python-awips/examples/notebooks/Watch_and_Warning_Polygons.ipynb
2018-09-06 13:05:37 -06:00

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Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This example uses matplotlib, cartopy, shapely, and python-awips to plot watch and warning polygons requested from a real-time AWIPS EDEX server.\n",
"\n",
"First, set up our imports and define functions to be used later:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from awips.dataaccess import DataAccessLayer\n",
"from awips.tables import vtec\n",
"from datetime import datetime\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeature\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
"from cartopy.feature import ShapelyFeature,NaturalEarthFeature\n",
"from shapely.geometry import MultiPolygon,Polygon\n",
"\n",
"def warning_color(phensig):\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",
" 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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we create a request for the \"warning\" data type:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using 82 records\n",
"{'phensig': array([], dtype=float64)}\n"
]
}
],
"source": [
"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype(\"warning\")\n",
"request.setParameters('phensig')\n",
"times = DataAccessLayer.getAvailableTimes(request)\n",
"\n",
"# Get records for last 50 available times\n",
"response = DataAccessLayer.getGeometryData(request, times[-50:-1])\n",
"print(\"Using \" + str(len(response)) + \" records\")\n",
"\n",
"# Each record will have a numpy array the length of the number of \"parameters\"\n",
"# Default is 1 (request.setParameters('phensig'))\n",
"parameters = {}\n",
"for x in request.getParameters():\n",
" parameters[x] = np.array([])\n",
"print(parameters)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now loop through each record and plot it as either Polygon or MultiPolygon, with appropriate colors"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"bbox=[-127,-64,24,49]\n",
"fig, ax = make_map(bbox=bbox)\n",
"\n",
"siteids=np.array([])\n",
"periods=np.array([])\n",
"reftimes=np.array([])\n",
"\n",
"for ob in response:\n",
" \n",
" poly = ob.getGeometry()\n",
" site = ob.getLocationName()\n",
" pd = ob.getDataTime().getValidPeriod()\n",
" ref = ob.getDataTime().getRefTime()\n",
" \n",
" # do not plot if phensig is blank (SPS)\n",
" if ob.getString(b'phensig'):\n",
" \n",
" phensigString = ob.getString(b'phensig')\n",
" \n",
" siteids = np.append(siteids,site)\n",
" periods = np.append(periods,pd)\n",
" reftimes = np.append(reftimes,ref)\n",
"\n",
" for parm in parameters:\n",
" byte_str = str.encode(parm)\n",
" parameters[parm] = np.append(parameters[parm],ob.getString(byte_str))\n",
"\n",
" if poly.geom_type == 'MultiPolygon':\n",
" geometries = np.array([])\n",
" geometries = np.append(geometries,MultiPolygon(poly))\n",
" geom_count = \", \" + str(len(geometries)) +\" geometries\"\n",
" else:\n",
" geometries = np.array([])\n",
" geometries = np.append(geometries,Polygon(poly))\n",
" geom_count=\"\"\n",
"\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",
" #print(vtec[phensigString]['hdln'] \n",
" # + \" (\" + phensigString + \") issued at \" + str(ref)\n",
" # + \" (\"+str(poly.geom_type) + geom_count + \")\")\n",
" \n",
" color = warning_color(phensigString.decode('UTF-8'))\n",
" shape_feature = ShapelyFeature(geoms,ccrs.PlateCarree(), \n",
" facecolor=color, edgecolor=color)\n",
" ax.add_feature(shape_feature)\n",
" \n",
"states_provinces = cfeature.NaturalEarthFeature(\n",
" category='cultural',\n",
" name='admin_1_states_provinces_lines',\n",
" scale='50m',\n",
" facecolor='none')\n",
"political_boundaries = cfeature.NaturalEarthFeature(category='cultural',\n",
" name='admin_0_boundary_lines_land',\n",
" scale='50m', facecolor='none')\n",
"ax.add_feature(cfeature.LAND)\n",
"ax.add_feature(cfeature.COASTLINE)\n",
"ax.add_feature(states_provinces, edgecolor='black')\n",
"ax.add_feature(political_boundaries, edgecolor='black')\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}