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< section id = "nexrad-level3-radar" >
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< h1 > NEXRAD Level3 Radar< a class = "headerlink" href = "#nexrad-level3-radar" 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/NEXRAD_Level3_Radar.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 radar data< / p > < / li >
< li > < p > Plot NEXRAD 3 algorithm, precipitation, and derived products (not
base data)< / 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/NEXRAD_Level3_Radar.html#imports" > 1
Imports< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#edex-connection" > 2 EDEX
Connection< / a > < / div >
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< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#investigate-data" > 3 Investigate
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Data< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#available-locations" > 3.1 Available
Locations< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#available-parameters" > 3.2 Available
Parameters< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#radar-product-ids-and-names" > 3.3 Radar Product IDs and
Names< / a > < / div >
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< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#function-make-map" > 4 Function:
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make_map()< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#plot-the-data" > 5 Plot the
Data!< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#see-also" > 6 See
Also< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#related-notebooks" > 6.1 Related
Notebooks< / a > < / div >
< div class = "line" > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#additional-documentation" > 6.2 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" > import< / span > < span class = "nn" > warnings< / span >
< span class = "kn" > from< / span > < span class = "nn" > awips.dataaccess< / span > < span class = "kn" > import< / span > < span class = "n" > DataAccessLayer< / span >
< span class = "kn" > import< / span > < span class = "nn" > matplotlib.pyplot< / span > < span class = "k" > as< / span > < span class = "nn" > plt< / span >
< span class = "kn" > import< / span > < span class = "nn" > cartopy.crs< / span > < span class = "k" > as< / span > < span class = "nn" > ccrs< / span >
< span class = "kn" > import< / span > < span class = "nn" > numpy< / span > < span class = "k" > as< / span > < span class = "nn" > np< / span >
< span class = "kn" > from< / span > < span class = "nn" > cartopy.mpl.gridliner< / span > < span class = "kn" > import< / span > < span class = "n" > LONGITUDE_FORMATTER< / span > < span class = "p" > ,< / span > < span class = "n" > LATITUDE_FORMATTER< / span >
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< / pre > < / div >
< / div >
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.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’
sets the proper server on the < strong > DataAccessLayer< / strong > , which we will use
numerous times throughout the notebook.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > 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" > " radar" < / span > < span class = "p" > )< / span >
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< / pre > < / div >
< / div >
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html" > Top< / a > < / p >
< / section >
< hr class = "docutils" / >
< section id = "investigate-data" >
< h3 > 3 Investigate Data< a class = "headerlink" href = "#investigate-data" title = "Permalink to this heading" > < / a > < / h3 >
< p > Now that we’ ’
what locations and parameters are available for our current request.< / p >
< section id = "available-locations" >
< h4 > 3.1 Available Locations< a class = "headerlink" href = "#available-locations" title = "Permalink to this heading" > < / a > < / h4 >
< p > We can take a look at what “locations” are available for our radar
request. For radar, we’
looking at the availalbe location names.< / p >
< p > For this example we’
interest. You can easily look up other station IDs and where they are
using < a class = "reference external" href = "https://radar.weather.gov/station/KMHX/standard" > this NWS
webpage< / a > .< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > available_locs< / 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 >
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< span class = "n" > available_locs< / span > < span class = "o" > .< / span > < span class = "n" > sort< / span > < span class = "p" > ()< / span >
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< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "n" > available_locs< / span > < span class = "p" > )< / span >
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< span class = "c1" > # Set our location to Baltimore (klwx)< / span >
< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setLocationNames< / span > < span class = "p" > (< / span > < span class = "s2" > " klwx" < / 