mirror of
https://github.com/Unidata/python-awips.git
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469 lines
584 KiB
Text
469 lines
584 KiB
Text
{
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"cells": [
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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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"%matplotlib inline"
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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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"This exercise creates a surface observsation station plot for the state of Florida, using both METAR (datatype *obs*) and Synoptic (datatype *sfcobs*). Because we are using the AWIPS Map Database for state and county boundaries, there is no use of Cartopy `cfeature` in this exercise."
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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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"source": [
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"from awips.dataaccess import DataAccessLayer\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange\n",
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"from datetime import datetime, timedelta\n",
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"import numpy as np\n",
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"import cartopy.crs as ccrs\n",
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"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
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"from cartopy.feature import ShapelyFeature\n",
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"from shapely.geometry import Polygon\n",
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"import matplotlib.pyplot as plt\n",
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"from metpy.units import units\n",
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"from metpy.calc import wind_components\n",
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"from metpy.plots import simple_layout, StationPlot, StationPlotLayout\n",
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"import warnings\n",
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"\n",
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"def get_cloud_cover(code):\n",
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" if 'OVC' in code:\n",
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" return 1.0\n",
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" elif 'BKN' in code:\n",
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" return 6.0/8.0\n",
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" elif 'SCT' in code:\n",
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" return 4.0/8.0\n",
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" elif 'FEW' in code:\n",
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" return 2.0/8.0\n",
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" else:\n",
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" return 0"
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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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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Found 1 MultiPolygon\n",
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"Florida FL 28.67402 -82.50934 (-87.63429260299995, 24.521051616000022, -80.03199876199994, 31.001012802000048)\n",
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"\n",
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"Found 6 MultiPolygons\n",
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"Florida FL 28.67402 -82.50934\n",
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"Georgia GA 32.65155 -83.44848\n",
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"Louisiana LA 31.0891 -92.02905\n",
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"Alabama AL 32.79354 -86.82676\n",
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"Mississippi MS 32.75201 -89.66553\n",
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"South Carolina SC 33.93574 -80.89899\n"
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]
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}
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],
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"source": [
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"# EDEX request for a single state\n",
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"edexServer = \"edex-cloud.unidata.ucar.edu\"\n",
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"DataAccessLayer.changeEDEXHost(edexServer)\n",
