mirror of
https://github.com/Unidata/python-awips.git
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250 lines
153 KiB
Text
250 lines
153 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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"This example uses matplotlib, cartopy, shapely, and python-awips to plot watch and warning polygons requested from a real-time AWIPS EDEX server.\n",
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"\n",
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"First, set up our imports and define functions to be used later:"
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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": 75,
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"metadata": {},
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"outputs": [],
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"source": [
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"from awips.dataaccess import DataAccessLayer\n",
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"from awips.tables import vtec\n",
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"from datetime import datetime\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import cartopy.crs as ccrs\n",
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"import cartopy.feature as cfeature\n",
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"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
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"from cartopy.feature import ShapelyFeature,NaturalEarthFeature\n",
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"from shapely.geometry import MultiPolygon,Polygon\n",
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"\n",
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"def warning_color(phensig):\n",
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" return vtec[phensig]['color']\n",
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"\n",
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"def make_map(bbox, projection=ccrs.PlateCarree()):\n",
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" fig, ax = plt.subplots(figsize=(20,12),\n",
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" subplot_kw=dict(projection=projection))\n",
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" ax.set_extent(bbox)\n",
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" 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"
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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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"Next, we create a request for the \"warning\" data type:"
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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": 76,
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"metadata": {},
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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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"Using 54 records\n"
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]
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}
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],
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"source": [
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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(\"warning\")\n",
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"request.setParameters('phensig')\n",
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"times = DataAccessLayer.getAvailableTimes(request)\n",
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"\n",
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"# Get records for last 30 available times\n",
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"response = DataAccessLayer.getGeometryData(request, times[-30:-1])\n",
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"print(\"Using \" + str(len(response)) + \" records\")\n",
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"\n",
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"# Each record will have a numpy array the length of the number of \"parameters\"\n",
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"# Default is 1 (request.setParameters('phensig'))\n",
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"parameters = {}\n",
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"for x in request.getParameters():\n",
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" parameters[x] = np.array([])"
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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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"Now loop through each record and plot it as either Polygon or MultiPolygon, with appropriate colors"
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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": 80,
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"metadata": {},
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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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"Severe Thunderstorm Warning (SV.W) issued at 2018-06-18 21:31:00.000 (Polygon)\n",
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"Severe Thunderstorm Warning (SV.W) issued at 2018-06-18 21:31:00.000 (Polygon)\n",
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"Severe Thunderstorm Warning (SV.W) issued at 2018-06-18 21:32:00.000 (Polygon)\n",
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"Severe Thunderstorm Watch (SV.A) issued at 2018-06-18 21:33:00.000 (Polygon)\n",
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"Severe Thunderstorm Watch (SV.A) issued at 2018-06-18 21:33:00.000 (Polygon)\n",
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"Severe Thunderstorm Watch (SV.A) issued at 2018-06-18 21:33:00.000 (Polygon)\n",
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"Tornado Warning (TO.W) issued at 2018-06-18 21:34:00.000 (Polygon)\n",
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"Severe Thunderstorm Warning (SV.W) issued at 2018-06-18 21:34:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-18 23:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-18 23:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-18 23:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 00:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 00:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 00:00:00.000 (MultiPolygon, 6 geometries)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 00:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 00:00:00.000 (MultiPolygon, 6 geometries)\n",
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"Small Craft Advisory for hazardous seas (SW.Y) issued at 2018-06-19 00:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 00:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 00:00:00.000 (MultiPolygon, 6 geometries)\n",
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"Flood Watch (FL.A) issued at 2018-06-19 00:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 01:00:00.000 (Polygon)\n",
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"Gale Watch (GL.A) issued at 2018-06-19 01:00:00.000 (MultiPolygon, 2 geometries)\n",
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"Gale Watch (GL.A) issued at 2018-06-19 01:00:00.000 (MultiPolygon, 2 geometries)\n",
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"Gale Watch (GL.A) issued at 2018-06-19 01:00:00.000 (MultiPolygon, 2 geometries)\n",
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"Gale Watch (GL.A) issued at 2018-06-19 01:00:00.000 (MultiPolygon, 2 geometries)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 04:40:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 06:00:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 07:30:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 12:00:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 12:00:00.000 (Polygon)\n",
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"Heat Advisory (HT.Y) issued at 2018-06-19 15:00:00.000 (Polygon)\n",
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"Heat Advisory (HT.Y) issued at 2018-06-19 15:00:00.000 (MultiPolygon, 609 geometries)\n",
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"Heat Advisory (HT.Y) issued at 2018-06-19 15:00:00.000 (MultiPolygon, 33 geometries)\n",
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"Flood Watch (FL.A) issued at 2018-06-19 16:00:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 16:00:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 16:00:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-19 16:15:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 18:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 18:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 18:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 18:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-19 18:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 21:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 21:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 21:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 21:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 21:00:00.000 (Polygon)\n",
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"Small Craft Advisory (SC.Y) issued at 2018-06-19 21:00:00.000 (Polygon)\n",
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"Flash Flood Watch (FF.A) issued at 2018-06-20 00:00:00.000 (Polygon)\n",
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"Flood Warning (FL.W) issued at 2018-06-20 02:40:00.000 (Polygon)\n",
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"Flood Watch (FL.A) issued at 2018-06-20 18:00:00.000 (Polygon)\n"
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]
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},
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{
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"data": {
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\n",
|
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"text/plain": [
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"<Figure size 1440x864 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"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('phensig'):\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",
|
|
" parameters[parm] = np.append(parameters[parm],ob.getString(parm))\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",
|
|
" # Is this needed?\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[str(ob.getString('phensig'))]['hdln'] \n",
|
|
" + \" (\" + str(ob.getString('phensig')) + \") issued at \" + str(ref)\n",
|
|
" + \" (\"+str(poly.geom_type) + geom_count + \")\")\n",
|
|
" \n",
|
|
" color = warning_color(ob.getString('phensig'))\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 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": "2.7.15"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|