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" > ' kabr' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kabx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kakq' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kama' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kamx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kapx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' karx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' katx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbbx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbgm' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbhx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbis' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kblx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbmx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbox' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbro' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbuf' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kbyx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcae' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcbw' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcbx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kccx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcle' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kclx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcrp' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcxx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kcys' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdax' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kddc' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdfx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdgx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdix' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdlh' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdmx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdox' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdtx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdvn' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kdyx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' keax' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kemx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kenx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' keox' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kepz' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kesx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kevx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kewx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' keyx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kfcx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kfdr' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kfdx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kffc' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kfsd' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kfsx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kftg' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kfws' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kggw' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgjx' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgld' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgrb' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgrk' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgrr' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgsp' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' kgwx' < / span > < span class = "p" > ,< / span > < span class = "s1" > &
< / pre > < / div >
< / div >
< / section >
< section id = "available-parameters" >
< h4 > 3.2 Available Parameters< a class = "headerlink" href = "#available-parameters" title = "Permalink to this heading" > < / a > < / h4 >
< p > Next, let’
parameters request. If we look closely, we can see that some of the
parameters appear different from the others.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > availableParms< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableParameters< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "n" > availableParms< / span > < span class = "o" > .< / span > < span class = "n" > sort< / span > < span class = "p" > ()< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "n" > availableParms< / 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" > ' 134' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 135' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 141' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 153' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 154' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 159' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 161' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 163' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 165' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 166' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 169' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 170' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 172' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 173' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 176' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 177' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 32' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 37' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 56' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 57' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 58' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 81' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 99' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' CC' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' CZ' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Composite Refl' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Correlation Coeff' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' DAA' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' DHR' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' DPA' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' DPR' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' DUA' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' DVL' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Diff Reflectivity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Hybrid Scan Refl' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Inst Precip Rate' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Precip Array' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Vert Integ Liq' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' EET' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Enhanced Echo