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"request = DataAccessLayer.newDataRequest('maps')\n",
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"request.addIdentifier('table', 'mapdata.states')\n",
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"request.addIdentifier('state', 'FL')\n",
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"request.addIdentifier('geomField', 'the_geom')\n",
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"request.setParameters('state','name','lat','lon')\n",
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"response = DataAccessLayer.getGeometryData(request)\n",
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"record = response[0]\n",
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"print(\"Found \" + str(len(response)) + \" MultiPolygon\")\n",
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"state={}\n",
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"state['name'] = record.getString('name')\n",
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"state['state'] = record.getString('state')\n",
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"state['lat'] = record.getNumber('lat')\n",
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"state['lon'] = record.getNumber('lon')\n",
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"#state['geom'] = record.getGeometry()\n",
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"state['bounds'] = record.getGeometry().bounds\n",
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"print(state['name'], state['state'], state['lat'], state['lon'], state['bounds'])\n",
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"print()\n",
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"\n",
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"# EDEX request for multiple states\n",
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"request = DataAccessLayer.newDataRequest('maps')\n",
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"request.addIdentifier('table', 'mapdata.states')\n",
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"request.addIdentifier('geomField', 'the_geom')\n",
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"request.addIdentifier('inLocation', 'true')\n",
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"request.addIdentifier('locationField', 'state')\n",
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"request.setParameters('state','name','lat','lon')\n",
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"request.setLocationNames('FL','GA','MS','AL','SC','LA')\n",
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"response = DataAccessLayer.getGeometryData(request)\n",
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"print(\"Found \" + str(len(response)) + \" MultiPolygons\")\n",
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"\n",
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"# Append each geometry to a numpy array\n",
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"states = np.array([])\n",
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"for ob in response:\n",
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" print(ob.getString('name'), ob.getString('state'), ob.getNumber('lat'), ob.getNumber('lon'))\n",
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" states = np.append(states,ob.getGeometry())"
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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 make sure we can plot the states with a lat/lon grid. "
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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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"data": {
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"text/plain": [
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"<cartopy.mpl.feature_artist.FeatureArtist at 0x11dcfedd8>"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x864 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def make_map(bbox, proj=ccrs.PlateCarree()):\n",
|
|
" fig, ax = plt.subplots(figsize=(16,12),subplot_kw=dict(projection=proj))\n",
|
|
" ax.set_extent(bbox)\n",
|
|
" gl = ax.gridlines(draw_labels=True, color='#e7e7e7')\n",
|
|
" gl.top_labels = gl.right_labels
|
|
= False\n",
|
|
" gl.xformatter = LONGITUDE_FORMATTER\n",
|
|
" gl.yformatter = LATITUDE_FORMATTER\n",
|
|
" return fig, ax\n",
|
|
"\n",
|
|
"# buffer our bounds by +/i degrees lat/lon\n",
|
|
"bounds = state['bounds']\n",
|
|
"bbox=[bounds[0]-3,bounds[2]+3,bounds[1]-1.5,bounds[3]+1.5]\n",
|
|
"\n",
|
|
"fig, ax = make_map(bbox=bbox)\n",
|
|
"shape_feature = ShapelyFeature(states,ccrs.PlateCarree(), \n",
|
|
