python-awips/examples/NEXRAD_Level_3_Plot_with_MetPy.ipynb
2016-03-15 17:03:09 -05:00

161 lines
72 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# NEXRAD Level 3 Plot with MetPy"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"using time 2016-03-15 20:21:13\n",
"buffer by 60\n",
"using range (Mar 15 16 20:20:13 , Mar 15 16 20:22:13 )\n",
"found 94 2016-03-15 20:21:13\n",
"found 99 2016-03-15 20:21:13\n"
]
},
{
"data": {
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AWSRhRgUr0csaRRwAO5FLhVHJa2JRL5X1mpKjuu8IiFRBwbUhlE1fApRc4lws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6mus1V6pJhNbWGKo3qP9QOE2PdFzwkg+nzheq1lg8OF5wys8lhXtm2qTB7qfm5Q7R8Pf1qsEx7H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\n/wOg0a4wrMWR8QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3970c8d650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from datetime import datetime\n",
"from datetime import timedelta\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from numpy import ma\n",
"\n",
"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.level import Level\n",
"from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.radar.request import GetRadarDataRecordRequest\n",
"\n",
"from metpy.cbook import get_test_data\n",
"from metpy.io.nexrad import Level3File\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",
"DataAccessLayer.changeEDEXHost(edex)\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype(\"radar\")\n",
"request.setLocationNames(site)\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\",slop\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",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}