{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Shown here are plots for Base Reflectivity (N0Q, 94) and Base Velocity (N0U, 99) using AWIPS data rendered with Matplotlib, Cartopy, and MetPy." ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MsNtgLGm+8TDwoBW1S4deFKCNcQi9xShWjNUVZZf/WHF11bfi4zLET0lEFZQc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7jnEsn5t1KTXw1Ignvra7djmOSl7Or1DBGm87n4LFVbCtv5mkN9xrLwrk8sAlqzncff/RbWHJsU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\nvvgivXv35sQTT+QXv/gF8+bNo6ysrMnjaW76HCY/1UiLiIg0ooqKCu688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akPk5/6MH7X\nXHMNxxxzDLNnz2bChAls3bo1lDgSuQ9V3rF36uvDpC7tCDsGEREREWn5Wtz0dyIiIiIiYVJph4iI\niIhIHJRIi4iIiIjEQYm0iIiIiEgclEhLFWb2pJltMrPFUfvuM7PlZva5mb1iZh2ijh1rZh+Y2RIz\nW2RmGf7+c/32j/vb55vZq1Hn3W5mX0Vtn2tm/9c8r7Jla2gf+scPNbNdZnZL1D71YUga0odmdoaZ\nzfc/f/PNbETUOerDEMXxfXq7mX1lZivM7Myo/erHkNTSh2PMbKmZlZvZoKj9mWY2zf8sLjOz26KO\nqQ9bKCXSEuspYGTMvtnA0c6544AvgdsBzCwN+F9ggnPuGOA0oMw/50fAQGCDmR0NzANOjnrMU4B8\nMzvA3z7VbyP7bq/7MMoDQOxkq+rD8DSkD78DznHOHQtcjveZDKgPw9WQ79N+wCVAP/+cP5tZMEuA\n+jE8NfXhYuBC4N2Y/ZcC+J/F44GfmNmh/jH1YQulRFqqcM69B2yP2TfHOVfhb34E5Pj3zwQWOecW\n++22R7VLAdoA2UCJc24LUGBmh/vHDwZexvuyAO9LRF8ajaCBfYiZXQCsBpbFPJT6MCQN6UPn3ELn\n3EZ//zIgy8zS/W31YYga+Fk8H5jmnCt1zq0BVgLBknzqx5DU0ocrnHNf1tB8A9DWzFKBtkAJUOAf\nUx+2UEqkpaGuAt7w7x8JODObaWYLzOxnUe0eA94Dyp1zwX9XzQOGmNlRwFd4/4ic6n/pHAd80iyv\nQCJ9aGb7AT8HflVDO/Vh4or+HEa7CFjgnCv1t9WHiS26Hw8G8qKO5QHd/fvqxyTgnJuFlzhvANYA\n9znndviH1YctVFrYAUjyMLM78P6Sfs7flQYMBQYDRcBbZrbAOfe2c+5Nf3+09/H+2k71738M3IX3\n310rnHMlzfAyWrUa+vBXwB+dc4VR/40MgPowMdXQh8H+o4F7gDOCferDxFVbP8ZwoH5MFmb2YyAL\nOAjYH3jPzN5yzn2tPmy5NCIte8XMrgBG49V5BdYB7zrntjnnivBGVgbVcHpgHt6XxqnAB865XUAm\nMBzvS0SaUC19eCJwr5l9DdwE/D8zu76Oh1EfhqiWPsTMcoBXgHHOua/reRj1Ychq6cf1wCFR2zn+\nvtqoHxPPqcCrzrly59x3eH0UmzxHUx+2AEqkpV5mNhL4GXC+c6446tAsoL+ZZfkXHp4GLK3joVbg\n/VflUOAzf99C4FpgbqMHLhG19aFz7nvOuZ7OuZ7AVOB3zrk/1/FQ6sOQ1NaHZtYR70LRW51zH+zF\nQ6kPQ1TH9+lrwKVmlmFmPYHeeCOUtVE/Jobo/8lbAXwfwMza4l1MuLyOc9WHLYASaanCzKbh/SV8\nlJmtM7OrgIeB/YA5ZvaZmf0ZwK/9egCvjuszvNrMGbU9tvPWo/8Q2OKcK/d3fwD0RH99N5qG9GFD\nqQ+bRwP7cCJwBPBLf/9nZtaltsdWHzafBn6fLgNexLtgdAZwvd9XNVI/No+a+tDMLjCzdXiJ8nQz\nC/7d+yuQ4U+V9zHwpHNuSW2PrT5sGayOz6mIiIiIiNRCI9IiIiIiInFQIi0iIiIiEgcl0iIiIiIi\ncVAiLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIi\nIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXS\nIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJx\nUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJxUCItIiIi\nIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIi\nIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQ\nIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIi\nEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIi\nIiIicVAiLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAi\nLSIiIiISByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiIS\nByXSIiIiIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIi\nIiJxUCItIiIiIhIHJdIiIiIiInFQIi0iIiIiEgcl0iIiIiIicVAiLSIiIiISByXSIiIiIiJxUCIt\nIiIiIhIHJdIiIiIiInFICzsAabnMbBDwQ8DCjkVERCQBzQZynXMu7EAkPkqkpdH5CfSC6H3D+v4I\nzPnH/e+L6O26jvnb1Y8FT1hR6+NY8H8uNZ7fgDhS6oojaLONFP8JLSW4TQWost/M3xe0idqOnOe3\nT/HPt6jzazovettSUqKez9uX6repcOC8t4sK/2VU23ZQEbMv2I4+5mKO1Xh+bNuoc4J95v+dVeHv\nqKiACr9hZfvq28G+8tg2UW0jbSIxVrap67GD98XS/Pcx1b9Nq7xNqbbP74+o/bHnpUQeL7Xycao9\nh99nqSmUUeTFTyEApZFt77aMwkibsqh9AFtZBf7rppzgDfBvibzG2o5F37ry2GOu8nFj2rvoY8H+\nms6j8nfPa1PDef45bdO9u20zvNvsyLZ3Ttv0ymOR23TvWHYG1c5vmxn8QlD9dZTH3EbHWNux8lra\nxz5etf6I2X4Lyvy7ZTGHymrYV7oXbcpqOFZXm9h9Z999t3enJOpJg/uxt3UdC27zoaLU/4yVeG9A\nsF1RUlFtnyupPAbgSl3k/obSDv7rqPBjrvDDqKDMfyUl/r5ynH+sLNK+1N9X7rf99M72XozFRVBU\n7N8vrtwXte2Kimo9RlFxZJ+L7PO2Dz3yfACuveAoSkpKePbZZ2876KCDMLPvo4Q6KSmRlkZTUwId\nOKn3f0SSUUupqHZbeX9v2tTetlqbVFfH+dUfb1/apKatJiXV+0il+rcpqelVtlNT06rti96u7bx9\nbZOR5t2WV0C5/y9ltduKyu1gX1kNbfbm/Grn1fEcqf5fRGV+slZW7qrcr+22zH+w2GOlZXU9TkUd\nx6reVpQ7UjL897GN339tKrej73u36dXb1Hp+eq2PE2ynZ6Sxh+0A7GEbAMX+bfT+mvYBFLpN4L8X\nLsiK/OQkyJJcmavMmEpj2pZVtnUx50Uet7Rqu8hjQmWWV+aqP2ZpTNuymMeMamtljvbZ3q4D2nr7\nutSwHbnf1j+WXbkdfR/ggI4VVWMsjblf021ZPW1qat/Q53gL9vh3a7qN3Ve8F22ib2tqX9/5t99+\nu3en0N+x2/+hltu6jgGsg/JCP7nd7X0JlBeWR7Yr98W0iWobJL6fl+YAUOJvF/tvZBHlkfu7/dtS\nP3kupIQ9kXYV/vne9ueTDvZizN8BO3YA4Pxb8v3b6P0xxyJtazgWbOcMvBiA228fDcAdd9zBtGnT\n2LBhw9tKqJOTaqRln5nZIPOGZWtMokVERKS6tLQ0xo0bx7Jlyxg/fjy9e/d++3vf+16FmY0wM5VF\nJgEl0hI3JdAiIiL7Tgl18lIiLQ2mBFpERKTxKaFOPkqkZa8pgRYREWl6SqiThxJpqZcSaBERkean\nhDrxKZGWWimBFhERCZ8S6sSlRFqqUQItIiKSeJRQJx4l0hKhBFpERCTxKaFOHEqkRQm0iIhIElJC\nHT4l0q2cmZ2MEmgREZGkFSTUM2fO5Ntvv6Vt27ZvA+eFHVdroES6lXPOfQi0CzsOERERic/atWu5\n9tprOeGEE/jhD3/I7t27D3DO/V/YcbUGSqQF59wu55yhhFpERCRpBAn0oEGD6NSpE9u2bTtgypQp\n5pzbEnZsrYUSaYlQQi0iIpL4lEAnDiXSUo0SahERkcSjBDrxKJGWWimhFhERCZ8S6MSlRFrqpYRa\nRESk+SmBTnxKpGWvKaEWERFpekqgk4cSaWmwfUmov/luSRNE1PRWrl4Tdghxm/9Jcr7nq75aHHYI\ncdn81cKwQ4hb2aKSsEOIS95XFWGHEJfc1WFHEL/cD3PDDiEua/kg7BDqpAQ6+SiRlrjFk1Cv27K0\nCSNqOiu/Xht2CHFbMD85E+nVSZpIf5fUiXRp2CHEJWkT6a/DjiB+yZpIf5OgibQS6OSlRFr2mUo+\nREREGk4JdPIz51zYMUgLY2b7ATuj9x1+4PEYsG3Xt+zf7iC/YXDUYVH3o4+ZRf1++vctpg1Rbaq0\njz7Hqrar2jbq8SLPUfX8zVu20rVLZ++cmFgjsdtuzFL8fVblNmhkpNRwrPKcymMpNZ9vKRhVzw/a\nEvW40cfWrllPj545kZAjr9rVflttH3Uci3nLnYOKmLe2psdzkbfd/GPejgr/Ob7bvJ4uB3Svcix4\nWK+Ni3nsyvOrx1q1bYVzNcQU+3hgKf77799a5DalhmNeP+zakke7rodAikW1r9omck6qRT1OSpW2\nKSlGBd4IcXBbTkmV7QpKqfD3lce0LXRbIi8m0kfBwG10/0S9qeV55aR2T63WxtV0XvB41X5Jqj9X\n5PkjHVBXHDFtHWT4IcXetvFvd2+t4MCDrcY2GamV7SL70mNirqg57mrbdbXZm/Njjn2xGY7qE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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", "from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange\n", "from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.radar.request import GetRadarDataRecordRequest\n", "from datetime import datetime\n", "from datetime import timedelta\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from numpy import ma\n", "from metpy.plots import ctables\n", "import cartopy.crs