mirror of
https://github.com/Unidata/python-awips.git
synced 2025-02-24 06:57:56 -05:00
416 lines
190 KiB
Text
416 lines
190 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Request and Store Latest Base Reflectivity \n",
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"\n",
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"For site KHNX"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Processed 1 grid.\n"
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]
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}
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],
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"source": [
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"from awips.dataaccess import DataAccessLayer\n",
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"from awips import ThriftClient, RadarCommon\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.radar.request import GetRadarDataRecordRequest\n",
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"from datetime import datetime\n",
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"from datetime import timedelta\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"from numpy import ma\n",
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"from metpy.plots import ctables\n",
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"import cartopy.crs as ccrs\n",
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"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
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"\n",
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"# set EDEX server and radar site definitions\n",
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"site = 'khnx'\n",
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"DataAccessLayer.changeEDEXHost('edex-cloud.unidata.ucar.edu')\n",
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"request = DataAccessLayer.newDataRequest()\n",
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"request.setDatatype('radar')\n",
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"request.setLocationNames(site)\n",
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"\n",
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"# Get latest time for site\n",
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"datatimes = DataAccessLayer.getAvailableTimes(request)\n",
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"dateTimeStr = str(datatimes[-1])\n",
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"buffer = 60 \n",
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"dateTime = datetime.strptime(dateTimeStr, '%Y-%m-%d %H:%M:%S')\n",
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"beginRange = dateTime - timedelta(0, buffer)\n",
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"endRange = dateTime + timedelta(0, buffer)\n",
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"timerange = TimeRange(beginRange, endRange)\n",
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"\n",
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"# GetRadarDataRecordRequest to query site with timerange\n",
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"client = ThriftClient.ThriftClient('edex-cloud.unidata.ucar.edu')\n",
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"request = GetRadarDataRecordRequest()\n",
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"request.setTimeRange(timerange)\n",
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"request.setRadarId(site)\n",
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"\n",
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"# Map config\n",
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"def make_map(bbox, projection=ccrs.PlateCarree()):\n",
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" fig, ax = plt.subplots(figsize=(12, 12),\n",
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" subplot_kw=dict(projection=projection))\n",
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" ax.set_extent(bbox)\n",
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" ax.coastlines(resolution='50m')\n",
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" gl = ax.gridlines(draw_labels=True)\n",
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" gl.xlabels_top = gl.ylabels_right = False\n",
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" gl.xformatter = LONGITUDE_FORMATTER\n",
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" gl.yformatter = LATITUDE_FORMATTER\n",
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" return fig, ax\n",
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"\n",
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"nexrad = {}\n",
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"nexrad[\"N0Q\"] = {\n",
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" 'id': 94, \n",
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" 'unit':'dBZ', \n",
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" 'name':'0.5 deg Base Reflectivity', \n",
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" 'ctable': ['NWSStormClearReflectivity',-20., 0.5], \n",
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" 'res': 1000.,\n",
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" 'elev': '0.5'\n",
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"}\n",
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"grids = []\n",
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"for code in nexrad:\n",
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" request.setProductCode(nexrad[code]['id'])\n",
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" request.setPrimaryElevationAngle(nexrad[code]['elev'])\n",
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" response = client.sendRequest(request)\n",
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" \n",
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" if response.getData():\n",
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" for record in response.getData():\n",
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" # Get record hdf5 data\n",
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" idra = record.getHdf5Data()\n",
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" rdat,azdat,depVals,threshVals = RadarCommon.get_hdf5_data(idra)\n",
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" dim = rdat.getDimension()\n",
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" lat,lon = float(record.getLatitude()),float(record.getLongitude())\n",
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" radials,rangeGates = rdat.getSizes()\n",
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" \n",
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" # Convert raw byte to pixel value\n",
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" rawValue=np.array(rdat.getByteData())\n",
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" array = []\n",
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" for rec in rawValue:\n",
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" if rec<0:\n",
