python-awips/examples/notebooks/Model_Sounding_Data.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The EDEX modelsounding plugin creates 64-level vertical profiles from GFS and ETA (NAM) model runs. As of AWIPS release 16.1.5, the available locations are limited to stations around OAX (Omaha) due to localization (16.2.2 will allow requests for all stations)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"from awips.dataaccess import DataAccessLayer\n",
"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype(\"modelsounding\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Print available locations"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CHE\n",
"CRL\n",
"EAX\n",
"HSI\n",
"KDSM\n",
"KFOE\n",
"KFRM\n",
"KFSD\n",
"KGRI\n",
"KLNK\n",
"KMCI\n",
"KMCW\n",
"KMHE\n",
"KMHK\n",
"KMKC\n",
"KOFK\n",
"KOMA\n",
"KRSL\n",
"KSLN\n",
"KSTJ\n",
"KSUX\n",
"KTOP\n",
"KYKN\n",
"OAX\n",
"P#8\n",
"P#9\n",
"P#A\n",
"P#G\n",
"P#I\n",
"RDD\n",
"WSC\n"
]
}
],
"source": [
"availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n",
"availableLocs.sort()\n",
"for loc in availableLocs: print loc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Set report type\n",
"\n",
"**addItendifier(\"reportType\",modelName)** must be called here or else **request** will return both GFS and \"ETA\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"request.addIdentifier(\"reportType\", \"ETA\")\n",
"request.setLocationNames(\"OAX\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## List available parameters\n",
"\n",
"Parameters available as vertical profiles as specified in [com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsounding.xml](https://github.com/Unidata/awips2/blob/unidata_16.2.2/edexOsgi/com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsounding.xml)\n",
"\n",
" <parameter name=\"pressure\" numDims=\"2\" type=\"FLOAT\" unit=\"Pa\" dimension=\"maxLevels\"/>\n",
" <parameter name=\"temperature\" numDims=\"2\" type=\"FLOAT\" unit=\"K\" dimension=\"maxLevels\"/>\n",
" <parameter name=\"specHum\" numDims=\"2\" type=\"FLOAT\" unit=\"kg/kg\" dimension=\"maxLevels\"/>\n",
" <parameter name=\"omega\" numDims=\"2\" type=\"FLOAT\" unit=\"Pa/s\" dimension=\"maxLevels\"/>\n",
" <parameter name=\"uComp\" numDims=\"2\" type=\"FLOAT\" unit=\"m/s\" dimension=\"maxLevels\"/>\n",
" <parameter name=\"vComp\" numDims=\"2\" type=\"FLOAT\" unit=\"m/s\" dimension=\"maxLevels\"/>\n",
" <parameter name=\"cldCvr\" numDims=\"2\" type=\"FLOAT\" unit=\"%\" dimension=\"maxLevels\"/>\n",
"\n",
"Database parameters are available as well, as outlined in [com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsoundingdb.xml](https://github.com/Unidata/awips2/blob/unidata_16.2.2/edexOsgi/com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsoundingdb.xml)\n",
"\n",
" <parameter name=\"latitude\" queryName=\"location.latitude\" type=\"FLOAT\" unit=\"&deg;\" />\n",
" <parameter name=\"longitude\" queryName=\"location.longitude\" type=\"FLOAT\" unit=\"&deg;\" />\n",
" <parameter name=\"elevation\" queryName=\"location.elevation\" type=\"FLOAT\" unit=\"m\" />\n",
" <parameter name=\"stationId\" queryName=\"location.stationId\" type=\"STRING\" />\n",
" <parameter name=\"dataURI\" queryName=\"dataURI\" type=\"STRING\" />\n",
" <parameter name=\"wmoHeader\" queryName=\"wmoHeader\" type=\"STRING\" />\n",
" <parameter name=\"refTime\" queryName=\"dataTime.refTime\" numDims=\"1\" type=\"LONG\" unit=\"s\" dbunit=\"ms\"/>\n",
" <parameter name=\"forecastHr\" queryName=\"dataTime.fcstTime\" numDims=\"1\" type=\"INT\" unit=\"h\" dbunit=\"s\"/>\n",
