mirror of
https://github.com/Unidata/python-awips.git
synced 2025-02-23 22:57:56 -05:00
196 lines
113 KiB
Text
196 lines
113 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": 26,
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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(\"149.165.156.89\")\n",
|
|
"request = DataAccessLayer.newDataRequest()\n",
|
|
"\n",
|
|
"# Set data type\n",
|
|
"request.setDatatype(\"bufrua\")\n",
|
|
"availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n",
|
|
"availableLocs.sort()\n",
|
|
"\n",
|
|
"# Set Mandatory and Significant Temperature level parameter\n",
|
|
"#[b'staName', \n",
|
|
"# b'numSigT',\n",
|
|
"# b'numSigW', \n",
|
|
"# b'numMand', \n",
|
|
"# b'numTrop', \n",
|
|
"# b'wmoStaNum', \n",
|
|
"# b'validTime', \n",
|
|
"# b'staElev', \n",
|
|
"# b'rptType', \n",
|
|
"# b'numMwnd']\n",
|
|
"\n",
|
|
"\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.getString(b\"prMan\"))\n",
|
|
" tpMan = np.append(tpMan,ob.getString(b\"tpMan\"))\n",
|
|
" tdMan = np.append(tdMan,ob.getString(b\"tdMan\"))\n",
|
|
" wdMan = np.append(wdMan,ob.getString(b\"wdMan\"))\n",
|
|
" wsMan = np.append(wsMan,ob.getString(b\"wsMan\"))\n",
|
|
" continue\n",
|
|
" if set(parm_array) & SIGT_PARAMS:\n",
|
|
" sigtGeos.append(ob)\n",
|
|
" prSig = np.append(prSig,ob.getString(b\"prSigT\"))\n",
|
|
" tpSig = np.append(tpSig,ob.getString(b\"tpSigT\"))\n",
|
|
" tdSig = np.append(tdSig,ob.getString(b\"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",
|
|
"#u,v = wind_components(spd, direc)\n",
|
|
"\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 += \" \" + ob.getString(b\"staName\").decode('UTF-8')\n",
|
|
"title_string += \" \" + str(ob.getDataTime().getRefTime())\n",
|
|
"title_string += \" (\" + str(ob.getString(b\"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
|
|
}
|