python-awips/examples/notebooks/Model_Sounding_Data.ipynb

{
 "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": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " '1V4',\n",
       " '3J2',\n",
       " '4BL',\n",
       " '4BQ',\n",
       " '4HV',\n",
       " '4OM',\n",
       " '5AF',\n",
       " '5AG',\n",
       " '5SZ',\n",
       " '6RO',\n",
       " '8V7',\n",
       " '9B6',\n",
       " 'A#2',\n",
       " 'A#3',\n",
       " 'A#4',\n",
       " 'A#5',\n",
       " 'A#6',\n",
       " 'A#7',\n",
       " 'A#8',\n",
       " 'A#9',\n",
       " 'A#A',\n",
       " 'A#B',\n",
       " 'ABL',\n",
       " 'ADM',\n",
       " 'AFA',\n",
       " 'AGR',\n",
       " 'AHN',\n",
       " 'AIA',\n",
       " 'AIH',\n",
       " 'AJO',\n",
       " 'ANJ',\n",
       " 'APX',\n",
       " 'AQQ',\n",
       " 'ATH',\n",
       " 'ATL1',\n",
       " 'ATL2',\n",
       " 'ATL3',\n",
       " 'ATL4',\n",
       " 'ATLH',\n",
       " 'AWH',\n",
       " 'AWR',\n",
       " 'B#1',\n",
       " 'B#2',\n",
       " 'B#3',\n",
       " 'B#4',\n",
       " 'B#5',\n",
       " 'B#6',\n",
       " 'B#7',\n",
       " 'B#8',\n",
       " 'B#9',\n",
       " 'B#A',\n",
       " 'B#B',\n",
       " 'B#C',\n",
       " 'B#D',\n",
       " 'B#E',\n",
       " 'B#F',\n",
       " 'B#G',\n",
       " 'B#H',\n",
       " 'B#J',\n",
       " 'B#K',\n",
       " 'B#L',\n",
       " 'B#M',\n",
       " 'B#N',\n",
       " 'B#O',\n",
       " 'B#P',\n",
       " 'B#Q',\n",
       " 'B#S',\n",
       " 'BAB',\n",
       " 'BDG',\n",
       " 'BDP',\n",
       " 'BFL',\n",
       " 'BGTL',\n",
       " 'BH1',\n",
       " 'BH2',\n",
       " 'BH3',\n",
       " 'BH4',\n",
       " 'BH5',\n",
       " 'BHK',\n",
       " 'BID',\n",
       " 'BIR',\n",
       " 'BLS',\n",
       " 'BLU',\n",
       " 'BMX',\n",
       " 'BNA',\n",
       " 'BOD',\n",
       " 'BRA',\n",
       " 'BTL',\n",
       " 'BVR',\n",
       " 'C01',\n",
       " 'C02',\n",
       " 'C03',\n",
       " 'C04',\n",
       " 'C06',\n",
       " 'C07',\n",
       " 'C08',\n",
       " 'C09',\n",
       " 'C10',\n",
       " 'C11',\n",
       " 'C12',\n",
       " 'C13',\n",
       " 'C14',\n",
       " 'C17',\n",
       " 'C18',\n",
       " 'C19',\n",
       " 'C20',\n",
       " 'C21',\n",
       " 'C22',\n",
       " 'C23',\n",
       " 'C24',\n",
       " 'C25',\n",
       " 'C27',\n",
       " 'C28',\n",
       " 'C30',\n",
       " 'C31',\n",
       " 'C32',\n",
       " 'C33',\n",
       " 'C34',\n",
       " 'C35',\n",
       " 'C36',\n",
       " 'C7H',\n",
       " 'CAI',\n",
       " 'CAN',\n",
       " 'CBE',\n",
       " 'CBN',\n",
       " 'CHE',\n",
       " 'CKN',\n",
       " 'CLD',\n",
       " 'CLE',\n",
       " 'CLN',\n",
       " 'COL1',\n",
       " 'COL2',\n",
       " 'COL3',\n",
       " 'COL4',\n",
       " 'COT',\n",
       " 'CQV',\n",
       " 'CRL',\n",
       " 'CRR',\n",
       " 'CTY',\n",
       " 'CVM',\n",
       " 'CVS',\n",
       " 'CWEU',\n",
       " 'CWFN',\n",
       " 'CWKX',\n",
       " 'CWLB',\n",
       " 'CWLO',\n",
       " 'CWLT',\n",
       " 'CWLW',\n",
       " 'CWMW',\n",
       " 'CWOS',\n",
       " 'CWPH',\n",
       " 'CWQG',\n",
       " 'CWSA',\n",
       " 'CWSE',\n",
       " 'CWZB',\n",
       " 'CWZC',\n",
       " 'CWZV',\n",
       " 'CYAH',\n",
       " 'CYAW',\n",
       " 'CYBK',\n",
       " 'CYBU',\n",
       " 'CYCB',\n",
       " 'CYCG',\n",
       " 'CYCX',\n",
       " 'CYDA',\n",
       " 'CYEG',\n",
       " 'CYEV',\n",
       " 'CYFB',\n",
       " 'CYFO',\n",
       " 'CYFS',\n",
       " 'CYGQ',\n",
       " 'CYHM',\n",
       " 'CYHZ',\n",
       " 'CYJT',\n",
       " 'CYLH',\n",
       " 'CYLJ',\n",
       " 'CYMD',\n",
       " 'CYMO',\n",
       " 'CYMT',\n",
       " 'CYMX',\n",
       " 'CYOC',\n",
       " 'CYOW',\n",
       " 'CYPA',\n",
       " 'CYPE',\n",
       " 'CYPL',\n",
       " 'CYPQ',\n",
       " 'CYQA',\n",
       " 'CYQD',\n",
       " 'CYQG',\n",
       " 'CYQH',\n",
       " 'CYQI',\n",
       " 'CYQK',\n",
       " 'CYQQ',\n",
       " 'CYQR',\n",
       " 'CYQT',\n",
       " 'CYQX',\n",
       " 'CYQY',\n",
       " 'CYRB',\n",
       " 'CYSM',\n",
       " 'CYSY',\n",
       " 'CYTH',\n",
       " 'CYTL',\n",
       " 'CYTS',\n",
       " 'CYUL',\n",
       " 'CYUX',\n",
       " 'CYVO',\n",
       " 'CYVP',\n",
       " 'CYVQ',\n",
       " 'CYVR',\n",
       " 'CYVV',\n",
       " 'CYWA',\n",
       " 'CYWG',\n",
       " 'CYWO',\n",
       " 'CYXC',\n",
       " 'CYXE',\n",
       " 'CYXH',\n",
       " 'CYXS',\n",
       " 'CYXU',\n",
       " 'CYXX',\n",
       " 'CYXY',\n",
       " 'CYXZ',\n",
       " 'CYYB',\n",
       " 'CYYC',\n",
       " 'CYYE',\n",
       " 'CYYJ',\n",
       " 'CYYQ',\n",
       " 'CYYR',\n",
       " 'CYYT',\n",
       " 'CYYZ',\n",
       " 'CYZF',\n",
       " 'CYZS',\n",
       " 'CYZT',\n",
       " 'CYZV',\n",
       " 'DEN',\n",
       " 'DOV',\n",
       " 'DPG',\n",
       " 'DSC',\n",
       " 'DSD',\n",
       " 'DTX',\n",
       " 'DVN',\n",
       " 'DYS',\n",
       " 'E28',\n",
       " 'E74',\n",
       " 'EAT',\n",
       " 'EAX',\n",
       " 'EDW',\n",
       " 'EFL',\n",
       " 'EMP',\n",
       " 'END',\n",
       " 'ENL',\n",
       " 'ESTC',\n",
       " 'FCS',\n",
       " 'FDR',\n",
       " 'FFC',\n",
       " 'FHU',\n",
