mirror of
https://github.com/Unidata/python-awips.git
synced 2025-02-23 22:57:56 -05:00
175 lines
170 KiB
Text
175 lines
170 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 6,
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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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"84700.0 1.5\n",
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"100000.0 -9999.0\n",
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"92500.0 -9999.0\n",
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"85000.0 -9999.0\n",
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"70000.0 4.599999904632568\n",
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"50000.0 6.099999904632568\n",
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"40000.0 8.199999809265137\n",
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"30000.0 22.100000381469727\n",
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"25000.0 29.30000114440918\n",
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"20000.0 18.5\n",
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"15000.0 11.800000190734863\n",
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"10000.0 6.099999904632568\n",
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"7000.0 2.5\n",
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"5000.0 2.0\n",
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"3000.0 6.099999904632568\n",
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"2000.0 8.199999809265137\n",
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"1000.0 9.699999809265137\n",
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"700.0 -9999.0\n",
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"500.0 -9999.0\n",
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"300.0 -9999.0\n",
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"200.0 -9999.0\n",
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"100.0 -9999.0\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/metpy/calc/basic.py:736: UserWarning: Input over 12.566370614359172 radians. Ensure proper units are given.\n",
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" 'Ensure proper units are given.'.format(max_radians))\n"
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]
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},
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{
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"data": {
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\n",
|
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"text/plain": [
|
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"<Figure size 864x1008 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"%matplotlib inline\n",
|
|
"from awips.dataaccess import DataAccessLayer\n",
|
|
"\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",
|
|
"\n",
|
|
"from metpy.calc import wind_components, lcl, dry_lapse, parcel_profile\n",
|
|
"from metpy.plots import SkewT, Hodograph\n",
|
|
"from metpy.units import units, concatenate\n",
|
|
"\n",
|
|
"plt.rcParams['figure.figsize'] = (12, 14)\n",
|
|
"\n",
|
|
"# Set EDEX host\n",
|
|
"DataAccessLayer.changeEDEXHost(\"149.165.156.89\")\n",
|
|
"\n",
|
|
"request = DataAccessLayer.newDataRequest()\n",
|
|
"\n",
|
|
"# Data type bufrua\n",
|
|
"request.setDatatype(\"bufrua\")\n",
|
|
"# Parameters\n",
|
|
"request.setParameters(\"tpMan\",\"tdMan\",\"prMan\",\"htMan\",\"wdMan\",\"wsMan\")\n",
|
|
"# Station ID (name doesn't work yet)\n",
|
|
"request.setLocationNames(\"72469\")\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",
|
|
"tpMan,tdMan,prMan,htMan,wdMan,wsMan = [],[],[],[],[],[]\n",
|
|
"\n",
|
|
"# Build ordered arrays\n",
|
|
"for ob in response:\n",
|
|
" print(float(ob.getString(b\"prMan\")), float(ob.getString(b\"wsMan\")))\n",
|
|
" tpMan.append(float(ob.getString(b\"tpMan\")))\n",
|
|
" tdMan.append(float(ob.getString(b\"tdMan\")))\n",
|
|
" prMan.append(float(ob.getString(b\"prMan\")))\n",
|
|
" htMan.append(float(ob.getString(b\"htMan\")))\n",
|
|
" wdMan.append(float(ob.getString(b\"wdMan\")))\n",
|
|
" wsMan.append(float(ob.getString(b\"wsMan\")))\n",
|
|
"\n",
|
|
"# we can use units.* here...\n",
|
|
"T = np.array(tpMan)-273.15\n",
|
|
"Td = np.array(tdMan)-273.15\n",
|
|
"p = np.array(prMan)/100\n",
|
|
"height = np.array(htMan)\n",
|
|
"direc = np.array(wdMan)\n",
|
|
"spd = np.array(wsMan)\n",
|
|
"u, v = wind_components(spd, np.deg2rad(direc))\n",
|
|
"\n",
|
|
"p = p * units.mbar\n",
|
|
"T = T * units.degC\n",
|
|
"Td = Td * units.degC\n",
|
|
"spd = spd * units.knot\n",
|
|
"direc = direc * units.deg\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",
|
|
"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",
|
|
"# 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": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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},
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"file_extension": ".py",
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"version": "3.6.6"
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}
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}
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