python-awips/examples/notebooks/NEXRAD_Level_3_Plot_with_Matplotlib.ipynb
2016-03-16 16:32:17 -05:00

158 lines
74 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"using time 2016-03-16 19:16:03\n",
"buffer by 60\n",
"using range (Mar 16 16 19:15:03 , Mar 16 16 19:17:03 )\n",
"found 94 2016-03-16 19:16:03\n",
"found 99 2016-03-16 19:16:03\n"
]
},
{
"data": {
"image/png": 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t+II/ywpV4ZzIJDROJku4QdJyEkXHZbikKnGOxwfg7fn93JauLbs1ro3/0PzH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eKLbJ0lNZa6p0lUbT8VWov5aW6Ne5kLZd602Dbs8fjLVzUsIWTIUMhNjKKIWgxfjFX9Nj92US9q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\nD/tE7ltDil7ZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd244384d90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from awips.dataaccess import DataAccessLayer\n",
"from awips import ThriftClient, RadarCommon\n",
"\n",
"from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange\n",
"from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.radar.request import GetRadarDataRecordRequest\n",
"\n",
"from datetime import datetime\n",
"from datetime import timedelta\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from numpy import ma\n",
"\n",
"# use metpy for color table\n",
"from metpy.plots import ctables\n",
"\n",
"# Set EDEX server and radar site\n",
"edex = \"edex-cloud.unidata.ucar.edu\"\n",
"site = \"kftg\"\n",
"\n",
"DataAccessLayer.changeEDEXHost(edex)\n",
"\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype(\"radar\")\n",
"request.setLocationNames(site)\n",
"\n",
"datatimes = DataAccessLayer.getAvailableTimes(request)\n",
"\n",
"# Get last available time\n",
"timerange = datatimes[-1].validPeriod\n",
"dateTimeStr = str(datatimes[-1])\n",
"\n",
"# Buffer length in seconds\n",
"buffer = 60\n",
"dateTime = datetime.strptime(dateTimeStr, \"%Y-%m-%d %H:%M:%S\")\n",
"beginRange = dateTime - timedelta(0, buffer)\n",
"endRange = dateTime + timedelta(0, buffer)\n",
"timerange = TimeRange(beginRange, endRange)\n",
"\n",
"print \"using time\",dateTimeStr\n",
"print \"buffer by\",buffer\n",
"print \"using range\",timerange\n",
"\n",
"client = ThriftClient.ThriftClient(edex)\n",
"request = GetRadarDataRecordRequest()\n",
"request.setRadarId(site)\n",
"request.setPrimaryElevationAngle(\"0.5\")\n",
"request.setTimeRange(timerange)\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(15, 8))\n",
"for v, ctable, ax in zip((94, 99), ('NWSReflectivity', 'NWSVelocity'), axes):\n",
" request.setProductCode(v)\n",
" response = client.sendRequest(request)\n",
" if response.getData():\n",
" for record in response.getData():\n",
" idra = record.getHdf5Data()\n",
" rdat,azdat,depVals,threshVals = RadarCommon.get_hdf5_data(idra)\n",
" dim = rdat.getDimension()\n",
" yLen,xLen = rdat.getSizes()\n",
" array = rdat.getByteData()\n",
" \n",
" # get data for azimuth angles if we have them.\n",
" if azdat :\n",
" azVals = azdat.getFloatData()\n",
" az = np.array(RadarCommon.encode_radial(azVals))\n",
" dattyp = RadarCommon.get_data_type(azdat)\n",
" az = np.append(az,az[-1])\n",
" \n",
" print \"found\",v,record.getDataTime()\n",
"\n",
" header = RadarCommon.get_header(record, format, xLen, yLen, azdat, \"description\")\n",
" rng = np.linspace(0, xLen, xLen + 1)\n",
" xlocs = rng * np.sin(np.deg2rad(az[:, np.newaxis]))\n",
" ylocs = rng * np.cos(np.deg2rad(az[:, np.newaxis]))\n",
" multiArray = np.reshape(array, (-1, xLen))\n",
" data = ma.array(multiArray)\n",
" data[data==0] = ma.masked\n",
"\n",
" # Plot the data\n",
" norm, cmap = ctables.registry.get_with_steps(ctable, 16, 16)\n",
" ax.pcolormesh(xlocs, ylocs, data, norm=norm, cmap=cmap)\n",
" ax.set_aspect('equal', 'datalim')\n",
" \n",
" multp = 100*(2*xLen/460)\n",
" ax.set_xlim(-multp,multp)\n",
" ax.set_ylim(-multp,multp)\n",
" # This is setting x/ylim on gate/pixel and not km\n",
"\n",
"\n",
"plt.show()"
]
},
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