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<a href="https://github.com/Unidata/awips2/edit/unidata_17.1.1/docs/python/satellite-imagery.md" title="Edit this page" class="md-icon md-content__icon">edit</a>
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<h1>Satellite Imagery</h1>
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<p>Satellite images are returned by Python AWIPS as grids, and can be rendered with Cartopy pcolormesh the same as gridded forecast models in other python-awips examples. </p>
|
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<pre><code class="python">%matplotlib inline
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from awips.dataaccess import DataAccessLayer
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import cartopy.crs as ccrs
|
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import cartopy.feature as cfeat
|
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import matplotlib.pyplot as plt
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from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER
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import numpy as np
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import datetime
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DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu")
|
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request = DataAccessLayer.newDataRequest()
|
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request.setDatatype("satellite")
|
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</code></pre>
|
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|
|
<h3 id="available-satellite-sectors-and-products">Available Satellite Sectors and Products<a class="headerlink" href="#available-satellite-sectors-and-products" title="Permanent link"></a></h3>
|
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<pre><code class="python">availableSectors = DataAccessLayer.getAvailableLocationNames(request)
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availableSectors.sort()
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print("\nAvailable sectors and products\n")
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for sect in availableSectors:
|
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request.setLocationNames(sect)
|
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availableProducts = DataAccessLayer.getAvailableParameters(request)
|
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availableProducts.sort()
|
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print(sect + ":")
|
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for prod in availableProducts:
|
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print(" - "+prod)
|
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</code></pre>
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<p>Available sectors and products</p>
|
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<ul>
|
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<li>Alaska National:<ul>
|
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<li>Imager 11 micron IR</li>
|
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<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
<li>Percent of Normal TPW</li>
|
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<li>Rain fall rate</li>
|
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<li>Sounder Based Derived Precipitable Water (PW)</li>
|
|
</ul>
|
|
</li>
|
|
<li>Alaska Regional:<ul>
|
|
<li>Imager 11 micron IR</li>
|
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<li>Imager 3.9 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
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<li>Imager Visible</li>
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</ul>
|
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</li>
|
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<li>East CONUS:<ul>
|
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<li>Imager 11 micron IR</li>
|
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<li>Imager 13 micron IR</li>
|
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<li>Imager 3.9 micron IR</li>
|
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<li>Imager 6.7-6.5 micron IR (WV)</li>
|
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<li>Imager Visible</li>
|
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<li>Low cloud base imagery</li>
|
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</ul>
|
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</li>
|
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<li>GOES-East:<ul>
|
|
<li>Imager 11 micron IR</li>
|
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<li>Imager 13 micron IR</li>
|
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<li>Imager 3.5-4.0 micron IR (Fog)</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
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<li>Imager Visible</li>
|
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</ul>
|
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</li>
|
|
<li>GOES-East-West:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 13 micron IR</li>
|
|
<li>Imager 3.5-4.0 micron IR (Fog)</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
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<li>Imager Visible</li>
|
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</ul>
|
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</li>
|
|
<li>GOES-Sounder:<ul>
|
|
<li>CAPE</li>
|
|
<li>Sounder Based Derived Lifted Index (LI)</li>
|
|
<li>Sounder Based Derived Precipitable Water (PW)</li>
|
|
<li>Sounder Based Derived Surface Skin Temp (SFC Skin)</li>
|
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<li>Sounder Based Total Column Ozone</li>
|
|
</ul>
|
|
</li>
|
|