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" rec+=256\n",
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" array.append(rec)\n",
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" \n",
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" if azdat:\n",
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" azVals = azdat.getFloatData()\n",
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" az = np.array(RadarCommon.encode_radial(azVals))\n",
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" dattyp = RadarCommon.get_data_type(azdat)\n",
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" az = np.append(az,az[-1])\n",
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"\n",
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" header = RadarCommon.get_header(record, format, rangeGates, radials, azdat, 'description')\n",
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" rng = np.linspace(0, rangeGates, rangeGates + 1)\n",
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"\n",
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" # Convert az/range to a lat/lon\n",
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" from pyproj import Geod\n",
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" g = Geod(ellps='clrk66')\n",
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" center_lat = np.ones([len(az),len(rng)])*lat \n",
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" center_lon = np.ones([len(az),len(rng)])*lon\n",
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" az2D = np.ones_like(center_lat)*az[:,None]\n",
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" rng2D = np.ones_like(center_lat)*np.transpose(rng[:,None])*nexrad[code]['res']\n",
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" lons,lats,back=g.fwd(center_lon,center_lat,az2D,rng2D)\n",
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" bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n",
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" \n",
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" # Create 2d array\n",
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" multiArray = np.reshape(array, (-1, rangeGates))\n",
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" data = ma.array(multiArray)\n",
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" \n",
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" # threshVals[0:2] contains halfwords 31,32,33 (min value, increment, num levels)\n",
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" data = ma.array(threshVals[0]/10. + (multiArray)*threshVals[1]/10.)\n",
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" \n",
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" if nexrad[code]['unit'] == 'kts':\n",
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" data[data<-63] = ma.masked\n",
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" data *= 1.94384 # Convert to knots\n",
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" else:\n",
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" data[data<=((threshVals[0]/10.)+threshVals[1]/10.)] = ma.masked\n",
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" \n",
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" # Save our requested grids so we can render them multiple times\n",
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" product = {\n",
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" \"code\": code,\n",
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" \"bbox\": bbox,\n",
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" \"lats\": lats,\n",
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" \"lons\": lons,\n",
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" \"data\": data\n",
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" }\n",
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" grids.append(product)\n",
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" \n",
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"print(\"Processed \"+str(len(grids))+\" grid.\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Request Recent NWS Warnings"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"['act', 'countyheader', 'endtime', 'etn', 'floodbegin', 'floodcrest', 'floodend', 'floodrecordstatus', 'floodseverity', 'id', 'immediatecause', 'inserttime', 'issuetime', 'loc', 'locationid', 'motdir', 'motspd', 'overviewtext', 'phen', 'phensig', 'pil', 'productclass', 'purgetime', 'rawmessage', 'seg', 'segtext', 'sig', 'starttime', 'ugczones', 'vtecstr', 'wmoid', 'xxxid']\n",
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"\n",
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"KHNX: WWUS86 KHNX 032314\n",
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"issued 2017-02-03 16:14:00\n",
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"start 2017-02-03 16:14:00\n",
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"end 2017-02-03 17:00:00\n",
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"purge 2017-02-03 17:00:00\n",
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"POLYGON ((-119.97 36.7, -119.96 36.94, -119.62 37.1, -119.52 36.67, -119.97 36.7))\n",
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"\n",
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"KSTO: WWUS86 KSTO 032339\n",
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"issued 2017-02-03 16:39:00\n",
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"start 2017-02-03 16:39:00\n",
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"end 2017-02-03 18:00:00\n",
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"purge 2017-02-03 18:00:00\n",
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"POLYGON ((-122.04 40.81, -122.43 40.54, -122.58 40.69, -122.03 41.18, -121.75 41.18, -122.04 40.81))\n",
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"\n",
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"KHNX: WWUS86 KHNX 040000\n",
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"issued 2017-02-03 17:00:00\n",
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"start 2017-02-03 17:00:00\n",
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"end 2017-02-03 17:45:00\n",
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"purge 2017-02-03 17:45:00\n",
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"POLYGON ((-119.26 37.36, -119.54 36.76, -119.91 36.78, -119.64 37.32, -119.26 37.36))\n",
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"\n",
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"FA.W\n",
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"KHNX: WGUS86 KHNX 040036\n",
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"issued 2017-02-03 17:36:00\n",
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"start 2017-02-03 17:36:00\n",
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"end 2017-02-03 18:45:00\n",
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"purge 2017-02-03 17:45:00\n",
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"POLYGON ((-119.83 37.24, -119.77 37.17, -119.89 36.96, -119.81 36.83, -120.13 36.8, -120.16 37.02, -119.83 37.24))\n",