"\n",
"Many surface parameters are also available, shown in the list below."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Theta10\n",
"cldCvr\n",
"convPrecip\n",
"dataURI\n",
"elevation\n",
"forecastHr\n",
"frzgRainTyp\n",
"hiCld\n",
"iceTyp\n",
"landSea\n",
"latitude\n",
"longitude\n",
"lowCld\n",
"maxTemp\n",
"midCld\n",
"minTemp\n",
"numProfLvls\n",
"omega\n",
"prCloud\n",
"pressure\n",
"q10\n",
"q2\n",
"rainType\n",
"refTime\n",
"seaLvlPress\n",
"sensHeat\n",
"sfcPress\n",
"skinTemp\n",
"snowFall\n",
"snowFlux\n",
"snowMelt\n",
"snowTyp\n",
"snowWater\n",
"specHum\n",
"srHel\n",
"stationId\n",
"subSfcHeat\n",
"temp2\n",
"temperature\n",
"totPrecip\n",
"u10\n",
"uComp\n",
"uStorm\n",
"v10\n",
"vComp\n",
"vStorm\n",
"validTime\n",
"vsby\n",
"wmoHeader\n",
"wmoStaNum\n"
]
}
],
"source": [
"availableParms = DataAccessLayer.getAvailableParameters(request)\n",
"availableParms.sort()\n",
"for parm in availableParms: print parm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Set request parameters"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define latest model run time"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"using 2016-07-13 12:00:00\n"
]
}
],
"source": [
"cycles = DataAccessLayer.getAvailableTimes(request, True)\n",
"print \"using \", str(cycles[-1]) # 0 for FIRST time, -1 for LAST"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Construct latest model run datatime object"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2016-07-13 12:00:00 (0)\n",
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}
],
"source": [
"allTimes = DataAccessLayer.getAvailableTimes(request)\n",
"\n",
"# Build one complete model run\n",
"fcstRun = []\n",
"for time in allTimes:\n",
" if str(time)[:19] == str(cycles[-1]):\n",
" fcstRun.append(time)\n",
"\n",
"for time in fcstRun: print time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Request data for a single time"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"response = DataAccessLayer.getGeometryData(request,times=[fcstRun[0]])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"parms = ['pressure', 'uComp', 'temperature', 'specHum', 'vComp']\n",
"site = OAX\n",
"datetime = 1970-01-17 23:53:31.200000 (0)\n",
"geom = POINT (-96.38999938964844 41.29999923706055)\n",
"\n",
"2016-07-13 12:00:00 (0)\n"
]
}
],
"source": [
"print \"parms = \" + str(response[0].getParameters())\n",
"print \"site = \" + response[0].getLocationName()\n",
"print \"datetime = \" + str(response[0].getDataTime())\n",
"print \"geom = \" + str(response[0].getGeometry())\n",
"print \"\"\n",
"\n",
"print fcstRun[0]\n",
"\n",
"tmp,prs,sh,uc,vc = [],[],[],[],[]\n",
"for ob in response:\n",
" tmp.append(float(ob.getString(\"temperature\")))\n",
" prs.append(float(ob.getString(\"pressure\")))\n",
" sh.append(float(ob.getString(\"specHum\")))\n",
" uc.append(float(ob.getString(\"uComp\")))\n",
" vc.append(float(ob.getString(\"vComp\")))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create data arrays and calculate dewpoint from spec. humidity"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7.6 millibar 964.3 millibar\n",
"-65.349996948 degC 23.649987793 degC\n",
"0.0 0.0186100006104\n",
"0.948683279202 knot 52.2498798388 knot\n",
"0.0637433176385 degree 4.96339166114 degree\n",
"-92.4780705498 degC 21.3958515306 degC\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/awips2/python/lib/python2.7/site-packages/metpy/calc/thermo.py:371: RuntimeWarning: divide by zero encountered in log\n",