       " 'FLG',\n",
       " 'FLP',\n",
       " 'FPK',\n",
       " 'FRI',\n",
       " 'FSI',\n",
       " 'FTR',\n",
       " 'FWD',\n",
       " 'G#1',\n",
       " 'G#2',\n",
       " 'G#3',\n",
       " 'G#4',\n",
       " 'G#5',\n",
       " 'G#6',\n",
       " 'G#7',\n",
       " 'G#8',\n",
       " 'G#9',\n",
       " 'G#A',\n",
       " 'G#B',\n",
       " 'G#C',\n",
       " 'G#D',\n",
       " 'G#E',\n",
       " 'G#F',\n",
       " 'G#G',\n",
       " 'G001',\n",
       " 'G003',\n",
       " 'G004',\n",
       " 'G005',\n",
       " 'G007',\n",
       " 'G009',\n",
       " 'GDP',\n",
       " 'GDV',\n",
       " 'GLRY',\n",
       " 'GMX1',\n",
       " 'GNB',\n",
       " 'GNC',\n",
       " 'GRF',\n",
       " 'GTB',\n",
       " 'GTP',\n",
       " 'GVL',\n",
       " 'GVS',\n",
       " 'GYX',\n",
       " 'H02',\n",
       " 'HAY',\n",
       " 'HGR',\n",
       " 'HMN',\n",
       " 'HOM',\n",
       " 'HOO',\n",
       " 'HSI',\n",
       " 'HYR',\n",
       " 'HYS',\n",
       " 'ICC',\n",
       " 'IGM',\n",
       " 'ILN',\n",
       " 'ILS',\n",
       " 'ILX',\n",
       " 'IMT',\n",
       " 'INK',\n",
       " 'IPX',\n",
       " 'JACK',\n",
       " 'JDN',\n",
       " 'K40B',\n",
       " 'K9V9',\n",
       " 'KABE',\n",
       " 'KABI',\n",
       " 'KABQ',\n",
       " 'KABR',\n",
       " 'KABY',\n",
       " 'KACK',\n",
       " 'KACT',\n",
       " 'KACV',\n",
       " 'KACY',\n",
       " 'KAGC',\n",
       " 'KAGS',\n",
       " 'KAHN',\n",
       " 'KAK',\n",
       " 'KALB',\n",
       " 'KALI',\n",
       " 'KALO',\n",
       " 'KALS',\n",
       " 'KALW',\n",
       " 'KAMA',\n",
       " 'KAN',\n",
       " 'KANB',\n",
       " 'KAND',\n",
       " 'KAOO',\n",
       " 'KAPA',\n",
       " 'KAPN',\n",
       " 'KART',\n",
       " 'KASE',\n",
       " 'KAST',\n",
       " 'KATL',\n",
       " 'KATY',\n",
       " 'KAUG',\n",
       " 'KAUS',\n",
       " 'KAUW',\n",
       " 'KAVL',\n",
       " 'KAVP',\n",
       " 'KAXN',\n",
       " 'KAYS',\n",
       " 'KAZO',\n",
       " 'KBAF',\n",
       " 'KBCE',\n",
       " 'KBDE',\n",
       " 'KBDL',\n",
       " 'KBDR',\n",
       " 'KBED',\n",
       " 'KBFD',\n",
       " 'KBFF',\n",
       " 'KBFI',\n",
       " 'KBFL',\n",
       " 'KBGM',\n",
       " 'KBGR',\n",
       " 'KBHB',\n",
       " 'KBHM',\n",
       " 'KBIH',\n",
       " 'KBIL',\n",
       " 'KBIS',\n",
       " 'KBJC',\n",
       " 'KBJI',\n",
       " 'KBKE',\n",
       " 'KBKW',\n",
       " 'KBLF',\n",
       " 'KBLH',\n",
       " 'KBLI',\n",
       " 'KBML',\n",
       " 'KBNA',\n",
       " 'KBNO',\n",
       " 'KBNV',\n",
       " 'KBOI',\n",
       " 'KBOS',\n",