<li>GOES-West:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 13 micron IR</li>
|
|
<li>Imager 3.5-4.0 micron IR (Fog)</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
</ul>
|
|
</li>
|
|
<li>Global:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
</ul>
|
|
</li>
|
|
<li>Hawaii National:<ul>
|
|
<li>Gridded Cloud Amount</li>
|
|
<li>Gridded Cloud Top Pressure or Height</li>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
<li>Percent of Normal TPW</li>
|
|
<li>Rain fall rate</li>
|
|
<li>Sounder 11.03 micron imagery</li>
|
|
<li>Sounder 14.06 micron imagery</li>
|
|
<li>Sounder 3.98 micron imagery</li>
|
|
<li>Sounder 4.45 micron imagery</li>
|
|
<li>Sounder 6.51 micron imagery</li>
|
|
<li>Sounder 7.02 micron imagery</li>
|
|
<li>Sounder 7.43 micron imagery</li>
|
|
<li>Sounder Based Derived Lifted Index (LI)</li>
|
|
<li>Sounder Based Derived Precipitable Water (PW)</li>
|
|
<li>Sounder Based Derived Surface Skin Temp (SFC Skin)</li>
|
|
<li>Sounder Visible imagery</li>
|
|
</ul>
|
|
</li>
|
|
<li>Hawaii Regional:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 13 micron IR</li>
|
|
<li>Imager 3.9 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
</ul>
|
|
</li>
|
|
<li>Mollweide:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
</ul>
|
|
</li>
|
|
<li>NEXRCOMP:<ul>
|
|
<li>DHR</li>
|
|
<li>DVL</li>
|
|
<li>EET</li>
|
|
<li>HHC</li>
|
|
<li>N0R</li>
|
|
<li>N1P</li>
|
|
<li>NTP</li>
|
|
</ul>
|
|
</li>
|
|
<li>NH Composite - Meteosat-GOES E-GOES W-GMS:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
</ul>
|
|
</li>
|
|
<li>Northern Hemisphere Composite:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
</ul>
|
|
</li>
|
|
<li>Puerto Rico National:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
<li>Percent of Normal TPW</li>
|
|
<li>Rain fall rate</li>
|
|
<li>Sounder Based Derived Precipitable Water (PW)</li>
|
|
</ul>
|
|
</li>
|
|
<li>Puerto Rico Regional:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 13 micron IR</li>
|
|
<li>Imager 3.9 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
</ul>
|
|
</li>
|
|
<li>Supernational:<ul>
|
|
<li>Gridded Cloud Amount</li>
|
|
<li>Gridded Cloud Top Pressure or Height</li>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
<li>Percent of Normal TPW</li>
|
|
<li>Rain fall rate</li>
|
|
<li>Sounder Based Derived Lifted Index (LI)</li>
|
|
<li>Sounder Based Derived Precipitable Water (PW)</li>
|
|
<li>Sounder Based Derived Surface Skin Temp (SFC Skin)</li>
|
|
</ul>
|
|
</li>
|
|
<li>West CONUS:<ul>
|
|
<li>Imager 11 micron IR</li>
|
|
<li>Imager 13 micron IR</li>
|
|
<li>Imager 3.9 micron IR</li>
|
|
<li>Imager 6.7-6.5 micron IR (WV)</li>
|
|
<li>Imager Visible</li>
|
|
<li>Low cloud base imagery</li>
|
|
<li>Sounder 11.03 micron imagery</li>
|
|
<li>Sounder 14.06 micron imagery</li>
|
|
<li>Sounder 3.98 micron imagery</li>
|
|
<li>Sounder 4.45 micron imagery</li>
|
|
<li>Sounder 6.51 micron imagery</li>
|
|
<li>Sounder 7.02 micron imagery</li>
|
|
<li>Sounder 7.43 micron imagery</li>
|
|
<li>Sounder Visible imagery</li>
|
|
</ul>
|
|
</li>
|
|
</ul>
|
|
<h3 id="plot-global-water-vapor-composite">Plot Global Water Vapor Composite<a class="headerlink" href="#plot-global-water-vapor-composite" title="Permanent link"></a></h3>
|
|
<pre><code class="python">request.setLocationNames("Global")
|
|
availableProducts = DataAccessLayer.getAvailableParameters(request)
|
|
availableProducts.sort()
|
|
request.setParameters(availableProducts[0])
|
|
|
|
utc = datetime.datetime.utcnow()
|
|
times = DataAccessLayer.getAvailableTimes(request)
|
|
hourdiff = utc - datetime.datetime.strptime(str(times[-1]),'%Y-%m-%d %H:%M:%S')
|
|
hours,days = hourdiff.seconds/3600,hourdiff.days
|
|
minute = str((hourdiff.seconds - (3600 * hours)) / 60)
|
|
offsetStr = ''
|
|
if hours > 0:
|
|
offsetStr += str(hours) + "hr "
|
|
offsetStr += str(minute) + "m ago"
|
|
if days > 1:
|
|
offsetStr = str(days) + " days ago"
|
|
|
|
print("Found "+ str(len(times)) +" available times")
|
|
print(" "+str(times[0]) + "\n to\n " + str(times[-1]))
|
|
print("Using "+str(times[-1]) + " ("+offsetStr+")")
|
|
</code></pre>
|
|
|
|
<blockquote>
|
|
<pre><code> Found 96 available times
|
|
2017-01-23 00:00:00
|
|
to
|
|
2017-02-03 21:00:00
|
|
Using 2017-02-03 21:00:00 (2hr 3m ago)
|
|
</code></pre>
|
|
</blockquote>
|
|
<pre><code class="python">response = DataAccessLayer.getGridData(request, [times[-1]])
|
|
grid = response[0]
|
|
data = grid.getRawData()
|
|
lons,lats = grid.getLatLonCoords()
|
|
bbox = [lons.min(), lons.max(), lats.min(), lats.max()]
|
|
|
|
print("grid size " + str(data.shape))
|
|
print("grid extent " + str(list(bbox)))
|
|
</code></pre>
|
|
|
|
<blockquote>
|
|
<pre><code> grid size (1024, 2048)
|
|
grid extent [-179.91191, 179.99982, -89.977936, 89.890022]
|
|
</code></pre>
|
|
</blockquote>
|
|
<pre><code class="python">def make_map(bbox, projection=ccrs.PlateCarree()):
|
|
fig, ax = plt.subplots(figsize=(18,14),
|
|
subplot_kw=dict(projection=projection))
|
|
ax.set_extent(bbox)
|
|
ax.coastlines(resolution='50m')
|
|
gl = ax.gridlines(draw_labels=True)
|
|
gl.xlabels_top = gl.ylabels_right = False
|
|
gl.xformatter = LONGITUDE_FORMATTER
|
|
gl.yformatter = LATITUDE_FORMATTER
|
|
return fig, ax
|
|
|
|
fig, ax = make_map(bbox=bbox)
|
|
# State boundaries
|
|
states = cfeat.NaturalEarthFeature(category='cultural',
|
|
name='admin_1_states_provinces_lines',
|
|
scale='50m', facecolor='none')
|
|
ax.add_feature(states, linestyle=':')
|
|
cs = ax.pcolormesh(lons, lats, data, cmap='Greys_r')
|
|
cbar = fig.colorbar(cs, shrink=0.9, orientation='horizontal')
|
|
cbar.set_label(str(grid.getLocationName())+" " \
|
|
+str(grid.getParameter())+" " \
|
|
+str(grid.getDataTime().getRefTime()))
|
|
plt.tight_layout()
|
|
</code></pre>
|
|
|
|
<p><img alt="png" src="../../images/output_7_0.png" /></p>
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