Tops' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' HC' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' HHC' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' HV' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' HZ' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Hybrid Hydrometeor Class' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Hydrometeor Class' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' KDP' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' MD' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' ML' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Melting Layer' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Mesocyclone' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' OHA' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' One Hour Accum' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' One Hour Unbiased Accum' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Reflectivity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' SRM' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' STA' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' STI' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Specific Diff Phase' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Storm Rel Velocity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Sto
< / pre > < / div >
< / div >
< / section >
< section id = "radar-product-ids-and-names" >
< h4 > 3.3 Radar Product IDs and Names< a class = "headerlink" href = "#radar-product-ids-and-names" title = "Permalink to this heading" > < / a > < / h4 >
< p > As we saw above, some parameters seem to be describing different things
from the rest. The DataAccessLayer has a built in function to parse the
available parameters into the separate < strong > Product IDs< / strong > and < strong > Product
Names< / strong > . Here, we take a look at the two different arrays that are
returned when parsing the < em > availableParms< / em > array we just recieved in the
previous code cell.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > productIDs< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getRadarProductIDs< / span > < span class = "p" > (< / span > < span class = "n" > availableParms< / span > < span class = "p" > )< / span >
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< span class = "n" > productNames< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getRadarProductNames< / span > < span class = "p" > (< / span > < span class = "n" > availableParms< / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "n" > productIDs< / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "n" > productNames< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
2024-05-23 18:43:01 +00:00
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "p" > [< / span > < span class = "s1" > ' 134' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 135' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 141' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 153' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 154' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 159' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 161' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 163' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 165' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 166' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 169' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 170' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 172' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 173' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 176' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 177' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 32' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 37' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 56' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 57' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 58' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 81' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' 99' < / span > < span class = "p" > ]< / span >
< span class = "p" > [< / span > < span class = "s1" > ' Composite Refl' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Correlation Coeff' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Diff Reflectivity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Hybrid Scan Refl' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Inst Precip Rate' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Precip Array' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Digital Vert Integ Liq' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Enhanced Echo Tops' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Hybrid Hydrometeor Class' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Hydrometeor Class' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Melting Layer' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Mesocyclone' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' One Hour Accum' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' One Hour Unbiased Accum' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Reflectivity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Specific Diff Phase' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Storm Rel Velocity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Storm Total Accum' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Storm Track' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' User Select Accum' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Velocity' < / span > < span class = "p" > ,< / span > < span class = "s1" > ' Vert Integ Liq' < / span > < span class = "p" > ]< / span >
2020-09-09 20:02:35 +00:00
< / pre > < / div >
< / div >
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< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html" > Top< / a > < / p >
< / section >
< / section >
< hr class = "docutils" / >