" facecolor='none', linestyle=\"-\",edgecolor='#000000',linewidth=2)\n",
|
|
"ax.add_feature(shape_feature)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"---\n",
|
|
"\n",
|
|
"## Plot METAR (obs)\n",
|
|
"\n",
|
|
"Here we use a spatial envelope to limit the request to the boundary or our plot. Without such a filter you may be requesting many tens of thousands of records."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Found 3468 records\n",
|
|
"Using 152 temperature records\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create envelope geometry\n",
|
|
"envelope = Polygon([(bbox[0],bbox[2]),(bbox[0],bbox[3]),\n",
|
|
" (bbox[1], bbox[3]),(bbox[1],bbox[2]),\n",
|
|
" (bbox[0],bbox[2])])\n",
|
|
"\n",
|
|
"# New obs request\n",
|
|
"DataAccessLayer.changeEDEXHost(edexServer)\n",
|
|
"request = DataAccessLayer.newDataRequest(\"obs\", envelope=envelope)\n",
|
|
"availableProducts = DataAccessLayer.getAvailableParameters(request)\n",
|
|
"single_value_params = [\"timeObs\", \"stationName\", \"longitude\", \"latitude\", \n",
|
|
" \"temperature\", \"dewpoint\", \"windDir\",\n",
|
|
" \"windSpeed\", \"seaLevelPress\"]\n",
|
|
"multi_value_params = [\"presWeather\", \"skyCover\", \"skyLayerBase\"]\n",
|
|
"params = single_value_params + multi_value_params\n",
|
|
"request.setParameters(*(params))\n",
|
|
"\n",
|
|
"# Time range\n",
|
|
"lastHourDateTime = datetime.utcnow() - timedelta(minutes = 60)\n",
|
|
"start = lastHourDateTime.strftime('%Y-%m-%d %H:%M:%S')\n",
|
|
"end = datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S')\n",
|
|
"\n",
|
|
"beginRange = datetime.strptime( start , \"%Y-%m-%d %H:%M:%S\")\n",
|
|
"endRange = datetime.strptime( end , \"%Y-%m-%d %H:%M:%S\")\n",
|
|
"timerange = TimeRange(beginRange, endRange)\n",
|
|
"# Get response\n",
|
|
"response = DataAccessLayer.getGeometryData(request,timerange)\n",
|
|
"# function getMetarObs was added in python-awips 18.1.4\n",
|
|
"obs = DataAccessLayer.getMetarObs(response)\n",
|
|
"print(\"Found \" + str(len(response)) + \" records\")\n",
|
|
"print(\"Using \" + str(len(obs['temperature'])) + \" temperature records\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Next grab the simple variables out of the data we have (attaching correct units), and\n",
|
|
"put them into a dictionary that we will hand the plotting function later:\n",
|
|
"\n",
|
|
"- Get wind components from speed and direction\n",
|
|
"- Convert cloud fraction values to integer codes [0 - 8]\n",
|
|
"- Map METAR weather codes to WMO codes for weather symbols"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x864 with 1 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"data = dict()\n",
|
|
"data['stid'] = np.array(obs['stationName'])\n",
|
|
"data['latitude'] = np.array(obs['latitude'])\n",
|
|
"data['longitude'] = np.array(obs['longitude'])\n",
|
|
"tmp = np.array(obs['temperature'], dtype=float)\n",
|
|
"dpt = np.array(obs['dewpoint'], dtype=float)\n",
|
|
"\n",
|
|
"# Suppress nan masking warnings\n",
|
|
"warnings.filterwarnings(\"ignore\",category =RuntimeWarning)\n",
|
|
"\n",
|
|
"tmp[tmp == -9999.0] = 'nan'\n",
|
|
"dpt[dpt == -9999.] = 'nan' \n",
|
|
"data['air_temperature'] = tmp * units.degC\n",
|
|
"data['dew_point_temperature'] = dpt * units.degC\n",
|
|
"data['air_pressure_at_sea_level'] = np.array(obs['seaLevelPress'])* units('mbar')\n",
|
|
"direction = np.array(obs['windDir'])\n",
|
|
"direction[direction == -9999.0] = 'nan'\n",
|
|
"u, v = wind_components(np.array(obs['windSpeed']) * units('knots'),\n",
|
|
" direction * units.degree)\n",
|
|
"data['eastward_wind'], data['northward_wind'] = u, v\n",
|
|
"data['cloud_coverage'] = [int(get_cloud_cover(x)*8) for x in obs['skyCover']]\n",
|
|
"data['present_weather'] = obs['presWeather']\n",
|
|
"proj = ccrs.LambertConformal(central_longitude=state['lon'], central_latitude=state['lat'],\n",
|
|
" standard_parallels=[35])\n",
|
|
"custom_layout = StationPlotLayout()\n",
|
|
"custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')\n",
|
|
"custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')\n",
|
|
"custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')\n",
|
|
"custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')\n",
|
|
"ax.set_title(str(response[-1].getDataTime()) + \" | METAR Surface Obs | \" + edexServer)\n",
|
|
"stationplot = StationPlot(ax, data['longitude'], data['latitude'], clip_on=True,\n",
|
|
" transform=ccrs.PlateCarree(), fontsize=10)\n",
|
|
"custom_layout.plot(stationplot, data)\n",
|
|
"fig"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"---\n",
|
|
"\n",
|
|
"## Plot Synoptic (sfcobs)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Found 260 records\n",
|
|
