mirror of
https://github.com/Unidata/python-awips.git
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199 lines
152 KiB
Text
199 lines
152 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.top_labels = gl.right_labels = 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": 2,
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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 109 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(\"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 50 available times\n",
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"response = DataAccessLayer.getGeometryData(request, times[-50:-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": 3,
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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('phensig'):\n",
|
|
" \n",
|
|
" phensigString = ob.getString('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",
|
|
" 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",
|
|
" 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)\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": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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|
"nbconvert_exporter": "python",
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|
"pygments_lexer": "ipython3",
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"version": "3.6.6"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 1
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|
}
|