< section id = "function-make-map" >
< h3 > 4 Function: make_map()< a class = "headerlink" href = "#function-make-map" title = "Permalink to this heading" > < / a > < / h3 >
< p > In order to plot more than one image, it’
logic in a function. Here, a new function called < strong > make_map< / strong > is
defined. This function uses the < a class = "reference external" href = "https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html" > matplotlib.pyplot package
(plt)< / a >
to create a figure and axis. The coastlines (continental boundaries) are
added, along with lat/lon grids.< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "k" > def< / span > < span class = "nf" > make_map< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "p" > ,< / span > < span class = "n" > projection< / span > < span class = "o" > =< / span > < span class = "n" > ccrs< / span > < span class = "o" > .< / span > < span class = "n" > PlateCarree< / span > < span class = "p" > ()):< / span >
2020-09-09 20:02:35 +00:00
< span class = "n" > fig< / span > < span class = "p" > ,< / span > < span class = "n" > ax< / span > < span class = "o" > =< / span > < span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > subplots< / span > < span class = "p" > (< / span > < span class = "n" > figsize< / span > < span class = "o" > =< / span > < span class = "p" > (< / span > < span class = "mi" > 16< / span > < span class = "p" > ,< / span > < span class = "mi" > 16< / span > < span class = "p" > ),< / span >
< span class = "n" > subplot_kw< / span > < span class = "o" > =< / span > < span class = "nb" > dict< / span > < span class = "p" > (< / span > < span class = "n" > projection< / span > < span class = "o" > =< / span > < span class = "n" > projection< / span > < span class = "p" > ))< / span >
< span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > set_extent< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "p" > )< / span >
< span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > coastlines< / span > < span class = "p" > (< / span > < span class = "n" > resolution< / span > < span class = "o" > =< / span > < span class = "s1" > ' 50m' < / span > < span class = "p" > )< / span >
< span class = "n" > gl< / span > < span class = "o" > =< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > gridlines< / span > < span class = "p" > (< / span > < span class = "n" > draw_labels< / span > < span class = "o" > =< / span > < span class = "kc" > True< / span > < span class = "p" > )< / span >
< span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > top_labels< / span > < span class = "o" > =< / span > < span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > right_labels< / span > < span class = "o" > =< / span > < span class = "kc" > False< / span >
< span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > xformatter< / span > < span class = "o" > =< / span > < span class = "n" > LONGITUDE_FORMATTER< / span >
< span class = "n" > gl< / span > < span class = "o" > .< / span > < span class = "n" > yformatter< / span > < span class = "o" > =< / span > < span class = "n" > LATITUDE_FORMATTER< / span >
< span class = "k" > return< / span > < span class = "n" > fig< / span > < span class = "p" > ,< / span > < span class = "n" > ax< / span >
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< / pre > < / div >
< / div >
< p > < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html" > Top< / a > < / p >
< / section >
< hr class = "docutils" / >
< section id = "plot-the-data" >
< h3 > 5 Plot the Data!< a class = "headerlink" href = "#plot-the-data" title = "Permalink to this heading" > < / a > < / h3 >
< p > Here we’
< em > productNames< / em > array from the < a class = "reference external" href = "https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#Radar-Product-IDs-and-Names" > previous
section< / a > .< / p >
< div class = "highlight-ipython3 notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "c1" > # suppress a few warnings that come from plotting< / span >
< span class = "n" > warnings< / span > < span class = "o" > .< / span > < span class = "n" > filterwarnings< / span > < span class = "p" > (< / span > < span class = "s2" > " ignore" < / span > < span class = "p" > ,< / span > < span class = "n" > category< / span > < span class = "o" > =< / span > < span class = "ne" > RuntimeWarning< / span > < span class = "p" > )< / span >
< span class = "n" > warnings< / span > < span class = "o" > .< / span > < span class = "n" > filterwarnings< / span > < span class = "p" > (< / span > < span class = "s2" > " ignore" < / span > < span class = "p" > ,< / span > < span class = "n" > category< / span > < span class = "o" > =< / span > < span class = "ne" > UserWarning< / span > < span class = "p" > )< / span >
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< span class = "c1" > # Cycle through all of the products to try and plot each one< / span >
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< span class = "k" > for< / span > < span class = "n" > prod< / span > < span class = "ow" > in< / span > < span class = "n" > productNames< / span > < span class = "p" > :< / span >
< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setParameters< / span > < span class = "p" > (< / span > < span class = "n" > prod< / span > < span class = "p" > )< / span >
< span class = "n" > availableLevels< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableLevels< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
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< span class = "c1" > # Check the available levels, if there are none, then skip this product< / span >
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< span class = "k" > if< / span > < span class = "n" > availableLevels< / span > < span class = "p" > :< / span >
< span class = "n" > request< / span > < span class = "o" > .< / span > < span class = "n" > setLevels< / span > < span class = "p" > (< / span > < span class = "n" > availableLevels< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ])< / span >
