mirror of
https://github.com/Unidata/python-awips.git
synced 2025-02-23 22:57:56 -05:00
180 lines
115 KiB
Text
180 lines
115 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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"The following script takes you through the steps of retrieving an Upper Air vertical profile from an AWIPS EDEX server and plotting a Skew-T/Log-P chart with Matplotlib and MetPy.\n",
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"\n",
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"The **bufrua** plugin returns separate objects for parameters at **mandatory levels** and at **significant temperature levels**. For the Skew-T/Log-P plot, significant temperature levels are used to plot the pressure, temperature, and dewpoint lines, while mandatory levels are used to plot the wind profile."
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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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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 576x720 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%matplotlib inline\n",
|
|
"from awips.dataaccess import DataAccessLayer\n",
|
|
"import matplotlib.tri as mtri\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
|
|
"import numpy as np\n",
|
|
"import math\n",
|
|
"from metpy.calc import wind_speed, wind_components, lcl, dry_lapse, parcel_profile\n",
|
|
"from metpy.plots import SkewT, Hodograph\n",
|
|
"from metpy.units import units, concatenate\n",
|
|
"\n",
|
|
"# Set host\n",
|
|
"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
|
|
"request = DataAccessLayer.newDataRequest()\n",
|
|
"\n",
|
|
"# Set data type\n",
|
|
"request.setDatatype(\"bufrua\")\n",
|
|
"availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n",
|
|
"availableLocs.sort()\n",
|
|
" \n",
|
|
"MAN_PARAMS = set(['prMan', 'htMan', 'tpMan', 'tdMan', 'wdMan', 'wsMan'])\n",
|
|
"SIGT_PARAMS = set(['prSigT', 'tpSigT', 'tdSigT'])\n",
|
|
"request.setParameters(\"wmoStaNum\", \"validTime\", \"rptType\", \"staElev\", \"numMand\",\n",
|
|
" \"numSigT\", \"numSigW\", \"numTrop\", \"numMwnd\", \"staName\")\n",
|
|
"request.getParameters().extend(MAN_PARAMS)\n",
|
|
"request.getParameters().extend(SIGT_PARAMS)\n",
|
|
"locations = DataAccessLayer.getAvailableLocationNames(request)\n",
|
|
"locations.sort()\n",
|
|
"\n",
|
|
"# Set station ID (not name)\n",
|
|
"request.setLocationNames(\"72562\") #KLBF\n",
|
|
"\n",
|
|
"# Get all times\n",
|
|
"datatimes = DataAccessLayer.getAvailableTimes(request)\n",
|
|
"\n",
|
|
"# Get most recent record\n",
|
|
"response = DataAccessLayer.getGeometryData(request,times=datatimes[-1].validPeriod)\n",
|
|
"\n",
|
|
"# Initialize data arrays\n",
|
|
"tdMan,tpMan,prMan,wdMan,wsMan = np.array([]),np.array([]),np.array([]),np.array([]),np.array([])\n",
|
|
"prSig,tpSig,tdSig = np.array([]),np.array([]),np.array([])\n",
|
|
"manGeos = []\n",
|
|
"sigtGeos = []\n",
|
|
"\n",
|
|
"# Build arrays\n",
|
|
