python-awips/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb
2020-09-03 13:34:50 -06:00

182 lines
111 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"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",
"\n",
"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."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x864 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 = ob.getParameters()\n",
" if set(parm_array) & MAN_PARAMS:\n",
" manGeos.append(ob)\n",
" prMan = np.append(prMan,ob.getNumber(\"prMan\"))\n",
" tpMan, tpUnit = np.append(tpMan,ob.getNumber(\"tpMan\")), ob.getUnit(\"tpMan\")\n",
" tdMan, tdUnit = np.append(tdMan,ob.getNumber(\"tdMan\")), ob.getUnit(\"tdMan\")\n",
" wdMan = np.append(wdMan,ob.getNumber(\"wdMan\"))\n",
" wsMan, wsUnit = np.append(wsMan,ob.getNumber(\"wsMan\")), ob.getUnit(\"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",
"wpres = (wpres/100) * units.mbar\n",
"u,v = wind_components(spd * units.knots, np.deg2rad(direc))\n",
"\n",
"if tpUnit == 'K':\n",
" T = (tpSig-273.15) * units.degC\n",
" Td = (tdSig-273.15) * units.degC\n",
" tman = tman * units.degC\n",
" dman = dman * units.degC\n",
"\n",
"# Create SkewT/LogP\n",
"plt.rcParams['figure.figsize'] = (10, 12)\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
}