{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "using time 2016-04-11 23:02:22\n", "buffer by 60\n", "using range (Apr 11 16 23:01:22 , Apr 11 16 23:03:22 )\n", "found 94 2016-04-11 23:02:22\n", "found 99 2016-04-11 23:02:22\n" ] }, { "data": { "image/png": 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8XVJYHCnRph2yZAglxYVbiUPnsCIuo9jJmOhiJ7qfXmkuXu7xxjzPHDfwGPMA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\nalgxe3GYYZHr8UpExJOCxIRbrRi4WpRY8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\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.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", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "request = DataAccessLayer.newDataRequest()\n", "request.setDatatype(\"radar\")\n", "request.setLocationNames(\"klzk\")\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": [] } ], "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 }