{
 "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",
    "\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\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Available Locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       " b'KMHX',\n",
       " b'KMIA',\n",
       " b'KMIV',\n",
       " b'KMKC',\n",
       " b'KMKE',\n",
       " b'KMKG',\n",
       " b'KMKL',\n",
       " b'KMLB',\n",
       " b'KMLC',\n",
       " b'KMLI',\n",
       " b'KMLS',\n",
       " b'KMLT',\n",
       " b'KMLU',\n",
       " b'KMMU',\n",
       " b'KMOB',\n",
       " b'KMOT',\n",
       " b'KMPV',\n",
       " b'KMQT',\n",
       " b'KMRB',\n",
       " b'KMRY',\n",
       " b'KMSL',\n",
       " b'KMSN',\n",
       " b'KMSO',\n",
       " b'KMSP',\n",
       " b'KMSS',\n",
       " b'KMSY',\n",
       " b'KMTJ',\n",
       " b'KMTN',\n",
       " b'KMWH',\n",
       " b'KMYR',\n",
       " b'KNA',\n",
       " b'KNEW',\n",
       " b'KNL',\n",
       " b'KNSI',\n",
       " b'KOAK',\n",
       " b'KOFK',\n",
       " b'KOGD',\n",
       " b'KOKC',\n",
       " b'KOLM',\n",
       " b'KOMA',\n",
       " b'KONT',\n",
       " b'KOPF',\n",
       " b'KOQU',\n",
       " b'KORD',\n",
       " b'KORF',\n",
       " b'KORH',\n",
       " b'KOSH',\n",
       " b'KOTH',\n",
       " b'KOTM',\n",
       " b'KP11',\n",
       " b'KP38',\n",
       " b'KPAE',\n",
       " b'KPAH',\n",
       " b'KPBF',\n",
       " b'KPBI',\n",
       " b'KPDK',\n",
       " b'KPDT',\n",
       " b'KPDX',\n",
       " b'KPFN',\n",
       " b'KPGA',\n",
       " b'KPHF',\n",
       " b'KPHL',\n",
       " b'KPHN',\n",
       " b'KPHX',\n",
       " b'KPIA',\n",
       " b'KPIB',\n",
       " b'KPIE',\n",
       " b'KPIH',\n",
       " b'KPIR',\n",
       " b'KPIT',\n",
       " b'KPKB',\n",
       " b'KPLN',\n",
       " b'KPMD',\n",
       " b'KPNC',\n",
       " b'KPNE',\n",
       " b'KPNS',\n",
       " b'KPOU',\n",
       " b'KPQI',\n",
       " b'KPRB',\n",
       " b'KPRC',\n",
       " b'KPSC',\n",
       " b'KPSM',\n",
       " b'KPSP',\n",
       " b'KPTK',\n",
       " b'KPUB',\n",
       " b'KPVD',\n",
       " b'KPVU',\n",
       " b'KPWM',\n",
       " b'KRAD',\n",
       " b'KRAP',\n",
       " b'KRBL',\n",
       " b'KRDD',\n",
       " b'KRDG',\n",
       " b'KRDM',\n",
       " b'KRDU',\n",
       " b'KRFD',\n",
       " b'KRIC',\n",
       " b'KRIW',\n",
       " b'KRKD',\n",
       " b'KRKS',\n",
       " b'KRNO',\n",
       " b'KRNT',\n",
       " b'KROA',\n",
       " b'KROC',\n",
       " b'KROW',\n",
       " b'KRSL',\n",
       " b'KRST',\n",
       " b'KRSW',\n",
       " b'KRUM',\n",
       " b'KRWF',\n",
       " b'KRWI',\n",
       " b'KRWL',\n",
       " b'KSAC',\n",
       " b'KSAF',\n",
       " b'KSAN',\n",
       " b'KSAT',\n",
       " b'KSAV',\n",
       " b'KSBA',\n",
       " b'KSBN',\n",
       " b'KSBP',\n",
       " b'KSBY',\n",
       " b'KSCH',\n",
       " b'KSCK',\n",
       " b'KSDF',\n",
       " b'KSDM',\n",
       " b'KSDY',\n",
       " b'KSEA',\n",
       " b'KSEP',\n",
       " b'KSFF',\n",
       " b'KSFO',\n",
       " b'KSGF',\n",
       " b'KSGU',\n",
       " b'KSHR',\n",
       " b'KSHV',\n",
       " b'KSJC',\n",
       " b'KSJT',\n",
       " b'KSLC',\n",
       " b'KSLE',\n",
       " b'KSLK',\n",
       " b'KSLN',\n",
       " b'KSMF',\n",
       " b'KSMX',\n",
       " b'KSNA',\n",
       " b'KSNS',\n",
       " b'KSPI',\n",
       " b'KSPS',\n",
       " b'KSRQ',\n",
       " b'KSSI',\n",
       " b'KSTJ',\n",
       " b'KSTL',\n",
       " b'KSTP',\n",
       " b'KSTS',\n",
       " b'KSUN',\n",
       " b'KSUS',\n",
       " b'KSUX',\n",
       " b'KSVE',\n",
       " b'KSWF',\n",
       " b'KSYR',\n",
       " b'KTCC',\n",
       " b'KTCL',\n",
       " b'KTCS',\n",
       " b'KTEB',\n",
       " b'KTIW',\n",
       " b'KTLH',\n",
       " b'KTMB',\n",
       " b'KTOL',\n",
       " b'KTOP',\n",
       " b'KTPA',\n",
       " b'KTPH',\n",
       " b'KTRI',\n",
       " b'KTRK',\n",
       " b'KTRM',\n",
       " b'KTTD',\n",
       " b'KTTN',\n",
       " b'KTUL',\n",
       " b'KTUP',\n",
       " b'KTUS',\n",
       " b'KTVC',\n",
       " b'KTVL',\n",
       " b'KTWF',\n",
       " b'KTXK',\n",
       " b'KTYR',\n",
       " b'KTYS',\n",
       " b'KUCA',\n",
       " b'KUIN',\n",
       " b'KUKI',\n",
       " b'KUNV',\n",
       " b'KVCT',\n",
       " b'KVEL',\n",
       " b'KVLD',\n",
       " b'KVNY',\n",
       " b'KVRB',\n",
       " b'KWJF',\n",
       " b'KWMC',\n",
       " b'KWRL',\n",
       " b'KWYS',\n",
       " b'KY22',\n",
       " b'KY26',\n",
       " b'KYKM',\n",
       " b'KYKN',\n",
       " b'KYNG',\n",
       " b'KYUM',\n",
       " b'KZZV',\n",
       " b'LAA',\n",
       " b'LAP',\n",
       " b'LBY',\n",
       " b'LDL',\n",
       " b'LHX',\n",
       " b'LIC',\n",
       " b'LOR',\n",
       " b'LRR',\n",
       " b'LSF',\n",
       " b'LUS',\n",
       " b'LVM',\n",
       " b'LW1',\n",
       " b'MAC',\n",
       " b'MAX',\n",
       " b'MAZ',\n",
       " b'MDPC',\n",
       " b'MDPP',\n",
       " b'MDSD',\n",
       " b'MDST',\n",
       " b'MGFL',\n",
       " b'MGGT',\n",
       " b'MGHT',\n",
       " b'MGPB',\n",
       " b'MGSJ',\n",
       " b'MHAM',\n",
       " b'MHCA',\n",
       " b'MHCH',\n",
       " b'MHLC',\n",
       " b'MHLE',\n",
       " b'MHLM',\n",
       " b'MHNJ',\n",
       " b'MHPL',\n",
       " b'MHRO',\n",
       " b'MHSR',\n",
       " b'MHTE',\n",
       " b'MHTG',\n",
       " b'MHYR',\n",
       " b'MIB',\n",
       " b'MIE',\n",
       " b'MKJP',\n",
       " b'MKJS',\n",
       " b'MLD',\n",
       " b'MMAA',\n",
       " b'MMAS',\n",
       " b'MMBT',\n",
       " b'MMCE',\n",
       " b'MMCL',\n",
       " b'MMCN',\n",
       " b'MMCS',\n",
       " b'MMCU',\n",
       " b'MMCV',\n",
       " b'MMCZ',\n",
       " b'MMDO',\n",
       " b'MMGL',\n",
       " b'MMGM',\n",
       " b'MMHO',\n",
       " b'MMLP',\n",
       " b'MMMA',\n",
       " b'MMMD',\n",
       " b'MMML',\n",
       " b'MMMM',\n",
       " b'MMMT',\n",
       " b'MMMX',\n",
       " b'MMMY',\n",
       " b'MMMZ',\n",
       " b'MMNL',\n",
       " b'MMPR',\n",
       " b'MMRX',\n",
       " b'MMSD',\n",
       " b'MMSP',\n",
       " b'MMTC',\n",
       " b'MMTJ',\n",
       " b'MMTM',\n",
       " b'MMTO',\n",
       " b'MMTP',\n",
       " b'MMUN',\n",
       " b'MMVR',\n",
       " b'MMZC',\n",
       " b'MMZH',\n",
       " b'MMZO',\n",
       " b'MNMG',\n",
       " b'MNPC',\n",
       " b'MOR',\n",
       " b'MPBO',\n",
       " b'MPCH',\n",
       " b'MPDA',\n",
       " b'MPMG',\n",
       " b'MPSA',\n",
       " b'MPTO',\n",
       " b'MPX',\n",
       " b'MRCH',\n",
       " b'MRF',\n",
       " b'MRLB',\n",
       " b'MRLM',\n",
       " b'MROC',\n",
       " b'MRPV',\n",
       " b'MRS',\n",
       " b'MSAC',\n",
       " b'MSLP',\n",
       " b'MSSS',\n",
       " b'MTCH',\n",
       " b'MTL',\n",
       " b'MTPP',\n",
       " b'MTV',\n",
       " b'MTY',\n",
       " b'MUBA',\n",
       " b'MUBY',\n",
       " b'MUCA',\n",
       " b'MUCL',\n",
       " b'MUCM',\n",
       " b'MUCU',\n",
       " b'MUGM',\n",
       " b'MUGT',\n",
       " b'MUHA',\n",
       " b'MUMO',\n",
       " b'MUMZ',\n",
       " b'MUNG',\n",
       " b'MUVR',\n",
       " b'MUVT',\n",
       " b'MWCR',\n",
       " b'MYBS',\n",
       " b'MYEG',\n",
       " b'MYGF',\n",
       " b'MYGW',\n",
       " b'MYL',\n",
       " b'MYNN',\n",
       " b'MZBZ',\n",
       " b'MZT',\n",
       " b'NCK',\n",
       " b'NGX',\n",
       " b'NHK',\n",
       " b'NID',\n",
       " b'NKX',\n",
       " b'NOA',\n",
       " b'NRU',\n",
       " b'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": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parms    = [b'temperature', b'pressure', b'vComp', b'uComp', b'cldCvr', b'specHum', b'omega']\n",
      "site     = b'KFRM'\n",
      "geom     = POINT (-94.41999816894531 43.65000152587891)\n",
      "datetime = 2018-10-05 12:00:00\n",
      "reftime  = Oct 05 18 12:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Oct 05 18 12:00:00 , Oct 05 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": 6,
   "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": 8,
   "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": 9,
   "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": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: divide by zero encountered in log\n",
      "  \n",
      "/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in true_divide\n",
      "  \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": [
    "## MetPy SkewT and Hodograph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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().decode('UTF-8') \\\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()"
   ]
  }
 ],
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