< span class = "k" > else< / span > < span class = "p" > :< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " No levels found for " < / span > < span class = "o" > +< / span > < span class = "n" > prod< / span > < span class = "p" > )< / span >
< span class = "k" > continue< / span >
< span class = "n" > cycles< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableTimes< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > ,< / span > < span class = "kc" > True< / span > < span class = "p" > )< / span >
< span class = "n" > times< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getAvailableTimes< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > )< / span >
< span class = "k" > if< / span > < span class = "n" > times< / span > < span class = "p" > :< / span >
< span class = "nb" > print< / span > < span class = "p" > ()< / span >
< span class = "n" > response< / span > < span class = "o" > =< / span > < span class = "n" > DataAccessLayer< / span > < span class = "o" > .< / span > < span class = "n" > getGridData< / span > < span class = "p" > (< / span > < span class = "n" > request< / span > < span class = "p" > ,< / span > < span class = "p" > [< / span > < span class = "n" > times< / span > < span class = "p" > [< / span > < span class = "o" > -< / span > < span class = "mi" > 1< / span > < span class = "p" > ]])< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s2" > " Recs : " < / span > < span class = "p" > ,< / span > < span class = "nb" > len< / span > < span class = "p" > (< / span > < span class = "n" > response< / span > < span class = "p" > ))< / span >
< span class = "k" > if< / span > < span class = "n" > response< / span > < span class = "p" > :< / span >
< span class = "n" > grid< / span > < span class = "o" > =< / span > < span class = "n" > response< / span > < span class = "p" > [< / span > < span class = "mi" > 0< / span > < span class = "p" > ]< / span >
< span class = "k" > else< / span > < span class = "p" > :< / span >
< span class = "k" > continue< / span >
< span class = "n" > data< / span > < span class = "o" > =< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getRawData< / span > < span class = "p" > ()< / span >
< span class = "n" > lons< / span > < span class = "p" > ,< / span > < span class = "n" > lats< / span > < span class = "o" > =< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getLatLonCoords< / span > < span class = "p" > ()< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s1" > ' Time :' < / span > < span class = "p" > ,< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()))< / span >
< span class = "n" > flat< / span > < span class = "o" > =< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > ndarray< / span > < span class = "o" > .< / span > < span class = "n" > flatten< / span > < span class = "p" > (< / span > < span class = "n" > data< / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s1" > ' Name :' < / span > < span class = "p" > ,< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getLocationName< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s1" > ' Prod :' < / span > < span class = "p" > ,< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getParameter< / span > < span class = "p" > ()))< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s1" > ' Range:' < / span > < span class = "p" > ,< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > nanmin< / span > < span class = "p" > (< / span > < span class = "n" > flat< / span > < span class = "p" > ),< / span > < span class = "s2" > " to " < / span > < span class = "p" > ,< / span > < span class = "n" > np< / span > < span class = "o" > .< / span > < span class = "n" > nanmax< / span > < span class = "p" > (< / span > < span class = "n" > flat< / span > < span class = "p" > ),< / span > < span class = "s2" > " (Unit :" < / span > < span class = "p" > ,< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getUnit< / span > < span class = "p" > (),< / span > < span class = "s2" > " )" < / span > < span class = "p" > )< / span >
< span class = "nb" > print< / span > < span class = "p" > (< / span > < span class = "s1" > ' Size :' < / span > < span class = "p" > ,< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > data< / span > < span class = "o" > .< / span > < span class = "n" > shape< / span > < span class = "p" > ))< / span >
< span class = "nb" > print< / span > < span class = "p" > ()< / span >
< span class = "n" > cmap< / span > < span class = "o" > =< / span > < span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > get_cmap< / span > < span class = "p" > (< / span > < span class = "s1" > ' rainbow' < / span > < span class = "p" > )< / span >
< span class = "n" > bbox< / span > < span class = "o" > =< / span > < span class = "p" > [< / span > < span class = "n" > lons< / span > < span class = "o" > .< / span > < span class = "n" > min< / span > < span class = "p" > ()< / span > < span class = "o" > -< / span > < span class = "mf" > 0.5< / span > < span class = "p" > ,< / span > < span class = "n" > lons< / span > < span class = "o" > .< / span > < span class = "n" > max< / span > < span class = "p" > ()< / span > < span class = "o" > +< / span > < span class = "mf" > 0.5< / span > < span class = "p" > ,< / span > < span class = "n" > lats< / span > < span class = "o" > .< / span > < span class = "n" > min< / span > < span class = "p" > ()< / span > < span class = "o" > -< / span > < span class = "mf" > 0.5< / span > < span class = "p" > ,< / span > < span class = "n" > lats< / span > < span class = "o" > .< / span > < span class = "n" > max< / span > < span class = "p" > ()< / span > < span class = "o" > +< / span > < span class = "mf" > 0.5< / span > < span class = "p" > ]< / span >