" val = np.log(e / sat_pressure_0c)\n",
"/awips2/python/lib/python2.7/site-packages/pint/quantity.py:1236: RuntimeWarning: divide by zero encountered in log\n",
" out = uf(*mobjs)\n",
"/awips2/python/lib/python2.7/site-packages/pint/quantity.py:693: RuntimeWarning: invalid value encountered in true_divide\n",
" magnitude = magnitude_op(self._magnitude, other_magnitude)\n"
]
}
],
"source": [
"import matplotlib.tri as mtri\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
"from math import exp\n",
"import numpy as np\n",
"\n",
"from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n",
"from metpy.calc import get_wind_speed,get_wind_dir, thermo, vapor_pressure\n",
"from metpy.plots import SkewT, Hodograph\n",
"from metpy.units import units, concatenate\n",
"\n",
"# we can use units.* here...\n",
"t = (np.array(tmp)-273.15) * units.degC\n",
"p = (np.array(prs)/100) * units.mbar\n",
"s = np.array(sh)\n",
"\n",
"u, v = np.array(uc),np.array(vc)\n",
"spd = get_wind_speed(u, v) * units.knot\n",
"dir = get_wind_dir(u, v) * units.deg\n",
"# assuming spec. humidity equals vapor pressure (e)\n",
"td = dewpoint(vapor_pressure(p, s))\n",
"\n",
"print min(p), max(p)\n",
"print min(t), max(t)\n",
"print min(s), max(s)\n",
"print min(spd), max(spd)\n",
"print min(dir), max(dir)\n",
"print min(td), max(td)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot with MetPy"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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YwBsCOqfL5YLJZAronKpyOByorq6WHUMJNpsNNTU1smMooaamBjZb/X7uNFRms5nLeTyq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GDRrE1KlTadq0KT///DNz5szhwIEDdl0mUKofjh49SlFRkegwKLOUodeJnSJ26NAhSktLb7uP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NiwgY4dO1KjRg3y8vJo0qQJY8eOxcPDA4ALFy6wcuVKhBDmRMX777/PkCFDrDKRpJISiqIo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\nFEVRFEVRFEUT/w/cXMJHMdEKmgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f59d6fb8d50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"plt.rcParams['figure.figsize'] = (12, 14)\n",
"\n",
"# Create a skewT plot\n",
"skew = SkewT()\n",
"\n",
"# Plot the data using normal plotting functions, in this case using\n",
"# log scaling in Y, as dictated by the typical meteorological plot\n",
"skew.plot(p, t, 'r')\n",
"skew.plot(p, td, 'g')\n",
"skew.plot_barbs(p, u, v)\n",
"skew.ax.set_ylim(1000, 100)\n",
"skew.ax.set_xlim(-40, 60)\n",
"\n",
"# Calculate LCL height and plot as black dot\n",
"l = lcl(p[0], t[0], td[0])\n",
"lcl_temp = dry_lapse(concatenate((p[0], l)), t[0])[-1].to('degC')\n",
"skew.plot(l, lcl_temp, 'ko', markerfacecolor='black')\n",
"\n",
"# Calculate full parcel profile and add to plot as black line\n",
"prof = parcel_profile(p, t[0], td[0]).to('degC')\n",
"skew.plot(p, prof, 'k', linewidth=2)\n",
"\n",
"# Example of coloring area between profiles\n",
"skew.ax.fill_betweenx(p, t, prof, where=t>=prof, facecolor='blue', alpha=0.4)\n",
"skew.ax.fill_betweenx(p, t, prof, where=t<prof, facecolor='red', alpha=0.4)\n",
"\n",
"# An example of a slanted line at constant T -- in this case the 0 isotherm\n",
"l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n",
"\n",
"# Draw hodograph\n",
"ax_hod = inset_axes(skew.ax, '40%', '40%', loc=3)\n",
"h = Hodograph(ax_hod, component_range=80.)\n",
"h.add_grid(increment=20)\n",
"h.plot_colormapped(u, v, spd)\n",
"\n",
"# Show the plot\n",
"plt.show()\n",
"\n"
]
}
],
"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": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}