"Using 78 temperature records\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# New sfcobs/SYNOP request\n",
|
|
"DataAccessLayer.changeEDEXHost(edexServer)\n",
|
|
"request = DataAccessLayer.newDataRequest(\"sfcobs\", envelope=envelope)\n",
|
|
"availableProducts = DataAccessLayer.getAvailableParameters(request)\n",
|
|
"# (sfcobs) uses stationId, while (obs) uses stationName,\n",
|
|
"# the rest of these parameters are the same.\n",
|
|
"single_value_params = [\"timeObs\", \"stationId\", \"longitude\", \"latitude\", \n",
|
|
" \"temperature\", \"dewpoint\", \"windDir\",\n",
|
|
" \"windSpeed\", \"seaLevelPress\"]\n",
|
|
"multi_value_params = [\"presWeather\", \"skyCover\", \"skyLayerBase\"]\n",
|
|
"pres_weather, sky_cov, sky_layer_base = [],[],[]\n",
|
|
"params = single_value_params + multi_value_params\n",
|
|
"request.setParameters(*(params))\n",
|
|
"\n",
|
|
"# Time range\n",
|
|
"lastHourDateTime = datetime.utcnow() - timedelta(minutes = 60)\n",
|
|
"start = lastHourDateTime.strftime('%Y-%m-%d %H:%M:%S')\n",
|
|
"end = datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S')\n",
|
|
"\n",
|
|
"beginRange = datetime.strptime( start , \"%Y-%m-%d %H:%M:%S\")\n",
|
|
"endRange = datetime.strptime( end , \"%Y-%m-%d %H:%M:%S\")\n",
|
|
"timerange = TimeRange(beginRange, endRange)\n",
|
|
"\n",
|
|
"# Get response\n",
|
|
"response = DataAccessLayer.getGeometryData(request,timerange)\n",
|
|
"# function getSynopticObs was added in python-awips 18.1.4\n",
|
|
"sfcobs = DataAccessLayer.getSynopticObs(response)\n",
|
|
"print(\"Found \" + str(len(response)) + \" records\")\n",
|
|
"print(\"Using \" + str(len(sfcobs['temperature'])) + \" temperature records\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 1152x864 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"data = dict()\n",
|
|
"data['stid'] = np.array(sfcobs['stationId'])\n",
|
|
"data['lat'] = np.array(sfcobs['latitude'])\n",
|
|
"data['lon'] = np.array(sfcobs['longitude'])\n",
|
|
"\n",
|
|
"# Synop/sfcobs temps are stored in kelvin (degC for METAR/obs)\n",
|
|
"tmp = np.array(sfcobs['temperature'], dtype=float)\n",
|
|
"dpt = np.array(sfcobs['dewpoint'], dtype=float)\n",
|
|
"direction = np.array(sfcobs['windDir'])\n",
|
|
"# Account for missing values\n",
|
|
"tmp[tmp == -9999.0] = 'nan'\n",
|
|
"dpt[dpt == -9999.] = 'nan'\n",
|
|
"direction[direction == -9999.0] = 'nan'\n",
|
|
"\n",
|
|
"data['air_temperature'] = tmp * units.kelvin\n",
|
|
"data['dew_point_temperature'] = dpt * units.kelvin\n",
|
|
"data['air_pressure_at_sea_level'] = np.array(sfcobs['seaLevelPress'])* units('mbar')\n",
|
|
"try:\n",
|
|
" data['eastward_wind'], data['northward_wind'] = wind_components(\n",
|
|
" np.array(sfcobs['windSpeed']) * units('knots'),direction * units.degree)\n",
|
|
" data['present_weather'] = sfcobs['presWeather']\n",
|
|
"except ValueError:\n",
|
|
" pass\n",
|
|
"\n",
|
|
"fig_synop, ax_synop = make_map(bbox=bbox)\n",
|
|
"shape_feature = ShapelyFeature(states,ccrs.PlateCarree(), \n",
|
|
" facecolor='none', linestyle=\"-\",edgecolor='#000000',linewidth=2)\n",
|
|
"ax_synop.add_feature(shape_feature)\n",
|
|
"\n",
|
|
"custom_layout = StationPlotLayout()\n",
|
|
"custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')\n",
|
|
"custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')\n",
|
|
"custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')\n",
|
|
"custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')\n",
|
|
"ax_synop.set_title(str(response[-1].getDataTime()) + \" | SYNOP Surface Obs | \" + edexServer)\n",
|
|
"stationplot = StationPlot(ax_synop, data['lon'], data['lat'], clip_on=True,\n",
|
|
" transform=ccrs.PlateCarree(), fontsize=10)\n",
|
|
"custom_layout.plot(stationplot, data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"---\n",
|
|
"\n",
|
|
"## Plot both METAR and SYNOP"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x864 with 1 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"custom_layout = StationPlotLayout()\n",
|
|
"custom_layout.add_barb('eastward_wind', 'northward_wind', units='knots')\n",
|
|
"custom_layout.add_value('NW', 'air_temperature', fmt='.0f', units='degF', color='darkred')\n",
|
|
"custom_layout.add_value('SW', 'dew_point_temperature', fmt='.0f', units='degF', color='darkgreen')\n",
|
|
"custom_layout.add_value('E', 'precipitation', fmt='0.1f', units='inch', color='blue')\n",
|
|
"ax.set_title(str(response[-1].getDataTime()) + \" | METAR/SYNOP Surface Obs | \" + edexServer)\n",
|
|
"stationplot = StationPlot(ax, data['lon'], data['lat'], clip_on=True,\n",
|
|
" transform=ccrs.PlateCarree(), fontsize=10)\n",
|
|
"custom_layout.plot(stationplot, data)\n",
|
|
"fig"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|