python-awips/examples/notebooks/Model_Sounding_Data.ipynb

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  {
   "cell_type": "markdown",
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   "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 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",
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   "source": [
    "## Available Locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       " 'KPDX',\n",
       " 'KPFN',\n",
       " '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 = 2020-09-04 12:00:00\n",
      "reftime  = Sep 04 20 12:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Sep 04 20 12:00:00 , Sep 04 20 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*units.knots, v*units.knots)\n",
    "dir = wind_direction(u*units.knots, v*units.knots) * 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=1)\n",
    "h = Hodograph(ax_hod, component_range=spd.max()/units.knots)\n",
    "h.add_grid(increment=20)\n",
    "h.plot_colormapped(u, v, spd)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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