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"\n",
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"KBGM: WWUS81 KBGM 040045\n",
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"issued 2017-02-03 17:45:00\n",
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"start 2017-02-03 17:45:00\n",
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"end 2017-02-03 19:00:00\n",
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"purge 2017-02-03 19:00:00\n",
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"POLYGON ((-75.08 43.33, -75.15000000000001 43.3, -75.16 43.26, -75.09999999999999 43.23, -75.09 43.2, -75.87 43.24, -75.87 43.32, -75.88 43.33, -75.81 43.48, -75.53 43.42, -75.12 43.61, -75.08 43.33))\n",
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"\n",
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"KHNX: WWUS86 KHNX 040045\n",
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"issued 2017-02-03 17:45:00\n",
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"start 2017-02-03 17:45:00\n",
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"end 2017-02-03 18:30:00\n",
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"purge 2017-02-03 18:30:00\n",
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"POLYGON ((-119.25 37.15, -119.4 36.82, -119.7 36.83, -119.54 37.14, -119.25 37.15))\n",
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"\n"
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]
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}
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],
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"source": [
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"request = DataAccessLayer.newDataRequest()\n",
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"request.setDatatype(\"warning\")\n",
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"request.setParameters('act','countyheader', 'endtime','etn','floodbegin', \n",
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" 'floodcrest', 'floodend','floodrecordstatus', \n",
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" 'floodseverity', 'id', 'immediatecause', 'inserttime', \n",
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" 'issuetime', 'loc', 'locationid', 'motdir', 'motspd', \n",
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" 'overviewtext', 'phen', 'phensig', 'pil', 'productclass',\n",
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" 'purgetime', 'rawmessage', 'seg', 'segtext', 'sig', \n",
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" 'starttime', 'ugczones', 'vtecstr', 'wmoid', 'xxxid')\n",
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"times = DataAccessLayer.getAvailableTimes(request)\n",
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"response = DataAccessLayer.getGeometryData(request, times[-100:-1])\n",
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"vtecstr = np.array([])\n",
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"pil = np.array([])\n",
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"segtext = np.array([])\n",
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"floodseverity = np.array([])\n",
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"rawmessage = np.array([])\n",
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"motdir = np.array([])\n",
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"overviewtext = np.array([])\n",
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"inserttime = np.array([])\n",
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"productclass = np.array([])\n",
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"id = np.array([])\n",
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"loc = np.array([])\n",
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"ugczones = np.array([])\n",
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"floodbegin = np.array([])\n",
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"xxxid = np.array([])\n",
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"locationid = np.array([])\n",
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"sig = np.array([])\n",
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"floodcrest = np.array([])\n",
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"wmoid = np.array([])\n",
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"phen = np.array([])\n",
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"phensig = np.array([])\n",
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"countyheader = np.array([])\n",
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"endtime = np.array([])\n",
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"seg = np.array([])\n",
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"floodend = np.array([])\n",
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"floodrecordstatus = np.array([])\n",
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"purgetime = np.array([])\n",
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"starttime = np.array([])\n",
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"act = np.array([])\n",
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"issuetime = np.array([])\n",
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"etn = np.array([])\n",
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"motspd = np.array([])\n",
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"immediatecause = np.array([])\n",
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"geometries=np.array([])\n",
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"siteid=np.array([])\n",
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"period=np.array([])\n",
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"reftime=np.array([])\n",
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"\n",
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"for ob in response:\n",
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" geometries = np.append(geometries,ob.getGeometry())\n",
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" siteid = np.append(siteid,str(ob.getLocationName()))\n",
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" period = np.append(period,ob.getDataTime().getValidPeriod())\n",
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" reftime = np.append(reftime,ob.getDataTime().getRefTime())\n",
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" \n",
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" starttime = np.append(starttime,ob.getNumber(\"starttime\"))\n",
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" endtime = np.append(endtime,ob.getNumber(\"endtime\"))\n",
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" wmoid = np.append(wmoid,ob.getString(\"wmoid\"))\n",
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" locationid = np.append(locationid,ob.getString(\"locationid\"))\n",
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" productclass = np.append(productclass,ob.getString(\"productclass\"))\n",
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" issuetime = np.append(issuetime,ob.getString(\"issuetime\"))\n",
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" loc = np.append(loc,ob.getString(\"loc\"))\n",
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" ugczones = np.append(ugczones,ob.getString(\"ugczones\"))\n",
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" floodbegin = np.append(floodbegin,ob.getString(\"floodbegin\"))\n",
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" xxxid = np.append(xxxid,ob.getString(\"xxxid\"))\n",
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" sig = np.append(sig,ob.getString(\"sig\"))\n",
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" floodcrest = np.append(floodcrest,ob.getString(\"floodcrest\"))\n",
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" phen = np.append(phen,ob.getString(\"phen\"))\n",
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" phensig = np.append(phensig,ob.getString(\"phensig\"))\n",
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" countyheader = np.append(countyheader,ob.getString(\"countyheader\"))\n",
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" seg = np.append(seg,ob.getString(\"seg\"))\n",
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" floodend = np.append(floodend,ob.getString(\"floodend\"))\n",
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" floodrecordstatus = np.append(floodrecordstatus,ob.getString(\"floodrecordstatus\"))\n",
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" purgetime = np.append(purgetime,ob.getString(\"purgetime\"))\n",
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" act = np.append(act,ob.getString(\"act\"))\n",
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" etn = np.append(etn,ob.getString(\"etn\"))\n",
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" motspd = np.append(motspd,ob.getString(\"motspd\"))\n",
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" immediatecause = np.append(immediatecause,ob.getString(\"immediatecause\"))\n",
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"\n",
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"print(request.getParameters())\n",
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"print(\"\")\n",
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"\n",
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"for i, val in enumerate(geometries):\n",
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" issue = datetime.fromtimestamp(\n",
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" float(int(issuetime[i])/1000)\n",
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" ).strftime('%Y-%m-%d %H:%M:%S')\n",
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" purge = datetime.fromtimestamp(\n",
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" float(int(purgetime[i])/1000)\n",
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" ).strftime('%Y-%m-%d %H:%M:%S')\n",
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" start = datetime.fromtimestamp(\n",
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" float(int(starttime[i])/1000)\n",
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" ).strftime('%Y-%m-%d %H:%M:%S')\n",
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" end = datetime.fromtimestamp(\n",
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" float(int(endtime[i])/1000)\n",
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" ).strftime('%Y-%m-%d %H:%M:%S')\n",
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" if phensig[i]:\n",
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" print(phensig[i])\n",
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" print(siteid[i] +\": \"+ wmoid[i] \\\n",
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" + \"\\nissued \" + issue \\\n",
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" + \"\\nstart \" + start \\\n",
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" + \"\\nend \" + end \\\n",
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" + \"\\npurge \" + purge \\\n",
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" + \"\\n\" + str(geometries[i]) + \"\\n\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Plot Reflectivity and Warning Polygons\n",
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"\n",
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"Showing flash flood warnings for central California in this example."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
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"image/png": 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hk+ZhKy4xH2GJUeYDIDalNbEpRk/mkJhw8zFWW8OAH59irLYGgJ25K9mZu5Id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MgrgL6mRiEbCYKqcz5S6saw8wCtz2+icE45wUYvLqMORkDkkLDaG6ZL0+lPU7y/FatZR+2BAJDL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\nljRgNWkwTRpB2cGTqFVKMu+fSnZlNdv3emi+oZjt+xZhK0hH0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P9bfB6RPls8G8M3CgqF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\nYN/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OVWihrqkPV6EYKXi6BlQCpxBAd7Yo8c/SBjAZNKquWrFNVB4X5Iv74UiTGMVMqzTT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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x103e96290>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import cartopy.feature as cfeat\n",
|
|
"from cartopy.feature import ShapelyFeature\n",
|
|
"from shapely.geometry import Polygon\n",
|
|
"\n",
|
|
"for rec in grids:\n",
|
|
" code = rec[\"code\"]\n",
|
|
" bbox = rec[\"bbox\"]\n",
|
|
" lats = rec[\"lats\"]\n",
|
|
" lons = rec[\"lons\"]\n",
|
|
" data = rec[\"data\"]\n",
|
|
" # Create figure\n",
|
|
" %matplotlib inline\n",
|
|
" fig, ax = make_map(bbox=bbox)\n",
|
|
" # Colortable filename, beginning value, increment\n",
|
|
" ctable = nexrad[code]['ctable'][0]\n",
|
|
" beg = nexrad[code]['ctable'][1]\n",
|
|
" inc = nexrad[code]['ctable'][2]\n",
|
|
"\n",
|
|
" norm, cmap = ctables.registry.get_with_steps(ctable, beg, inc)\n",
|
|
" cs = ax.pcolormesh(lons, lats, data, norm=norm, cmap=cmap)\n",
|
|
" ax.set_aspect('equal', 'datalim')\n",
|
|
"\n",
|
|
" cbar = plt.colorbar(cs, extend='both', shrink=0.75, orientation='horizontal')\n",
|
|
" cbar.set_label(site.upper()+\" \"+ str(nexrad[code]['res']/1000.) +\"km \" \\\n",
|
|
" +nexrad[code]['name']+\" (\"+code+\") \" \\\n",
|
|
" +nexrad[code]['unit']+\" \" \\\n",
|
|
" +str(record.getDataTime()))\n",
|
|
"\n",
|
|
" # Zoom to within +-2 deg of center\n",
|
|
" ax.set_xlim(lon-2., lon+2.)\n",
|
|
" ax.set_ylim(lat-2., lat+2.)\n",
|
|
" for geom in geometries:\n",
|
|
" bounds = Polygon(geom)\n",
|
|
" intersection = bounds.intersection\n",
|
|
" geoms = (intersection(geom)\n",
|
|
" for geom in geometries\n",
|
|
" if bounds.intersects(geom))\n",
|
|
"\n",
|
|
" shape_feature = ShapelyFeature(geoms, ccrs.PlateCarree(), linewidth=2, facecolor='none', edgecolor='black')\n",
|
|
" ax.add_feature(shape_feature)\n",
|
|
" plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"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": "2.7.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|