< span class = "n" > fig< / span > < span class = "p" > ,< / span > < span class = "n" > ax< / span > < span class = "o" > =< / span > < span class = "n" > make_map< / span > < span class = "p" > (< / span > < span class = "n" > bbox< / span > < span class = "o" > =< / span > < span class = "n" > bbox< / span > < span class = "p" > )< / span >
< span class = "n" > cs< / span > < span class = "o" > =< / span > < span class = "n" > ax< / span > < span class = "o" > .< / span > < span class = "n" > pcolormesh< / span > < span class = "p" > (< / span > < span class = "n" > lons< / span > < span class = "p" > ,< / span > < span class = "n" > lats< / span > < span class = "p" > ,< / span > < span class = "n" > data< / span > < span class = "p" > ,< / span > < span class = "n" > cmap< / span > < span class = "o" > =< / span > < span class = "n" > cmap< / span > < span class = "p" > )< / span >
< span class = "n" > cbar< / span > < span class = "o" > =< / span > < span class = "n" > fig< / span > < span class = "o" > .< / span > < span class = "n" > colorbar< / span > < span class = "p" > (< / span > < span class = "n" > cs< / span > < span class = "p" > ,< / span > < span class = "n" > extend< / span > < span class = "o" > =< / span > < span class = "s1" > ' both' < / span > < span class = "p" > ,< / span > < span class = "n" > shrink< / span > < span class = "o" > =< / span > < span class = "mf" > 0.5< / span > < span class = "p" > ,< / span > < span class = "n" > orientation< / span > < span class = "o" > =< / span > < span class = "s1" > ' horizontal' < / span > < span class = "p" > )< / span >
< span class = "n" > cbar< / span > < span class = "o" > .< / span > < span class = "n" > set_label< / span > < span class = "p" > (< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getParameter< / span > < span class = "p" > ()< / span > < span class = "o" > +< / span > < span class = "s2" > " " < / span > < span class = "o" > +< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getLevel< / span > < span class = "p" > ()< / span > < span class = "o" > +< / span > < span class = "s2" > " " < / span > \
< span class = "o" > +< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getLocationName< / span > < span class = "p" > ()< / span > < span class = "o" > +< / span > < span class = "s2" > " (" < / span > < span class = "o" > +< / span > < span class = "n" > prod< / span > < span class = "o" > +< / span > < span class = "s2" > " ), (" < / span > < span class = "o" > +< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getUnit< / span > < span class = "p" > ()< / span > < span class = "o" > +< / span > < span class = "s2" > " ) " < / span > \
< span class = "o" > +< / span > < span class = "s2" > " valid " < / span > < span class = "o" > +< / span > < span class = "nb" > str< / span > < span class = "p" > (< / span > < span class = "n" > grid< / span > < span class = "o" > .< / span > < span class = "n" > getDataTime< / span > < span class = "p" > ()< / span > < span class = "o" > .< / span > < span class = "n" > getRefTime< / span > < span class = "p" > ()))< / span >
< span class = "n" > plt< / span > < span class = "o" > .< / span > < span class = "n" > show< / span > < span class = "p" > ()< / span >
< / pre > < / div >
< / div >
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > Recs< / span > < span class = "p" > :< / span > < span class = "mi" > 1< / span >
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< span class = "n" > Time< / span > < span class = "p" > :< / span > < span class = "mi" > 2024< / span > < span class = "o" > -< / span > < span class = "mi" > 05< / span > < span class = "o" > -< / span > < span class = "mi" > 22< / span > < span class = "mi" > 21< / span > < span class = "p" > :< / span > < span class = "mi" > 53< / span > < span class = "p" > :< / span > < span class = "mi" > 42< / span >
< span class = "n" > Name< / span > < span class = "p" > :< / span > < span class = "n" > klwx_0< / span > < span class = "mf" > .0_464_464< / span >
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< span class = "n" > Prod< / span > < span class = "p" > :< / span > < span class = "n" > Composite< / span > < span class = "n" > Refl< / span >
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< span class = "n" > Range< / span > < span class = "p" > :< / span > < span class = "mf" > 5.0< / span > < span class = "n" > to< / span > < span class = "mf" > 60.0< / span > < span class = "p" > (< / span > < span class = "n" > Unit< / span > < span class = "p" > :< / span > < span class = "n" > dBZ< / span > < span class = "p" > )< / span >
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< span class = "n" > Size< / span > < span class = "p" > :< / span > < span class = "p" > (< / span > < span class = "mi" > 464< / span > < span class = "p" > ,< / span > < span class = "mi" > 464< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
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< img alt = "../../_images/NEXRAD_Level3_Radar_21_1.png" src = "../../_images/NEXRAD_Level3_Radar_21_1.png" / >
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< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > No< / span > < span class = "n" > levels< / span > < span class = "n" > found< / span > < span class = "k" > for< / span > < span class = "n" > Correlation< / span > < span class = "n" > Coeff< / span >
< span class = "n" > No< / span > < span class = "n" > levels< / span > < span class = "n" > found< / span > < span class = "k" > for< / span > < span class = "n" > Diff< / span > < span class = "n" > Reflectivity< / span >
< span class = "n" > Recs< / span > < span class = "p" > :< / span > < span class = "mi" > 1< / span >
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< span class = "n" > Time< / span > < span class = "p" > :< / span > < span class = "mi" > 2024< / span > < span class = "o" > -< / span > < span class = "mi" > 05< / span > < span class = "o" > -< / span > < span class = "mi" > 22< / span > < span class = "mi" > 21< / span > < span class = "p" > :< / span > < span class = "mi" > 57< / span > < span class = "p" > :< / span > < span class = "mi" > 59< / span >
