{ "cells": [ { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "using time 2016-03-15 23:07:04\n", "buffer by 60\n", "using range (Mar 15 16 23:06:04 , Mar 15 16 23:08:04 )\n", "found 94 2016-03-15 23:07:04\n", "found 99 2016-03-15 23:07:04\n" ] }, { "data": { "image/png": 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cfBHWVxQNFnGWLLAsb1nuPTcvTa+ecanoVgZjQRFHCBkThlaSVmfj3F2PWQik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"text/plain": [ "" ] }, "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()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n" ] } ], "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 }