"for ob in response:\n",
|
|
" parm_array = [x.decode('utf-8') for x in ob.getParameters()]\n",
|
|
" if set(parm_array) & MAN_PARAMS:\n",
|
|
" manGeos.append(ob)\n",
|
|
" prMan = np.append(prMan,ob.getNumber(\"prMan\"))\n",
|
|
" tpMan = np.append(tpMan,ob.getNumber(\"tpMan\"))\n",
|
|
" tdMan = np.append(tdMan,ob.getNumber(\"tdMan\"))\n",
|
|
" wdMan = np.append(wdMan,ob.getNumber(\"wdMan\"))\n",
|
|
" wsMan = np.append(wsMan,ob.getNumber(\"wsMan\"))\n",
|
|
" continue\n",
|
|
" if set(parm_array) & SIGT_PARAMS:\n",
|
|
" sigtGeos.append(ob)\n",
|
|
" prSig = np.append(prSig,ob.getNumber(\"prSigT\"))\n",
|
|
" tpSig = np.append(tpSig,ob.getNumber(\"tpSigT\"))\n",
|
|
" tdSig = np.append(tdSig,ob.getNumber(\"tdSigT\"))\n",
|
|
" continue\n",
|
|
"\n",
|
|
"# Sort mandatory levels (but not sigT levels) because of the 1000.MB interpolation inclusion\n",
|
|
"ps = prMan.argsort()[::-1]\n",
|
|
"wpres = prMan[ps]\n",
|
|
"direc = wdMan[ps]\n",
|
|
"spd = wsMan[ps]\n",
|
|
"tman = tpMan[ps]\n",
|
|
"dman = tdMan[ps]\n",
|
|
"\n",
|
|
"# Flag missing data\n",
|
|
"prSig[prSig <= -9999] = np.nan\n",
|
|
"tpSig[tpSig <= -9999] = np.nan\n",
|
|
"tdSig[tdSig <= -9999] = np.nan\n",
|
|
"wpres[wpres <= -9999] = np.nan\n",
|
|
"tman[tman <= -9999] = np.nan\n",
|
|
"dman[dman <= -9999] = np.nan\n",
|
|
"direc[direc <= -9999] = np.nan\n",
|
|
"spd[spd <= -9999] = np.nan\n",
|
|
"\n",
|
|
"# assign units\n",
|
|
"p = (prSig/100) * units.mbar\n",
|
|
"T = (tpSig-273.15) * units.degC\n",
|
|
"Td = (tdSig-273.15) * units.degC\n",
|
|
"wpres = (wpres/100) * units.mbar\n",
|
|
"tman = tman * units.degC\n",
|
|
"dman = dman * units.degC\n",
|
|
"u,v = wind_components(spd, np.deg2rad(direc))\n",
|
|
"\n",
|
|
"# Create SkewT/LogP\n",
|
|
"plt.rcParams['figure.figsize'] = (8, 10)\n",
|
|
"skew = SkewT()\n",
|
|
"skew.plot(p, T, 'r', linewidth=2)\n",
|
|
"skew.plot(p, Td, 'g', linewidth=2)\n",
|
|
"skew.plot_barbs(wpres, u, v)\n",
|
|
"skew.ax.set_ylim(1000, 100)\n",
|
|
"skew.ax.set_xlim(-60, 30)\n",
|
|
"\n",
|
|
"title_string = \" T(F) Td \" \n",
|
|
"title_string += \" \" + str(ob.getString(\"staName\"))\n",
|
|
"title_string += \" \" + str(ob.getDataTime().getRefTime())\n",
|
|
"title_string += \" (\" + str(ob.getNumber(\"staElev\")) + \"m elev)\"\n",
|
|
"title_string += \"\\n\" + str(round(T[0].to('degF').item(),1))\n",
|
|
"title_string += \" \" + str(round(Td[0].to('degF').item(),1))\n",
|
|
"plt.title(title_string, loc='left')\n",
|
|
"\n",
|
|
"# Calculate LCL height and plot as black dot\n",
|
|
"lcl_pressure, lcl_temperature = lcl(p[0], T[0], Td[0])\n",
|
|
"skew.plot(lcl_pressure, lcl_temperature, '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",
|
|
"# 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, '30%', '30%', loc=3)\n",
|
|
"h = Hodograph(ax_hod, component_range=max(wsMan))\n",
|
|
"h.add_grid(increment=20)\n",
|
|
"h.plot_colormapped(u, v, spd)\n",
|
|
"\n",
|
|
"# Show the plot\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
|
|
}
|