / span > < span class = "p" > )< / span >
< span class = "n" > h< / span > < span class = "o" > .< / span > < span class = "n" > plot_colormapped< / span > < span class = "p" > (< / span > < span class = "n" > u< / span > < span class = "p" > ,< / span > < span class = "n" > v< / span > < span class = "p" > ,< / span > < span class = "n" > spd< / span > < span class = "p" > )< / span >
< span class = "c1" > # Show the plot< / span >
< span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > show< / span > < span class = "p" > ()< / span >
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