as ccrs\n", "import cartopy.io.shapereader as shpreader\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "from pyproj import Geod\n", "\n", "# set EDEX server and radar site definitions\n", "edex = \"edex-cloud.unidata.ucar.edu\"\n", "site = \"kmux\"\n", "DataAccessLayer.changeEDEXHost(edex)\n", "request = DataAccessLayer.newDataRequest()\n", "request.setDatatype(\"radar\")\n", "request.setLocationNames(site)\n", "\n", "# Get latest available time for site\n", "datatimes = DataAccessLayer.getAvailableTimes(request)\n", "timerange = datatimes[-1].validPeriod\n", "dateTimeStr = str(datatimes[-1])\n", "buffer = 60 # seconds\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", "# Make request\n", "client = ThriftClient.ThriftClient(edex)\n", "request = GetRadarDataRecordRequest()\n", "request.setTimeRange(timerange)\n", "request.setRadarId(site)\n", "request.setPrimaryElevationAngle(\"0.5\")\n", "\n", "# Define map config here\n", "def make_map(bbox, projection=ccrs.PlateCarree()):\n", " fig, ax = plt.subplots(figsize=(12, 12),\n", " subplot_kw=dict(projection=projection))\n", " ax.set_extent(bbox)\n", " ax.coastlines(resolution='50m')\n", " gl = ax.gridlines(draw_labels=True)\n", " gl.xlabels_top = gl.ylabels_right = False\n", " gl.xformatter = LONGITUDE_FORMATTER\n", " gl.yformatter = LATITUDE_FORMATTER\n", " return fig, ax\n", "\n", "# N0Q Reflectivity \n", "v = 94\n", "ctable = 'NWSStormClearReflectivity'\n", "rangeRes = 1000 # km\n", "request.setProductCode(v)\n", "response = client.sendRequest(request)\n", "\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", " radials,rangeGates = rdat.getSizes()\n", " dbzValues=np.array(rdat.getByteData())\n", " # \n", " array = []\n", " for rec in dbzValues:\n", " if rec<0:\n", " rec+=256\n", " array.append(rec) \n", " lat,lon = record.getLatitude(),record.getLongitude()\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", " header = RadarCommon.get_header(record, format, rangeGates, radials, azdat, \"description\")\n", " rng = np.linspace(0, rangeGates, rangeGates + 1)\n", " \n", " # Convert az, range to a lat/lon\n", " g = Geod(ellps='clrk66')\n", " center_lat = np.ones([len(az),len(rng)])*float(lat) \n", " center_lon = np.ones([len(az),len(rng)])*float(lon)\n", " az2D = np.ones_like(center_lat)*az[:,None]\n", " rng2D = np.ones_like(center_lat)*np.transpose(rng[:,None])*rangeRes\n", " llon,llat,back=g.fwd(center_lon,center_lat,az2D,rng2D)\n", " bbox = [llon.min(), llon.max(), llat.min(), llat.max()]\n", "\n", " multiArray = np.reshape(array, (-1, rangeGates))\n", " data = ma.array(multiArray)\n", " data = (data/2)-32.5\n", " data[data<=0] = ma.masked\n", "\n", " fig, ax = make_map(bbox=bbox)\n", " norm, cmap = ctables.registry.get_with_steps(ctable, -40, 0.5)\n", " cs = ax.pcolormesh(llon, llat, data, norm=norm, cmap=cmap)\n", " ax.set_aspect('equal', 'datalim')\n", " cbar = plt.colorbar(cs, extend='both', shrink=0.75, orientation='horizontal')\n", " cbar.set_label(site + \" (\" + ctable + \") \" + str(record.getDataTime()))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dL7KanQCQ3V/dsi6CTkXYOl/EzoTfkP5Mf7TQMGy9B2LvfwP22JFWzWhQWWIC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\n3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oAFna591hsLT2xZTwLCaCbsiJWSxCQKUIPsGOsKPdZaT0i0a7Z6+pmwSzh4V5TJcjzI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Qws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\nX8/7Pga4QdnjDD09Znsze6KkLXwcb5GeqPEkKXf7+/5a4/3fGmhcS/7xZGC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "v = 99\n", "ctable = 'NWS8bitVel'\n", "rangeRes=250\n", "request.setProductCode(v)\n", "response = client.sendRequest(request)\n", "\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", " radials,rangeGates = rdat.getSizes()\n", " dValues=np.array(rdat.getByteData())\n", " # Need to convert byte data (-127 to 128) \n", " array = []\n", " for rec in dValues:\n", " if rec<0:\n", " rec+=256\n", " array.append(rec) \n", " lat,lon = record.getLatitude(),record.getLongitude()\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", " header = RadarCommon.get_header(record, format, rangeGates, radials, azdat, \"description\")\n", " rng = np.linspace(0, rangeGates, rangeGates + 1)\n", "\n", " # Convert az, range to a lat/lon\n", " g = Geod(ellps='clrk66')\n", " center_lat = np.ones([len(az),len(rng)])*float(lat) \n", " center_lon = np.ones([len(az),len(rng)])*float(lon)\n", " az2D = np.ones_like(center_lat)*az[:,None]\n", " rng2D = np.ones_like(center_lat)*np.transpose(rng[:,None])*rangeRes\n", " llon,llat,back=g.fwd(center_lon,center_lat,az2D,rng2D)\n", " bbox = [llon.min(), llon.max(), llat.min(), llat.max()]\n", " multiArray = np.reshape(array, (-1, rangeGates))\n", " \n", " # threshVals[0:2] contains halfwords 31,32,33:\n", " # page 3-34: https://www.roc.noaa.gov/wsr88d/PublicDocs/ICDS/2620001U.pdf\n", " # - halfword 31 contains the minimum data value in m/s*10\n", " # - halfword 32 contains the increment in m/s*10\n", " # - halfword 33 contains the number of levels (0 - 255)\n", " multiArray[multiArray==0] = ma.masked\n", " data = ma.array(threshVals[0]/10. + (multiArray)*threshVals[1]/10.)\n", " data[data<-63] = ma.masked\n", " data *= 1.94384 # Convert to knots\n", "\n", " fig, ax = make_map(bbox=bbox)\n", " norm, cmap = ctables.registry.get_with_steps(ctable, -100,1)\n", " cs = ax.pcolormesh(llon, llat, data, norm=norm, cmap=cmap)\n", " ax.set_aspect('equal', 'datalim')\n", " cbar = plt.colorbar(cs, extend='both', shrink=0.75, orientation='horizontal')\n", " cbar.set_label(site + \" (\" + ctable + \") \" + str(record.getDataTime()))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "verified against AWIPS CAVE rendering\n", "\n", "![http://i.imgur.com/FWwp1al.png](http://i.imgur.com/FWwp1al.png)" ] }, { "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": { 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