{
 "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": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "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",
    "from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n",
    "from metpy.calc import wind_speed, wind_direction, thermo, vapor_pressure\n",
    "from metpy.plots import SkewT, Hodograph\n",
    "from metpy.units import units, concatenate\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\",category =RuntimeWarning)\n",
    "\n",
    "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
    "request = DataAccessLayer.newDataRequest(\"modelsounding\")\n",
    "forecastModel = \"GFS\"\n",
    "request.addIdentifier(\"reportType\", forecastModel)\n",
    "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\",\"omega\",\"cldCvr\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Available Locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       " 'KPGA',\n",
       " 'KPHF',\n",
       " 'KPHL',\n",
       " 'KPHN',\n",
       " 'KPHX',\n",
       " 'KPIA',\n",
       " 'KPIB',\n",
       " 'KPIE',\n",
       " 'KPIH',\n",
       " 'KPIR',\n",
       " 'KPIT',\n",
       " 'KPKB',\n",
       " 'KPLN',\n",
       " 'KPMD',\n",
       " 'KPNC',\n",
       " 'KPNE',\n",
       " 'KPNS',\n",
       " 'KPOU',\n",
       " 'KPQI',\n",
       " 'KPRB',\n",
       " 'KPRC',\n",
       " 'KPSC',\n",
       " 'KPSM',\n",
       " 'KPSP',\n",
       " 'KPTK',\n",
       " 'KPUB',\n",
       " 'KPVD',\n",
       " 'KPVU',\n",
       " 'KPWM',\n",
       " 'KRAD',\n",
       " 'KRAP',\n",
       " 'KRBL',\n",
       " 'KRDD',\n",
       " 'KRDG',\n",
       " 'KRDM',\n",
       " 'KRDU',\n",
       " 'KRFD',\n",
       " 'KRIC',\n",
       " 'KRIW',\n",
       " 'KRKD',\n",
       " 'KRKS',\n",
       " 'KRNO',\n",
       " 'KRNT',\n",
       " 'KROA',\n",
       " 'KROC',\n",
       " 'KROW',\n",
       " 'KRSL',\n",
       " 'KRST',\n",
       " 'KRSW',\n",
       " 'KRUM',\n",
       " 'KRWF',\n",
       " 'KRWI',\n",
       " 'KRWL',\n",
       " 'KSAC',\n",
       " 'KSAF',\n",
       " 'KSAN',\n",
       " 'KSAT',\n",
       " 'KSAV',\n",
       " 'KSBA',\n",
       " 'KSBN',\n",
       " 'KSBP',\n",
       " 'KSBY',\n",
       " 'KSCH',\n",
       " 'KSCK',\n",
       " 'KSDF',\n",
       " 'KSDM',\n",
       " 'KSDY',\n",
       " 'KSEA',\n",
       " 'KSEP',\n",
       " 'KSFF',\n",
       " 'KSFO',\n",
       " 'KSGF',\n",
       " 'KSGU',\n",
       " 'KSHR',\n",
       " 'KSHV',\n",
       " 'KSJC',\n",
       " 'KSJT',\n",
       " 'KSLC',\n",
       " 'KSLE',\n",
       " 'KSLK',\n",
       " 'KSLN',\n",
       " 'KSMF',\n",
       " 'KSMX',\n",
       " 'KSNA',\n",
       " 'KSNS',\n",
       " 'KSPI',\n",
       " 'KSPS',\n",
       " 'KSRQ',\n",
       " 'KSSI',\n",
       " 'KSTJ',\n",
       " 'KSTL',\n",
       " 'KSTP',\n",
       " 'KSTS',\n",
       " 'KSUN',\n",
       " 'KSUS',\n",
       " 'KSUX',\n",
       " 'KSVE',\n",
       " 'KSWF',\n",
       " 'KSYR',\n",
       " 'KTCC',\n",
       " 'KTCL',\n",
       " 'KTCS',\n",
       " 'KTEB',\n",
       " 'KTIW',\n",
       " 'KTLH',\n",
       " 'KTMB',\n",
       " 'KTOL',\n",
       " 'KTOP',\n",
       " 'KTPA',\n",
       " 'KTPH',\n",
       " 'KTRI',\n",
       " 'KTRK',\n",
       " 'KTRM',\n",
       " 'KTTD',\n",
       " 'KTTN',\n",
       " 'KTUL',\n",
       " 'KTUP',\n",
       " 'KTUS',\n",
       " 'KTVC',\n",
       " 'KTVL',\n",
       " 'KTWF',\n",
       " 'KTXK',\n",
       " 'KTYR',\n",
       " 'KTYS',\n",
       " 'KUCA',\n",
       " 'KUIN',\n",
       " 'KUKI',\n",
       " 'KUNV',\n",
       " 'KVCT',\n",
       " 'KVEL',\n",
       " 'KVLD',\n",
       " 'KVNY',\n",
       " 'KVRB',\n",
       " 'KWJF',\n",
       " 'KWMC',\n",
       " 'KWRL',\n",
       " 'KWYS',\n",
       " 'KY22',\n",
       " 'KY26',\n",
       " 'KYKM',\n",
       " 'KYKN',\n",
       " 'KYNG',\n",
       " 'KYUM',\n",
       " 'KZZV',\n",
       " 'LAA',\n",
       " 'LAP',\n",
       " 'LBY',\n",
       " 'LDL',\n",
       " 'LHX',\n",
       " 'LIC',\n",
       " 'LOR',\n",
       " 'LRR',\n",
       " 'LSF',\n",
       " 'LUS',\n",
       " 'LVM',\n",
       " 'LW1',\n",
       " 'MAC',\n",
       " 'MAX',\n",
       " 'MAZ',\n",
       " 'MDPC',\n",
       " 'MDPP',\n",
       " 'MDSD',\n",
       " 'MDST',\n",
       " 'MGFL',\n",
       " 'MGGT',\n",
       " 'MGHT',\n",
       " 'MGPB',\n",
       " 'MGSJ',\n",
       " 'MHAM',\n",
       " 'MHCA',\n",
       " 'MHCH',\n",
       " 'MHLC',\n",
       " 'MHLE',\n",
