{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The EDEX modelsounding plugin creates 64-level vertical profiles from GFS and ETA (NAM) BUFR products distirubted over NOAAport. Paramters which are requestable are **pressure**, **temperature**, **specHum**, **uComp**, **vComp**, **omega**, **cldCvr**." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['CHE',\n", " 'CRL',\n", " 'EAX',\n", " 'HSI',\n", " 'KDSM',\n", " 'KFOE',\n", " 'KFRM',\n", " 'KFSD',\n", " 'KGRI',\n", " 'KLNK',\n", " 'KMCI',\n", " 'KMCW',\n", " 'KMHE',\n", " 'KMHK',\n", " 'KMKC',\n", " 'KOFK',\n", " 'KOMA',\n", " 'KRSL',\n", " 'KSLN',\n", " 'KSTJ',\n", " 'KSUX',\n", " 'KTOP',\n", " 'KYKN',\n", " 'OAX',\n", " 'P#8',\n", " 'P#9',\n", " 'P#A',\n", " 'P#G',\n", " 'P#I',\n", " 'RDD',\n", " 'WSC']" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "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", "from math import exp, log\n", "import numpy as np\n", "\n", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "request = DataAccessLayer.newDataRequest()\n", "request.setDatatype(\"modelsounding\")\n", "forecastModel = \"GFS\"\n", "request.addIdentifier(\"reportType\", forecastModel)\n", "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\",\"omega\",\"cldCvr\")\n", "locations = DataAccessLayer.getAvailableLocationNames(request)\n", "locations.sort()\n", "list(locations)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "request.setLocationNames(\"KMCI\")\n", "cycles = DataAccessLayer.getAvailableTimes(request, True)\n", "times = DataAccessLayer.getAvailableTimes(request)\n", "\n", "try:\n", " fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)\n", " list(fcstRun)\n", " response = DataAccessLayer.getGeometryData(request,[fcstRun[0]])\n", "except:\n", " print('No times available')\n", " exit" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parms = ['uComp', 'cldCvr', 'temperature', 'vComp', 'pressure', 'omega', 'specHum']\n", "site = KMCI\n", "geom = POINT (-94.72000122070312 39.31999969482422)\n", "datetime = 1970-01-18 04:45:50.400000 (0)\n", "reftime = Jan 18 70 04:45:50 GMT\n", "fcstHour = 0\n", "period = (Jan 18 70 04:45:50 , Jan 18 70 04:45:50 )\n" ] } ], "source": [ "tmp,prs,sh = np.array([]),np.array([]),np.array([])\n", "uc,vc,om,cld = np.array([]),np.array([]),np.array([]),np.array([])\n", "\n", "for ob in response:\n", " tmp = np.append(tmp,ob.getNumber(\"temperature\"))\n", " prs = np.append(prs,ob.getNumber(\"pressure\"))\n", " sh = np.append(sh,ob.getNumber(\"specHum\"))\n", " uc = np.append(uc,ob.getNumber(\"uComp\"))\n", " vc = np.append(vc,ob.getNumber(\"vComp\"))\n", " om = np.append(om,ob.getNumber(\"omega\"))\n", " cld = np.append(cld,ob.getNumber(\"cldCvr\"))\n", "\n", "print(\"parms = \" + str(ob.getParameters()))\n", "print(\"site = \" + str(ob.getLocationName()))\n", "print(\"geom = \" + str(ob.getGeometry()))\n", "print(\"datetime = \" + str(ob.getDataTime()))\n", "print(\"reftime = \" + str(ob.getDataTime().getRefTime()))\n", "print(\"fcstHour = \" + str(ob.getDataTime().getFcstTime()))\n", "print(\"period = \" + str(ob.getDataTime().getValidPeriod()))\n", "sounding_title = forecastModel + \" \" + str(ob.getLocationName()) + \"(\"+ str(ob.getGeometry())+\")\" + str(ob.getDataTime())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create data arrays and calculate dewpoint from spec. humidity" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n", "from metpy.calc import get_wind_speed,get_wind_dir, thermo, vapor_pressure\n", "from metpy.plots import SkewT, Hodograph\n", "from metpy.units import units, concatenate\n", "\n", "# we can use units.* here...