mirror of
https://github.com/Unidata/python-awips.git
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201 lines
141 KiB
Text
201 lines
141 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": 1,
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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": 4,
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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 37 records\n",
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"{'phensig': array([], dtype=float64)}\n"
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]
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}
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],
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"source": [
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"DataAccessLayer.changeEDEXHost('149.165.156.89')\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([])\n",
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"print(parameters)"
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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": 17,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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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",
|
|
" # 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[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
|
|
}
|