       " 'MHLM',\n",
       " 'MHNJ',\n",
       " 'MHPL',\n",
       " 'MHRO',\n",
       " 'MHSR',\n",
       " 'MHTE',\n",
       " 'MHTG',\n",
       " 'MHYR',\n",
       " 'MIB',\n",
       " 'MIE',\n",
       " 'MKJP',\n",
       " 'MKJS',\n",
       " 'MLD',\n",
       " 'MMAA',\n",
       " 'MMAS',\n",
       " 'MMBT',\n",
       " 'MMCE',\n",
       " 'MMCL',\n",
       " 'MMCN',\n",
       " 'MMCS',\n",
       " 'MMCU',\n",
       " 'MMCV',\n",
       " 'MMCZ',\n",
       " 'MMDO',\n",
       " 'MMGL',\n",
       " 'MMGM',\n",
       " 'MMHO',\n",
       " 'MMLP',\n",
       " 'MMMA',\n",
       " 'MMMD',\n",
       " 'MMML',\n",
       " 'MMMM',\n",
       " 'MMMT',\n",
       " 'MMMX',\n",
       " 'MMMY',\n",
       " 'MMMZ',\n",
       " 'MMNL',\n",
       " 'MMPR',\n",
       " 'MMRX',\n",
       " 'MMSD',\n",
       " 'MMSP',\n",
       " 'MMTC',\n",
       " 'MMTJ',\n",
       " 'MMTM',\n",
       " 'MMTO',\n",
       " 'MMTP',\n",
       " 'MMUN',\n",
       " 'MMVR',\n",
       " 'MMZC',\n",
       " 'MMZH',\n",
       " 'MMZO',\n",
       " 'MNMG',\n",
       " 'MNPC',\n",
       " 'MOR',\n",
       " 'MPBO',\n",
       " 'MPCH',\n",
       " 'MPDA',\n",
       " 'MPMG',\n",
       " 'MPSA',\n",
       " 'MPTO',\n",
       " 'MPX',\n",
       " 'MRCH',\n",
       " 'MRF',\n",
       " 'MRLB',\n",
       " 'MRLM',\n",
       " 'MROC',\n",
       " 'MRPV',\n",
       " 'MRS',\n",
       " 'MSAC',\n",
       " 'MSLP',\n",
       " 'MSSS',\n",
       " 'MTCH',\n",
       " 'MTL',\n",
       " 'MTPP',\n",
       " 'MTV',\n",
       " 'MTY',\n",
       " 'MUBA',\n",
       " 'MUBY',\n",
       " 'MUCA',\n",
       " 'MUCL',\n",
       " 'MUCM',\n",
       " 'MUCU',\n",
       " 'MUGM',\n",
       " 'MUGT',\n",
       " 'MUHA',\n",
       " 'MUMO',\n",
       " 'MUMZ',\n",
       " 'MUNG',\n",
       " 'MUVR',\n",
       " 'MUVT',\n",
       " 'MWCR',\n",
       " 'MYBS',\n",
       " 'MYEG',\n",
       " 'MYGF',\n",
       " 'MYGW',\n",
       " 'MYL',\n",
       " 'MYNN',\n",
       " 'MZBZ',\n",
       " 'MZT',\n",
       " 'NCK',\n",
       " 'NGX',\n",
       " 'NHK',\n",
       " 'NID',\n",
       " 'NKX',\n",
       " 'NOA',\n",
       " 'NRU',\n",
       " 'NTD',\n",
       " ...]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations = DataAccessLayer.getAvailableLocationNames(request)\n",
    "locations.sort()\n",
    "list(locations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "request.setLocationNames(\"KFRM\")\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": "markdown",
   "metadata": {},
   "source": [
    "## Model Sounding Parameters\n",
    "\n",
    "Construct arrays for each parameter to plot (temperature, pressure, moisutre (spec. humidity), wind components, and cloud cover)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parms    = ['temperature', 'pressure', 'vComp', 'uComp', 'cldCvr', 'specHum', 'omega']\n",
      "site     = KFRM\n",
      "geom     = POINT (-94.41999816894531 43.65000152587891)\n",
      "datetime = 2018-10-11 12:00:00\n",
      "reftime  = Oct 11 18 12:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Oct 11 18 12:00:00 , Oct 11 18 12:00:00 )\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()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating 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": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "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 = wind_speed(u, v) * units.knots\n",
    "dir = wind_direction(u, v) * units.deg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "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": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "td2 = dewpoint(vapor_pressure(p, sh))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**3) NCEP AWIPS soundingrequest plugin**\n",
    "\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": 8,
   "metadata": {},
   "outputs": [],
   "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": [
    "## MetPy SkewT and Hodograph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1008 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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( forecastModel + \" \" \\\n",
    "          + ob.getLocationName() \\\n",
    "          + \"(\"+ str(ob.getGeometry()) + \")\" \\\n",
    "          + \", \" + str(ob.getDataTime())\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=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 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
}