python-awips/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb
2016-10-24 11:04:56 -05:00

179 lines
137 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": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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4EDjQObcm7RjHA3cA7wT3nwPOiyD2yN1+++1xhxCL5uS9vnI9AIZRYiW5CikS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\nEeXL26VdIcRdjt4x9zA6ACGEcDRKqalAW6BZ6k55shAgAXgaSBmE2Aegd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G9wRDbi7g4/\n/wwVKpjmd+2CgQONjUkI4dSkYy6EECJd9evXp3HjxkaHkSmenp4ULVrU3LHKCTw8POjYsSMACxcu\nJCEhweCIsu/y5ctcu3bN6DCypGbNmgwbNgyAhIQEevbsSXx8fIb2zcl5p+fcjXNM/3s6AHk88jC8\n6XCL9U6Xd+HCsHQppDwv/v33MHt2ms2cLu8Mkrxdi6vmbU/SMRdCCCEcRP78+enYsSOXL19m1apV\nOX5Iuk8//ZQLFy4YHUaWDRs2jBrJw2ft3buXCRMmZGi/nJ73g4zeMpq4xDgABj4+kBL5S1isd8q8\n69QxdchT9Oljet48FafMOwMkb9fiqnnbk8rpf/SFEMJoSqm6QEhISMh9hxDbs2cPAQEBPGi9EPc6\ncOAAy5Yto2fPnpQuXdrocDLkfq/zyMhI8ufPb3Bk2bN7924aNmxIUlISuXPnZu/evQ+tteAMed/r\nSMQRakyvQZJOwsfLh9PvnKZQnkIW2zhj3mb9+sG0aabpcuVMnXNfX8DJ806H5O1anCHvlL9TQIDW\n2uHGfJMr5kIIcQ+l1JNKqZVKqYtKqSSlVOB9thmVvD4a+M6AMIUTq1mzJgMHDswxnfIHyekf4sD0\nKMd7770HQGxsLL169SIxMTHdfZwh73uN2DSCJJ0EwNAnhqbplINz5m02cSI0amSaPncOOnVCJz9u\n4tR5p0Pydi2umrc9ScdcCCHSygf8A/QF0txWpJR6P3ldD6AGcAkgJibGfhEKp1ewYEGjQxDJRo8e\nTeXKlQHYvn07U6dONTgi+/o77G+WHlkKQLF8xXjn8XcMjsgAuXLB4sVQtCgApw4dovbvvzPn0iXi\nkpIMDk4I4QykYy6EEPfQWq/VWn+stV4BqPtsMhAYo7Ver7U+DXwK8Pvvv9szTKtLSkoiLi7O6DCE\nEzh79ixJTtRZyZMnDz/88IN5ftiwYZw+fTrNds6Wd4phfw4zT49oOoJ8uSyHA3PWvNMoVQoWLQJ3\nd75u354Dt2/zxpEjTHax525d5nzfQ/IWtiYdcyGEyASlVAWgOLAx1eIEgP379xsSk7Xs2LGD7777\nTjrnIlsSEhLo1atXji9cd6+mTZvSt29fAKKjo/nPf/5jkaOz5r3pzCbWn14PQAWfCvwn4D8W6501\n7wdq1oyIiROZ1bo1jB9P3uhoekZHGx2V3bjc+U4mebtW3kaRjrkQQmROcUy3t4ffuyInDyNy/fp1\nNm3aRJUqVciVK5fR4WRbZGQkmzdvlvHADeDh4cHChQtxd3c3OhSr+/zzzylbtiwAGzdutLiK7ox5\na6358M8PzfOjnxpNLnfL9wdnzPthprZpQ2zevDByJL1//53C7dpBVJTRYdmFK55vkLxdLW+jSMdc\nCCEEmzZtIk+ePDRv3tzoUKwiKiqKLVu2EJX8YTkpyfRtf3h4FI899h1jxmzh8OEII0N0an5+fkaH\nYBP58+dn5syZ5vn//ve/FsMHOVveK4+tZOfFnQA8WuRROtfsfN/tnC3v9NxOTGTqxYsAeHh7M2jJ\nEjh8GHr1Ahe5quhK5zs1yVvYmofRAQghRA4Tjum58+LA9dQrfJOHznmQQYMGpSno1alTJzp16mTl\nEDPn0qVLHDx4kBdffBFPT09DY7EFrTVt2y6gcuXClC5dgH37LrNv32VGjtxMtWp+vPpqdV59tTo1\naxZFqfuVFHAc169fx8fHBzc3Y79XDwoKIigoyGLZzZs3DYrGvlq3bk2PHj2YM2cOt27dok+fPqxc\nudLhXzuZlZiUyEcbPzLPf9r8U9zd5KrZrEuXuJ5cjb2Ttzdl79wxrVi0CB5/HAYPNjA6IUROJh1z\nIYTIBK31GaVUONAcOJy82AOgdu3a6e47ceJEhxzH/M8//8TX15fHHnvM6FBsYsmSw6xefRyA3Lkt\nOxZHjlxl7NitjB27lcqVC5s76XXqFHe4jtatW7f49ttvadOmDXXq1DE0lvt9oZRqfFin9/XXX7N2\n7VrCw8NZvXo13377Lf379zc6LKv65cAvHIo4BEDD0g0JrJJm1EguXbpEiRIl7B2aYeKTkvjq/Hm4\ndg18fRny6KMwbx60bWvaYOhQqFsXnnrK0DhtxdXOdwrJW9iL3MouhBD3UErlU0rVVkql9FT9k+fL\nJM9PAkYopVoppSoCwwCeffbZ+x7v0KFDNo85q86cOcOpU6do3ry54VdhbSEqKpaBA9ea52NjHzz+\n9IkT1/nss2ACAmZQseJkhg5dz65dFx2m6E2BAgWoWrUqmzdvJiH5ip0wRqFChZg+fbp5fsiQIVy5\ncsXAiKwrLjGOjzd/bJ4f13xcmi+qdu/ezRdffGHv0Ax1LDqamwcPQlAQzxUuTE1vbwgMhI+S7yxI\nTISOHcEJq7S74vkGyVvYl/N9ChNCiOyrB+wFQjAVevsK2AOMBtBajwe+BX4CDgClwDSk0v34+/vb\nPOCs0Frz559/UqpUKapVq2Z0ODYxbdrfXLpkWZTp+ecrUapU/nT3O3PmBl9+uY3HH/+B8uW/YfDg\ndWzbdt78rLpRmjdvTmRkJLt37zY0DgEvvfQSHTp0AODOnTsMGDDA4IisZ0bIDM7eOAtAK/9WPF3h\n6TTbPProo4wcOdLOkRmrhrc3J197jfGjRzOiXLm7K0aPhmeeMU1fuQLt20NsrDFB2ogrnm+QvIV9\nScdcCCHuobXeorV201q73/PTM9U2Y7TWJbXWeYG30jvegzrsRtNa89hjj9G6dWuHu23bWhYutLxb\n4bnnKrF6dWdCQwexfXsvBg9uSNmyBR+wt0lo6E0mTtxB48Y/UqbMRN5553e2bj1HYqL9x3X19fWl\ndu3a7NixQ8aVdQBTpkwx15ZYtGgRy5YtMzii7Lsdd5tPtn5inh/XYtx9t8ubNy+FChWyV1gOwy9/\nfoY8+iiNUtcLcXeHn3+G8uVN8zt2wKBBhsRnK656viVvYU/SMRdCCBfl5uZGvXr1zMM/OZP7dZq9\nvDyYOvV5lFK4uSkaNizNV189w9mzA9m1602GDn0Cf//0P4iEhUUyZcoumjWbQ6lSX9O37xo2bjxj\n1056/fr1uXXrFidOnLBbm+L+ihYtyuTJk83zffv25d9//zUwoqwJvRnKLwd+oc/qPtSdUZfLty8D\n0K5aO+qVrGdwdDmEry8sXQpeXqb56dMhVQV/IYR4GOmYCyGEjURFRREXF2d0GC5p8eKjXLkCqR/F\n/vjjpvfteCulqF+/FF980YqTJwewZ09vhg1rQuXKhdNt4/Ll20yf/jcdOixm/fpTnDx5Pd3traVk\nyZKUKlVKbmc3WMrvd6dOnWjTpg0A4eHhvP/++wZHlr4kncTBKwf57u/veP3X1yk3qRzlJpXj9V9f\n57uQ7zh+zVQo0U25MfbpsWn2d9X3tQzlXbeuqUOe4u23YeVK2wZmY3K+XYur5u0opGMuhBA28sUX\nX7B9+3ajw3A5Fy/eYuTIXUybBhHJQ5VXr16E99574qH7KqWoU6cEn37agmPH+rN//9t8/HFTqlcv\n8sB9GjcuS7t2i2nUaBY7dtin6FO9evU4deoU16/b58sAkVbK77dSiunTp5M/v6luwcyZM9m6davB\n0d0VlxjH9vPbGf+/8bwY9CJ+4/2oOb0mfdb04ZcDvxB6M9RiezflRkCJAH566SeqFUlbe8JV39cy\nnHePHneHTEtKMhWD++svm8ZmS3K+XYur5u0olKNUmxVCiJxKKVUXCAkJCbEYDu3kyZNUrFiRvXv3\nEhAQwL3rhW20b7+YJUsOWyzbsqUHTZuWe8AeGXP4cARLlx5m8eLDHDhwtwK3j48XN26YxjLOk8eD\noKB2tG1bNVttPUxCQgKrV6+mSZMm+Pn52bStjEoZLs1VXucpv98p9RmmTp1qLgBXpUoV9u3bR+7c\nue0e163YW2w/v52/Qv8iODSYnRd3cifhzgO3z+ORh4alG/Jk2SdpUrYJDUs3JH/uBxdHvDdvV5Gp\nvJOSoFs303PnAD4+sHUr1Kxp2yBtQM635O1MUg3rGaC13mN0PPeSjrkQQmTTgzrmKVytw2Kk3347\nwQsv/GKx7I03HuPHH9tatZ1jx66ydOkRJk3aQUREtMU6NzfF5MnP0q9fA6u26ehc/XWemJhI48aN\n2blzJwAjR45k1KhRNm/3UuQlgkODzR3xfZf3kaQfXPPAN48vTco2MXfE65aoi6e7p83jdDlxcaah\n1NatM82XLAnbtkG57H1BKITIOkfvmHsYHYAQQghhDdHR8fTr95vFMl/fPIwf38rqbVWp4sewYU8y\nYEADOnRYwtq1J83rkpI0/fv/TmjoTT77rCVubs555UFYcnd3Z+bMmdStW5eEhATGjRtHx44drToU\nodaa49eOW3TET/17Kt19KvhUsOiIV/Wr6rRXw6ztSlwcvY8dY1CZMjQtWDBz/2+5csGSJdCiBeza\nBWFh0Lo1BAdDkQc/GiOEcF3SMRdCCCuLiorC29vb6DBcztixWzh79obFsgkTWuPnl9dmbebPn5uV\nK1/j7bdX8+OP/1isGz9+G+fP32L27Lbkzi1/bp1Fer/fNWvWZOjQoYwbN474+Hh69+7Nli1bcHPL\nWkmfhKQE9l7aa9ERj4iOeOD2CkWtYrUsOuKlCpTKUtv3csX3takXL7LiwgVWXLvGVxUrMrhMmcwd\nwNsb1qyBJk3g2DE4fhxeeAE2bjStc2CueL5B8hbGkuJvQghhRVprXn75ZYetahoeHs706dNz5JBO\n6Tl48AoTJlgWrGnatBzdu9e2eduenu788EMgo0Y1S7MuKOggzz77s/kZdJGzZeT3e/jw4VSqVAmA\n4OBgZmZhyKw7CXfotqwbPp/70OCHBgz+YzDLji5L0ynP7Z6bJ8s+yYdNPuS3zr9x/f3r/PP2P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87SnvnTt3Ur26eXyWMWPGcOLEiWwHT7UWUjEXQgg7U5iBpOxF5j7mqU3Z4+ISmT9/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\nEPr//lxGSXILedcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50bd1e2950>"
]
},
"metadata": {},
"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 get_wind_speed, get_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",
"# Set Mandatory and Significant Temperature level parameters\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",
"\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",
" if set(ob.getParameters()) & 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(ob.getParameters()) & 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 = get_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(-30, 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",
"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",
"# 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()"
]
}
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