\n", "t = (tmp-273.15) * units.degC\n", "p = prs/100 * units.mbar\n", "\n", "u,v = uc*1.94384,vc*1.94384 # m/s to knots\n", "spd = get_wind_speed(u, v) * units.knots\n", "dir = get_wind_dir(u, v) * units.deg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dewpoint from Specific Humidity\n", "\n", "Because the modelsounding plugin does not return dewpoint values, we must calculate the profile ourselves. Here are three examples of dewpoint calculated from specific humidity, including a manual calculation following NCEP AWIPS/NSHARP. \n", "\n", "### 1) metpy calculated mixing ratio and vapor pressure" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ "from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n", "from metpy.calc import get_wind_speed,get_wind_dir, thermo, vapor_pressure\n", "from metpy.plots import SkewT, Hodograph\n", "from metpy.units import units, concatenate\n", "\n", "# we can use units.* here...\n", "t = (tmp-273.15) * units.degC\n", "p = prs/100 * units.mbar\n", "\n", "u,v = uc*1.94384,vc*1.94384 # m/s to knots\n", "spd = get_wind_speed(u, v) * units.knots\n", "dir = get_wind_dir(u, v) * units.deg" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mj/miniconda2/lib/python2.7/site-packages/MetPy-0.3.0+34.gcf954c5-py2.7.egg/metpy/calc/thermo.py:371: RuntimeWarning: divide by zero encountered in log\n", " val = np.log(e / sat_pressure_0c)\n", "/Users/mj/miniconda2/lib/python2.7/site-packages/pint/quantity.py:1236: RuntimeWarning: divide by zero encountered in log\n", " out = uf(*mobjs)\n", "/Users/mj/miniconda2/lib/python2.7/site-packages/pint/quantity.py:693: RuntimeWarning: invalid value encountered in true_divide\n", " magnitude = magnitude_op(self._magnitude, other_magnitude)\n" ] } ], "source": [ "rmix = (sh/(1-sh)) *1000 * units('g/kg')\n", "e = vapor_pressure(p, rmix)\n", "td = dewpoint(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) metpy calculated assuming spec. humidity = mixing ratio" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "td2 = dewpoint(vapor_pressure(p, sh))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3) NCEP AWIPS soundingrequest plugin\n", "based on GEMPAK/NSHARP, from https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mj/miniconda2/lib/python2.7/site-packages/ipykernel/__main__.py:8: RuntimeWarning: divide by zero encountered in log\n", "/Users/mj/miniconda2/lib/python2.7/site-packages/ipykernel/__main__.py:8: RuntimeWarning: invalid value encountered in divide\n" ] } ], "source": [ "# new arrays\n", "ntmp = tmp\n", "\n", "# where p=pressure(pa), T=temp(C), T0=reference temp(273.16)\n", "rh = 0.263*prs*sh / (np.exp(17.67*ntmp/(ntmp+273.15-29.65)))\n", "vaps = 6.112 * np.exp((17.67 * ntmp) / (ntmp + 243.5))\n", "vapr = rh * vaps / 100\n", "dwpc = np.array(243.5 * (np.log(6.112) - np.log(vapr)) / (np.log(vapr) - np.log(6.112) - 17.67)) * units.degC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot with MetPy" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mj/miniconda2/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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//PO9DsMXTp48Sfv27b0OwxeOHz9Ox44dvQ7DF9LT00lMTARgw4YNJCYm1ps+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cFi1aUFRUVPr4qQ2JU2+HCllDQgghDCDbfgpRfe05msbvxt5PYsxyADoW3M3y5z+j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\nwTe0dLlcjB8/3nQMKxQWFjJhwgTTMayQn5/PpEmTTMc4TVBQEB9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8fXtKSgqff/6570Ld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\nvfe9msYVZ53Au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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "plt.rcParams['figure.figsize'] = (12, 14)\n", "\n", "# Create a skewT plot\n", "skew = SkewT()\n", "\n", "# Plot the data\n", "skew.plot(p, t, 'r', linewidth=2)\n", "skew.plot(p, td, 'b', linewidth=2)\n", "skew.plot(p, td2, 'y')\n", "skew.plot(p, dwpc, 'g', linewidth=2)\n", "\n", "skew.plot_barbs(p, u, v)\n", "skew.ax.set_ylim(1000, 100)\n", "skew.ax.set_xlim(-40, 60)\n", "\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", "\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=2)\n", "h = Hodograph(ax_hod, component_range=get_wind_speed(u, v).max())\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": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }