python-awips/examples/notebooks/Watch_and_Warning_Polygons.ipynb
2018-02-11 15:31:25 -07:00

435 lines
264 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create Request for Data Type Warning"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"433 records\n"
]
}
],
"source": [
"from awips.dataaccess import DataAccessLayer\n",
"from datetime import datetime\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import cartopy.crs as ccrs\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
"\n",
"DataAccessLayer.changeEDEXHost('edex-el7.westus.cloudapp.azure.com')\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype(\"warning\")\n",
"request.setParameters('act','countyheader', 'endtime','etn','floodbegin', \n",
" 'floodcrest', 'floodend','floodrecordstatus', \n",
" 'floodseverity', 'id', 'immediatecause', 'inserttime', \n",
" 'issuetime', 'loc', 'locationid', 'motdir', 'motspd', \n",
" 'overviewtext', 'phen', 'phensig', 'pil', 'productclass',\n",
" 'purgetime', 'rawmessage', 'seg', 'segtext', 'sig', \n",
" 'starttime', 'ugczones', 'vtecstr', 'wmoid', 'xxxid')\n",
"response = DataAccessLayer.getGeometryData(request)\n",
"print(str(len(response)) + \" records\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create a dictionary of lists for each parameter"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using 433 geometries.\n",
"['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"
]
}
],
"source": [
"parameters = {}\n",
"for x in request.getParameters():\n",
" parameters[x] = np.array([])\n",
"geometries=np.array([])\n",
"siteid=np.array([])\n",
"period=np.array([])\n",
"reftime=np.array([])\n",
"\n",
"for ob in response:\n",
" for parm in parameters:\n",
" parameters[parm] = np.append(parameters[parm],ob.getString(parm))\n",
" geometries = np.append(geometries,ob.getGeometry())\n",
" siteid = np.append(siteid,str(ob.getLocationName()))\n",
" period = np.append(period,ob.getDataTime().getValidPeriod())\n",
" reftime = np.append(reftime,ob.getDataTime().getRefTime())\n",
"\n",
"print(\"Using \" + str(len(geometries)) + \" geometries.\")\n",
"print(request.getParameters())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Print out basic info for each warning**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"FL.W\n",
"KMKX: WGUS83 KMKX 042104\n",
"issued 2017-02-04 14:04:00\n",
"start 2017-02-04 14:04:00\n",
"end 2017-02-07 23:00:00\n",
"purge 2017-02-05 02:04:00\n",
"POLYGON ((-89.7 43.51, -89.66 43.65, -89.37 43.59, -89.39 43.39, -89.65000000000001 43.44, -89.56999999999999 43.5, -89.7 43.51))\n",
"\n"
]
}
],
"source": [
"for i, val in enumerate(geometries):\n",
" issue = datetime.fromtimestamp(\n",
" float(int(parameters['issuetime'][i])/1000)\n",
" ).strftime('%Y-%m-%d %H:%M:%S')\n",
" purge = datetime.fromtimestamp(\n",
" float(int(parameters['purgetime'][i])/1000)\n",
" ).strftime('%Y-%m-%d %H:%M:%S')\n",
" start = datetime.fromtimestamp(\n",
" float(int(parameters['starttime'][i])/1000)\n",
" ).strftime('%Y-%m-%d %H:%M:%S')\n",
" end = datetime.fromtimestamp(\n",
" float(int(parameters['endtime'][i])/1000)\n",
" ).strftime('%Y-%m-%d %H:%M:%S')\n",
" \n",
"if parameters['phensig'][i]:\n",
" print(parameters['phensig'][i]) \n",
"print(siteid[i] +\": \"+ str(parameters['wmoid'][i]) \\\n",
" + \"\\nissued \" + issue \\\n",
" + \"\\nstart \" + start \\\n",
" + \"\\nend \" + end \\\n",
" + \"\\npurge \" + purge \\\n",
" + \"\\n\" + str(geometries[i]) + \"\\n\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot Warning Polygons"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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0nxynQgghhBB54/z58zg7O+Pn50eFChU0HY5avH79GlNT03R7DmllcSg5prt3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\nohj7f5eDPIXzqJQYAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106633c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cartopy.feature as cfeat\n",
"from cartopy.feature import ShapelyFeature,NaturalEarthFeature\n",
"from shapely.geometry import Polygon\n",
"from awips.tables import vtec\n",
"\n",
"def warning_color(phensig):\n",
" if vtec[phensig]['color']:\n",
" return vtec[phensig]['color']\n",
"\n",
"def make_map(bbox, projection=ccrs.PlateCarree()):\n",
" fig, ax = plt.subplots(figsize=(20,12),\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",
"%matplotlib inline\n",
"bbox=[-127,-64,24,49]\n",
"fig, ax = make_map(bbox=bbox)\n",
"for i, geom in enumerate(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",
" # For now do not plot SPS\n",
" if (parameters['phensig'][i]):\n",
" color = warning_color(parameters['phensig'][i].astype('U13'))\n",
" shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), \n",
" facecolor='none', edgecolor=color)\n",
" ax.add_feature(shape_feature)\n",
"\n",
"\n",
"political_boundaries = NaturalEarthFeature(category='cultural',\n",
" name='admin_0_boundary_lines_land',\n",
" scale='50m', facecolor='none')\n",
"states = NaturalEarthFeature(category='cultural',\n",
" name='admin_1_states_provinces_lines',\n",
" scale='50m', facecolor='none')\n",
"ax.add_feature(political_boundaries, linestyle='-')\n",
"ax.add_feature(states, linestyle=':')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Warning Polygons Plotted Over Level 3 Radar"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 1 grid.\n"
]
}
],
"source": [
"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 timedelta\n",
"from numpy import ma\n",
"from metpy.plots import ctables\n",
"\n",
"site = 'khnx'\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype('radar')\n",
"request.setLocationNames(site)\n",
"\n",
"# Get latest time for site\n",
"datatimes = DataAccessLayer.getAvailableTimes(request)\n",
"dateTimeStr = str(datatimes[-1])\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",
"# GetRadarDataRecordRequest to query site with timerange\n",
"client = ThriftClient.ThriftClient('edex-cloud.unidata.ucar.edu')\n",
"request = GetRadarDataRecordRequest()\n",
"request.setTimeRange(timerange)\n",
"request.setRadarId(site)\n",
"\n",
"nexrad = {}\n",
"nexrad[\"N0Q\"] = {\n",
" 'id': 94,\n",
" 'unit':'dBZ',\n",
" 'name':'0.5 deg Base Reflectivity',\n",
" 'ctable': ['NWSStormClearReflectivity',-20., 0.5],\n",
" 'res': 1000.,\n",
" 'elev': '0.5'\n",
"}\n",
"\n",
"grids = []\n",
"for code in nexrad:\n",
" request.setProductCode(nexrad[code]['id'])\n",
" request.setPrimaryElevationAngle(nexrad[code]['elev'])\n",
" response = client.sendRequest(request)\n",
"\n",
" if response.getData():\n",
" for record in response.getData():\n",
" # Get record hdf5 data\n",
" idra = record.getHdf5Data()\n",
" rdat,azdat,depVals,threshVals = RadarCommon.get_hdf5_data(idra)\n",
" dim = rdat.getDimension()\n",
" lat,lon = float(record.getLatitude()),float(record.getLongitude())\n",
" radials,rangeGates = rdat.getSizes()\n",
"\n",
" # Convert raw byte to pixel value\n",
" rawValue=np.array(rdat.getByteData())\n",
" array = []\n",
" for rec in rawValue:\n",
" if rec<0:\n",
" rec+=256\n",
" array.append(rec)\n",
"\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",
" from pyproj import Geod\n",
" g = Geod(ellps='clrk66')\n",
" center_lat = np.ones([len(az),len(rng)])*lat\n",
" center_lon = np.ones([len(az),len(rng)])*lon\n",
" az2D = np.ones_like(center_lat)*az[:,None]\n",
" rng2D = np.ones_like(center_lat)*np.transpose(rng[:,None])*nexrad[code]['res']\n",
" lons,lats,back=g.fwd(center_lon,center_lat,az2D,rng2D)\n",
" bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n",
"\n",
" # Create 2d array\n",
" multiArray = np.reshape(array, (-1, rangeGates))\n",
" data = ma.array(multiArray)\n",
"\n",
" # threshVals[0:2] contains halfwords 31,32,33 (min value, increment, num levels)\n",
" data = ma.array(threshVals[0]/10. + (multiArray)*threshVals[1]/10.)\n",
"\n",
" if nexrad[code]['unit'] == 'kts':\n",
" data[data<-63] = ma.masked\n",
" data *= 1.94384 # Convert to knots\n",
" else:\n",
" data[data<=((threshVals[0]/10.)+threshVals[1]/10.)] = ma.masked\n",
"\n",
" # Save our requested grids so we can render them multiple times\n",
" product = {\n",
" \"code\": code,\n",
" \"bbox\": bbox,\n",
" \"lats\": lats,\n",
" \"lons\": lons,\n",
" \"data\": data\n",
" }\n",
" grids.append(product)\n",
"\n",
"print(\"Processed \"+str(len(grids))+\" grid.\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+0UeZvkbdkSP5feZM7h09ikajsegFnzr4awcZPur2Spqfl5FTNiTbTlpg23oR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yo+mEfuD8YUCCP7BJOaU8qZ1FLSskuIax7AmMHhZOr92HIgB6utlAFSNuWn0qq8911bB6m3U/lg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\nM7MWnEibmZmZmbXwXy96U5BvcgHVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1084e12d0>"
]
},
"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 +- some value deg of center\n",
" ax.set_xlim(lon-4., lon+4.)\n",
" ax.set_ylim(lat-4., lat+4.)\n",
" for i, geom in enumerate(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",
" # For now do not plot SPS\n",
" if (parameters['phensig'][i]):\n",
" color = warning_color(parameters['phensig'][i].astype('U13'))\n",
" shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(),\n",
" linewidth=2,\n",
" facecolor='none', edgecolor=color)\n",
" ax.add_feature(shape_feature)\n",
"\n",
"\n",
" political_boundaries = NaturalEarthFeature(category='cultural',\n",
" name='admin_0_boundary_lines_land',\n",
" scale='50m', facecolor='none')\n",
" states = NaturalEarthFeature(category='cultural',\n",
" name='admin_1_states_provinces_lines',\n",
" scale='50m', facecolor='none')\n",
" ax.add_feature(political_boundaries, linestyle='-')\n",
" ax.add_feature(states, linestyle=':')\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": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 1
}