< span class = "n" > Name< / span > < span class = "p" > :< / span > < span class = "n" > klwx_0< / span > < span class = "mf" > .0_230_360_0.0_359.0< / span >
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< span class = "n" > Prod< / span > < span class = "p" > :< / span > < span class = "n" > Digital< / span > < span class = "n" > Hybrid< / span > < span class = "n" > Scan< / span > < span class = "n" > Refl< / span >
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< span class = "n" > Range< / span > < span class = "p" > :< / span > < span class = "o" > -< / span > < span class = "mf" > 16.0< / span > < span class = "n" > to< / span > < span class = "mf" > 57.0< / span > < span class = "p" > (< / span > < span class = "n" > Unit< / span > < span class = "p" > :< / span > < span class = "n" > dBZ< / span > < span class = "p" > )< / span >
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< span class = "n" > Size< / span > < span class = "p" > :< / span > < span class = "p" > (< / span > < span class = "mi" > 230< / span > < span class = "p" > ,< / span > < span class = "mi" > 360< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
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< img alt = "../../_images/NEXRAD_Level3_Radar_21_3.png" src = "../../_images/NEXRAD_Level3_Radar_21_3.png" / >
2020-09-09 20:02:35 +00:00
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > Recs< / span > < span class = "p" > :< / span > < span class = "mi" > 1< / span >
2024-05-23 18:43:01 +00:00
< span class = "n" > Time< / span > < span class = "p" > :< / span > < span class = "mi" > 2024< / span > < span class = "o" > -< / span > < span class = "mi" > 05< / span > < span class = "o" > -< / span > < span class = "mi" > 22< / span > < span class = "mi" > 21< / span > < span class = "p" > :< / span > < span class = "mi" > 57< / span > < span class = "p" > :< / span > < span class = "mi" > 59< / span >
< span class = "n" > Name< / span > < span class = "p" > :< / span > < span class = "n" > klwx_0< / span > < span class = "mf" > .0_920_360_0.0_359.0< / span >
2020-09-09 20:02:35 +00:00
< span class = "n" > Prod< / span > < span class = "p" > :< / span > < span class = "n" > Digital< / span > < span class = "n" > Inst< / span > < span class = "n" > Precip< / span > < span class = "n" > Rate< / span >
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< span class = "n" > Range< / span > < span class = "p" > :< / span > < span class = "mf" > 7.0555557e-09< / span > < span class = "n" > to< / span > < span class = "mf" > 4.0117888e-05< / span > < span class = "p" > (< / span > < span class = "n" > Unit< / span > < span class = "p" > :< / span > < span class = "n" > m< / span > < span class = "o" > *< / span > < span class = "n" > sec< / span > < span class = "o" > ^-< / span > < span class = "mi" > 1< / span > < span class = "p" > )< / span >
2020-09-09 20:02:35 +00:00
< span class = "n" > Size< / span > < span class = "p" > :< / span > < span class = "p" > (< / span > < span class = "mi" > 920< / span > < span class = "p" > ,< / span > < span class = "mi" > 360< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
2024-05-23 18:43:01 +00:00
< img alt = "../../_images/NEXRAD_Level3_Radar_21_5.png" src = "../../_images/NEXRAD_Level3_Radar_21_5.png" / >
2020-09-09 20:02:35 +00:00
< div class = "highlight-default notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "n" > Recs< / span > < span class = "p" > :< / span > < span class = "mi" > 1< / span >
2024-05-23 18:43:01 +00:00
< span class = "n" > Time< / span > < span class = "p" > :< / span > < span class = "mi" > 2024< / span > < span class = "o" > -< / span > < span class = "mi" > 05< / span > < span class = "o" > -< / span > < span class = "mi" > 22< / span > < span class = "mi" > 21< / span > < span class = "p" > :< / span > < span class = "mi" > 57< / span > < span class = "p" > :< / span > < span class = "mi" > 59< / span >
< span class = "n" > Name< / span > < span class = "p" > :< / span > < span class = "n" > klwx_0< / span > < span class = "mf" > .0_13_13< / span >
2020-09-09 20:02:35 +00:00
< span class = "n" > Prod< / span > < span class = "p" > :< / span > < span class = "n" > Digital< / span > < span class = "n" > Precip< / span > < span class = "n" > Array< / span >
2024-05-23 18:43:01 +00:00
< span class = "n" > Range< / span > < span class = "p" > :< / span > < span class = "o" > -< / span > < span class = "mf" > 60.0< / span > < span class = "n" > to< / span > < span class = "mf" > 690.0< / span > < span class = "p" > (< / span > < span class = "n" > Unit< / span > < span class = "p" > :< / span > < span class = "n" > count< / span > < span class = "p" > )< / span >
2020-09-09 20:02:35 +00:00
< span class = "n" > Size< / span > < span class = "p" > :< / span > < span class = "p" > (< / span > < span class = "mi" > 13< / span > < span class = "p" > ,< / span > < span class = "mi" > 13< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
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< span class = "n" > Size< / span > < span class = "p" > :< / span > < span class = "p" > (< / span > < span class = "mi" > 920< / span > < span class = "p" > ,< / span > < span class = "mi" > 360< / span > < span class = "p" > )< / span >
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< span class = "n" > Name< / span > < span class = "p" > :< / span > < span class = "n" > klwx_0< / span > < span class = "mf" > .0_920_360_0.0_359.0< / span >
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< span class = "n" > Size< / span > < span class = "p" > :< / span > < span class = "p" > (< / span > < span class = "mi" > 920< / span > < span class = "p" > ,< / span > < span class = "mi" > 360< / span > < span class = "p" > )< / span >
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