mirror of
https://github.com/Unidata/python-awips.git
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442 lines
433 KiB
Text
442 lines
433 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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"\n",
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"Surface Obs Regional Plot\n",
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"=====================\n",
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"\n",
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"This exercise creates a surface observsation station plot for the state of Colorado, 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.ops import cascaded_union\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,\n",
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" StationPlotLayout, wx_code_map)\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 0x11fc149e8>"
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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.xlabels_top = gl.ylabels_right = 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": [
|
|
"## Plot METAR\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 2448 records\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from shapely.geometry import Polygon\n",
|
|
"# 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\")"
|
|
]
|
|
},
|
|
{
|
|
"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": [],
|
|
"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",
|
|
"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']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## MetPy Surface Obs Plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/metpy/plots/station_plot.py:299: RuntimeWarning: invalid value encountered in less\n",
|
|
" u, v = self.ax.projection.transform_vectors(trans, self.x, self.y, u, v)\n",
|
|
"/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/metpy/plots/station_plot.py:299: RuntimeWarning: invalid value encountered in greater\n",
|
|
" u, v = self.ax.projection.transform_vectors(trans, self.x, self.y, u, v)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x864 with 1 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"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(ob.getDataTime()) + \" | METAR | \" + 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": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Found 337 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\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"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"
|
|
]
|
|
},
|
|
{
|
|
"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(ob.getDataTime()) + \" | SYNOP/METAR 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
|
|
}
|