       " 'KBPT',\n",
       " 'KBQK',\n",
       " 'KBRD',\n",
       " 'KBRL',\n",
       " 'KBRO',\n",
       " 'KBTL',\n",
       " 'KBTM',\n",
       " 'KBTR',\n",
       " 'KBTV',\n",
       " 'KBUF',\n",
       " 'KBUR',\n",
       " 'KBVI',\n",
       " 'KBVX',\n",
       " 'KBVY',\n",
       " 'KBWG',\n",
       " 'KBWI',\n",
       " 'KBYI',\n",
       " 'KBZN',\n",
       " 'KCAE',\n",
       " 'KCAK',\n",
       " 'KCAR',\n",
       " 'KCDC',\n",
       " 'KCDR',\n",
       " 'KCDS',\n",
       " 'KCEC',\n",
       " 'KCEF',\n",
       " 'KCGI',\n",
       " 'KCGX',\n",
       " 'KCHA',\n",
       " 'KCHH',\n",
       " 'KCHO',\n",
       " 'KCHS',\n",
       " 'KCID',\n",
       " 'KCIU',\n",
       " 'KCKB',\n",
       " 'KCKL',\n",
       " 'KCLE',\n",
       " 'KCLL',\n",
       " 'KCLM',\n",
       " 'KCLT',\n",
       " 'KCMH',\n",
       " 'KCMI',\n",
       " 'KCMX',\n",
       " 'KCNM',\n",
       " 'KCNU',\n",
       " 'KCOD',\n",
       " 'KCOE',\n",
       " 'KCON',\n",
       " 'KCOS',\n",
       " 'KCOU',\n",
       " 'KCPR',\n",
       " 'KCRE',\n",
       " 'KCRP',\n",
       " 'KCRQ',\n",
       " 'KCRW',\n",
       " 'KCSG',\n",
       " 'KCSV',\n",
       " 'KCTB',\n",
       " 'KCVG',\n",
       " 'KCWA',\n",
       " 'KCYS',\n",
       " 'KDAB',\n",
       " 'KDAG',\n",
       " 'KDAL',\n",
       " 'KDAN',\n",
       " 'KDAY',\n",
       " 'KDBQ',\n",
       " 'KDCA',\n",
       " 'KDDC',\n",
       " 'KDEC',\n",
       " 'KDEN',\n",
       " 'KDET',\n",
       " 'KDFW',\n",
       " 'KDHN',\n",
       " 'KDHT',\n",
       " 'KDIK',\n",
       " 'KDLH',\n",
       " 'KDLS',\n",
       " 'KDMN',\n",
       " 'KDPA',\n",
       " 'KDRA',\n",
       " 'KDRO',\n",
       " 'KDRT',\n",
       " 'KDSM',\n",
       " 'KDTW',\n",
       " 'KDUG',\n",
       " 'KDUJ',\n",
       " 'KEAT',\n",
       " 'KEAU',\n",
       " 'KECG',\n",
       " 'KEED',\n",
       " 'KEGE',\n",
       " 'KEKN',\n",
       " 'KEKO',\n",
       " 'KEL',\n",
       " 'KELD',\n",
       " 'KELM',\n",
       " 'KELO',\n",
       " 'KELP',\n",
       " 'KELY',\n",
       " 'KENV',\n",
       " 'KEPH',\n",
       " 'KEPO',\n",
       " 'KEPZ',\n",
       " 'KERI',\n",
       " 'KESF',\n",
       " 'KEUG',\n",
       " 'KEVV',\n",
       " 'KEWB',\n",
       " 'KEWN',\n",
       " 'KEWR',\n",
       " 'KEYW',\n",
       " 'KFAM',\n",
       " 'KFAR',\n",
       " 'KFAT',\n",
       " 'KFAY',\n",
       " 'KFCA',\n",
       " 'KFDY',\n",
       " 'KFKL',\n",
       " 'KFLG',\n",
       " 'KFLL',\n",
       " 'KFLO',\n",
       " 'KFMN',\n",
       " 'KFMY',\n",
       " 'KFNT',\n",
       " 'KFOE',\n",
       " 'KFPR',\n",
       " 'KFRM',\n",
       " 'KFSD',\n",
       " 'KFSM',\n",
       " 'KFTW',\n",
       " 'KFTY',\n",
       " 'KFVE',\n",
       " 'KFVX',\n",
       " 'KFWA',\n",
       " 'KFXE',\n",
       " 'KFYV',\n",
       " 'KGAG',\n",
       " 'KGCC',\n",
       " 'KGCK',\n",
       " 'KGCN',\n",
       " 'KGEG',\n",
       " 'KGFK',\n",
       " 'KGFL',\n",
       " 'KGGG',\n",
       " 'KGGW',\n",
       " 'KGJT',\n",
       " 'KGLD',\n",
       " 'KGLH',\n",
       " 'KGLS',\n",
       " 'KGMU',\n",
       " 'KGNR',\n",
       " 'KGNV',\n",
       " 'KGON',\n",
       " 'KGPT',\n",
       " 'KGRB',\n",
       " 'KGRI',\n",
       " 'KGRR',\n",
       " 'KGSO',\n",
       " 'KGSP',\n",
       " 'KGTF',\n",
       " 'KGUC',\n",
       " 'KGUP',\n",
       " 'KGWO',\n",
       " 'KGYY',\n",
       " 'KGZH',\n",
       " 'KHAT',\n",
       " 'KHBR',\n",
       " 'KHDN',\n",
       " 'KHIB',\n",
       " 'KHIO',\n",
       " 'KHKY',\n",
       " 'KHLG',\n",
       " 'KHLN',\n",
       " 'KHOB',\n",
       " 'KHON',\n",
       " 'KHOT',\n",
       " 'KHOU',\n",
       " 'KHPN',\n",
       " 'KHQM',\n",
       " 'KHRL',\n",
       " 'KHRO',\n",
       " 'KHSV',\n",
       " 'KHTH',\n",
       " 'KHTS',\n",
       " 'KHUF',\n",
       " 'KHUL',\n",
       " 'KHUT',\n",
       " 'KHVN',\n",
       " 'KHVR',\n",
       " 'KHYA',\n",
       " 'KIAD',\n",
       " 'KIAG',\n",
       " 'KIAH',\n",
       " 'KICT',\n",
       " 'KIDA',\n",
       " 'KIL',\n",
       " 'KILG',\n",
       " 'KILM',\n",
       " 'KIND',\n",
       " 'KINK',\n",
       " 'KINL',\n",
       " 'KINT',\n",
       " 'KINW',\n",
       " 'KIPL',\n",
       " 'KIPT',\n",
       " 'KISN',\n",
       " 'KISP',\n",
       " 'KITH',\n",
       " 'KIWD',\n",
       " 'KJAC',\n",
       " 'KJAN',\n",
       " 'KJAX',\n",
       " 'KJBR',\n",
       " 'KJFK',\n",
       " 'KJHW',\n",
       " 'KJKL',\n",
       " 'KJLN',\n",
       " 'KJMS',\n",
       " 'KJST',\n",
       " 'KJXN',\n",
       " 'KKL',\n",
       " 'KLAF',\n",
       " 'KLAN',\n",
       " 'KLAR',\n",
       " 'KLAS',\n",
       " 'KLAX',\n",
       " 'KLBB',\n",
       " 'KLBE',\n",
       " 'KLBF',\n",
       " 'KLCB',\n",
       " 'KLCH',\n",
       " 'KLEB',\n",
       " 'KLEX',\n",
       " 'KLFK',\n",
       " 'KLFT',\n",
       " 'KLGA',\n",
       " 'KLGB',\n",
       " 'KLGU',\n",
       " 'KLIT',\n",
       " 'KLMT',\n",
       " 'KLND',\n",
       " 'KLNK',\n",
       " 'KLOL',\n",
       " 'KLOZ',\n",
       " 'KLRD',\n",
       " 'KLSE',\n",
       " 'KLUK',\n",
       " 'KLVS',\n",
       " 'KLWB',\n",
       " 'KLWM',\n",
       " 'KLWS',\n",
       " 'KLWT',\n",
       " 'KLYH',\n",
       " 'KLZK',\n",
       " 'KMAF',\n",
       " 'KMBS',\n",
       " 'KMCB',\n",
       " 'KMCE',\n",
       " 'KMCI',\n",
       " 'KMCN',\n",
       " 'KMCO',\n",
       " 'KMCW',\n",
       " 'KMDN',\n",
       " 'KMDT',\n",
       " 'KMDW',\n",
       " 'KMEI',\n",
       " 'KMEM',\n",
       " 'KMFD',\n",
       " 'KMFE',\n",
       " 'KMFR',\n",
       " 'KMGM',\n",
       " 'KMGW',\n",
       " 'KMHE',\n",
       " 'KMHK',\n",
       " 'KMHT',\n",
       " 'KMHX',\n",
       " 'KMIA',\n",
       " 'KMIV',\n",
       " 'KMKC',\n",
       " 'KMKE',\n",
       " 'KMKG',\n",
       " 'KMKL',\n",
       " 'KMLB',\n",
       " 'KMLC',\n",
       " 'KMLI',\n",
       " 'KMLS',\n",
       " 'KMLT',\n",
       " 'KMLU',\n",
       " 'KMMU',\n",
       " 'KMOB',\n",
       " 'KMOT',\n",
       " 'KMPV',\n",
       " 'KMQT',\n",
       " 'KMRB',\n",
       " 'KMRY',\n",
       " 'KMSL',\n",
       " 'KMSN',\n",
       " 'KMSO',\n",
       " 'KMSP',\n",
       " 'KMSS',\n",
       " 'KMSY',\n",
       " 'KMTJ',\n",
       " 'KMTN',\n",
       " 'KMWH',\n",
       " 'KMYR',\n",
       " 'KNA',\n",
       " 'KNEW',\n",
       " 'KNL',\n",
       " 'KNSI',\n",
       " 'KOAK',\n",
       " 'KOFK',\n",
       " 'KOGD',\n",
       " 'KOKC',\n",
       " 'KOLM',\n",
       " 'KOMA',\n",
       " 'KONT',\n",
       " 'KOPF',\n",
       " 'KOQU',\n",
       " 'KORD',\n",
       " 'KORF',\n",
       " 'KORH',\n",
       " 'KOSH',\n",
       " 'KOTH',\n",
       " 'KOTM',\n",
       " 'KP11',\n",
       " 'KP38',\n",
       " 'KPAE',\n",
       " 'KPAH',\n",
       " 'KPBF',\n",
       " 'KPBI',\n",
       " 'KPDK',\n",
       " 'KPDT',\n",
       " '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 = 2018-10-09 12:00:00\n",
      "reftime  = Oct 09 18 12:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Oct 09 18 12:00:00 , Oct 09 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": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/metpy/calc/thermo.py:690: RuntimeWarning: divide by zero encountered in log\n",
      "  val = np.log(e / sat_pressure_0c)\n",
      "/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/pint/quantity.py:1403: RuntimeWarning: divide by zero encountered in log\n",
      "  out = uf(*mobjs)\n",
      "/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/pint/quantity.py:802: RuntimeWarning: invalid value encountered in true_divide\n",
      "  magnitude = magnitude_op(new_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": 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": [
    {
     "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": 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
}