{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The following notebook takes you through the stepd of retreiving an Upper Air vertical profile from an AWIPS EDEX server, and plotting with Matplotlib and MetPy.\n", "\n", "The **bufrua** plugin returns separate objects for parameters at **mandatory levels** and at **significant temperature levels**. For the SkewT/LogP 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": 18, "metadata": { "collapsed": false }, "outputs": [], "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 EDEX host\n", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "request = DataAccessLayer.newDataRequest()\n", "\n", "# Data type bufrua\n", "request.setDatatype(\"bufrua\")\n", "availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n", "availableLocs.sort()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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", "station = \"72562\" # KLBF\n", "request.setLocationNames(station)\n", "\n", "datatimes = DataAccessLayer.getAvailableTimes(request)\n", "\n", "# Get most recent record\n", "response = DataAccessLayer.getGeometryData(request,times=datatimes[-2].validPeriod)\n", "\n", "# Initialize data arrays\n", "prMan,wdMan,wsMan = np.array([]),np.array([]),np.array([])\n", "prSig,tpSig,tdSig = np.array([]),np.array([]),np.array([])\n", "manGeos = []\n", "sigtGeos = []\n", "\n", "# Build ordered 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", " 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" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sounding_title = str(ob.getLocationName()) + \" \" + str(ob.getDataTime())\n", "\n", "# Need to sort mandatory (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", "\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", "direc[direc <= -9999] = np.nan\n", "spd[spd <= -9999] = np.nan\n", "\n", "u,v = get_wind_components(spd, np.deg2rad(direc))\n", "p = (prSig/100) * units.mbar\n", "wpres = (wpres/100) * units.mbar\n", "T = (tpSig-273.15) * units.degC\n", "Td = (tdSig-273.15) * units.degC" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAANsCAYAAABcZCvYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niFZKKaWUUkoppUrp/wEOrVk3slnYyAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a skewT plot\n", "plt.rcParams['figure.figsize'] = (8, 10)\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', 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", "plt.title(sounding_title)\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", "# 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 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }