python-awips/examples/notebooks/Model_Sounding_Data.ipynb

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    "<a name=\"top\"></a>\n",
    "<div style=\"width:1000 px\">\n",
    "\n",
    "<div style=\"float:right; width:98 px; height:98px;\">\n",
    "<img src=\"https://docs.unidata.ucar.edu/images/logos/unidata_logo_vertical_150x150.png\" alt=\"Unidata Logo\" style=\"height: 98px;\">\n",
    "</div>\n",
    "\n",
    "# Model Sounding Data\n",
    "**Python-AWIPS Tutorial Notebook**\n",
    "\n",
    "<div style=\"clear:both\"></div>\n",
    "</div>\n",
    "\n",
    "---\n",
    "\n",
    "<div style=\"float:right; width:250 px\"><img src=\"../images/model_sounding_preview.png\" alt=\"preview image of a model sounding skewt and hodograph\" style=\"height: 300px;\"></div>\n",
    "\n",
    "\n",
    "# Objectives\n",
    "\n",
    "* Use python-awips to connect to an edex server\n",
    "* Define and filter data request for model sounding data\n",
    "* Create vertical profiles from GFS BUFR products\n",
    "* Use MetPy to create [SkewT](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html) and [Hodograph](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html) plots\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Imports\" data-toc-modified-id=\"Imports-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Imports</a></span></li><li><span><a href=\"#EDEX-Connection\" data-toc-modified-id=\"EDEX-Connection-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>EDEX Connection</a></span></li><li><span><a href=\"#Setting-Location\" data-toc-modified-id=\"Setting-Location-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Setting Location</a></span><ul class=\"toc-item\"><li><span><a href=\"#Available-Location-Names\" data-toc-modified-id=\"Available-Location-Names-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Available Location Names</a></span></li><li><span><a href=\"#Setting-the-Location-Name\" data-toc-modified-id=\"Setting-the-Location-Name-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Setting the Location Name</a></span></li></ul></li><li><span><a href=\"#Filtering-by-Time\" data-toc-modified-id=\"Filtering-by-Time-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Filtering by Time</a></span></li><li><span><a href=\"#Get-the-Data!\" data-toc-modified-id=\"Get-the-Data!-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Get the Data!</a></span></li><li><span><a href=\"#Use-the-Data!\" data-toc-modified-id=\"Use-the-Data!-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Use the Data!</a></span><ul class=\"toc-item\"><li><span><a href=\"#Prepare-data-objects\" data-toc-modified-id=\"Prepare-data-objects-6.1\"><span class=\"toc-item-num\">6.1&nbsp;&nbsp;</span>Prepare data objects</a></span></li><li><span><a href=\"#Calculate-Dewpoint-from-Specific-Humidity\" data-toc-modified-id=\"Calculate-Dewpoint-from-Specific-Humidity-6.2\"><span class=\"toc-item-num\">6.2&nbsp;&nbsp;</span>Calculate Dewpoint from Specific Humidity</a></span><ul class=\"toc-item\"><li><span><a href=\"#Method-1\" data-toc-modified-id=\"Method-1-6.2.1\"><span class=\"toc-item-num\">6.2.1&nbsp;&nbsp;</span>Method 1</a></span></li><li><span><a href=\"#Method-2\" data-toc-modified-id=\"Method-2-6.2.2\"><span class=\"toc-item-num\">6.2.2&nbsp;&nbsp;</span>Method 2</a></span></li><li><span><a href=\"#Method-3\" data-toc-modified-id=\"Method-3-6.2.3\"><span class=\"toc-item-num\">6.2.3&nbsp;&nbsp;</span>Method 3</a></span></li></ul></li></ul></li><li><span><a href=\"#Plot-the-Data!\" data-toc-modified-id=\"Plot-the-Data!-7\"><span class=\"toc-item-num\">7&nbsp;&nbsp;</span>Plot the Data!</a></span></li><li><span><a href=\"#See-Also\" data-toc-modified-id=\"See-Also-8\"><span class=\"toc-item-num\">8&nbsp;&nbsp;</span>See Also</a></span><ul class=\"toc-item\"><li><span><a href=\"#Related-Notebooks\" data-toc-modified-id=\"Related-Notebooks-8.1\"><span class=\"toc-item-num\">8.1&nbsp;&nbsp;</span>Related Notebooks</a></span></li><li><span><a href=\"#Additional-Documentation\" data-toc-modified-id=\"Additional-Documentation-8.2\"><span class=\"toc-item-num\">8.2&nbsp;&nbsp;</span>Additional Documentation</a></span></li></ul></li></ul></div>"
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   "cell_type": "markdown",
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   "source": [
    "## Imports\n",
    "\n",
    "The imports below are used throughout the notebook.  Note the first import is coming directly from python-awips and allows us to connect to an EDEX server.  The subsequent imports are for data manipulation and visualization. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from awips.dataaccess import DataAccessLayer\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 dewpoint, vapor_pressure, wind_speed, wind_direction\n",
    "from metpy.plots import SkewT, Hodograph\n",
    "from metpy.units import units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDEX Connection\n",
    "\n",
    "First we establish a connection to Unidata's public EDEX server.  With that connection made, we can create a [new data request object](http://unidata.github.io/python-awips/api/IDataRequest.html) and set the data type to ***modelsounding***, and define additional parameters and an identifier on the request."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
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   "source": [
    "DataAccessLayer.changeEDEXHost(\"edex-beta.unidata.ucar.edu\")\n",
    "request = DataAccessLayer.newDataRequest(\"modelsounding\")\n",
    "forecastModel = \"GFS\"\n",
    "request.addIdentifier(\"reportType\", forecastModel)\n",
    "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting Location\n",
    "\n"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Available Location Names\n",
    "When working with a new data type, it is often useful to investigate all available options for a particular setting.  Shown below is how to see all available location names for a data request with type `modelsounding` and `reportType` identifier of `GFS`.  This step is not necessary if you already know exactly what the location name(s) you're interested in is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
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       " 'KCAR',\n",
       " 'KCDC',\n",
       " 'KCDR',\n",
       " 'KCDS',\n",
       " 'KCEC',\n",
       " 'KCEF',\n",
       " 'KCEZ',\n",
       " 'KCFV',\n",
       " 'KCGI',\n",
       " 'KCGX',\n",
       " 'KCHA',\n",
       " 'KCHH',\n",
       " 'KCHO',\n",
       " 'KCHS',\n",
       " 'KCIC',\n",
       " 'KCID',\n",
       " 'KCIU',\n",
       " 'KCKB',\n",
       " 'KCKL',\n",
       " 'KCLE',\n",
       " 'KCLL',\n",
       " 'KCLM',\n",
       " 'KCLT',\n",
       " 'KCMH',\n",
       " 'KCMI',\n",
       " 'KCMX',\n",
       " 'KCNB',\n",
       " 'KCNK',\n",
       " 'KCNM',\n",
       " 'KCNU',\n",
       " 'KCNY',\n",
       " 'KCOD',\n",
       " 'KCOE',\n",
       " 'KCON',\n",
       " 'KCOS',\n",
       " 'KCOU',\n",
       " 'KCPR',\n",
       " 'KCRE',\n",
       " 'KCRP',\n",
       " 'KCRQ',\n",
       " 'KCRW',\n",
       " 'KCSG',\n",
       " 'KCSM',\n",
       " 'KCSV',\n",
       " 'KCTB',\n",
       " 'KCVG',\n",
       " 'KCXO',\n",
       " 'KCYS',\n",
       " 'KDAB',\n",
       " 'KDAF',\n",
       " 'KDAG',\n",
       " 'KDAL',\n",
       " 'KDAN',\n",
       " 'KDAY',\n",
       " 'KDBQ',\n",
       " 'KDCA',\n",
       " 'KDDC',\n",
       " 'KDEC',\n",
       " 'KDEH',\n",
       " 'KDEN',\n",
       " 'KDET',\n",
       " 'KDFW',\n",
       " 'KDHN',\n",
       " 'KDHT',\n",
       " 'KDIK',\n",
       " 'KDLH',\n",
       " 'KDLL',\n",
       " 'KDLS',\n",
       " 'KDMN',\n",
       " 'KDNV',\n",
       " 'KDPA',\n",
       " 'KDRA',\n",
       " 'KDRO',\n",
       " 'KDRT',\n",
       " 'KDSM',\n",
       " 'KDTL',\n",
       " 'KDTW',\n",
       " 'KDUB',\n",
       " 'KDUG',\n",
       " 'KDUJ',\n",
       " 'KEAR',\n",
       " 'KEAT',\n",
       " 'KEAU',\n",
       " 'KECG',\n",
       " 'KECS',\n",
       " 'KEE0',\n",
       " 'KEED',\n",
       " 'KEET',\n",
       " 'KEGE',\n",
       " 'KEHA',\n",
       " 'KEKN',\n",
       " 'KEKO',\n",
       " 'KEKQ',\n",
       " 'KEL',\n",
       " 'KELD',\n",
       " 'KELM',\n",
       " 'KELN',\n",
       " 'KELO',\n",
       " 'KELP',\n",
       " 'KELY',\n",
       " 'KEMM',\n",
       " 'KEMP',\n",
       " 'KENV',\n",
       " 'KENW',\n",
       " 'KEPH',\n",
       " 'KEPO',\n",
       " 'KEPZ',\n",
       " 'KERI',\n",
       " 'KERY',\n",
       " 'KESC',\n",
       " 'KESF',\n",
       " 'KEUG',\n",
       " 'KEVV',\n",
       " 'KEWB',\n",
       " 'KEWN',\n",
       " 'KEWR',\n",
       " 'KEYW',\n",
       " 'KFAM',\n",
       " 'KFAR',\n",
       " 'KFAT',\n",
       " 'KFAY',\n",
       " 'KFDY',\n",
       " 'KFKL',\n",
       " 'KFLD',\n",
       " 'KFLG',\n",
       " 'KFLL',\n",
       " 'KFLO',\n",
       " 'KFMH',\n",
       " 'KFMN',\n",
       " 'KFMY',\n",
       " 'KFNL',\n",
       " 'KFNT',\n",
       " 'KFOD',\n",
       " 'KFOE',\n",
       " 'KFPR',\n",
       " 'KFRM',\n",
       " 'KFSD',\n",
       " 'KFSM',\n",
       " 'KFTK',\n",
       " 'KFTW',\n",
       " 'KFTY',\n",
       " 'KFVE',\n",
       " 'KFVX',\n",
       " 'KFWA',\n",
       " 'KFXE',\n",
       " 'KFYV',\n",
       " 'KGAG',\n",
       " 'KGBD',\n",
       " 'KGBG',\n",
       " 'KGCC',\n",
       " 'KGCK',\n",
       " 'KGCN',\n",
       " 'KGEG',\n",
       " 'KGEY',\n",
       " 'KGFK',\n",
       " 'KGFL',\n",
       " 'KGGG',\n",
       " 'KGGW',\n",
       " 'KGJT',\n",
       " 'KGKL',\n",
       " 'KGLD',\n",
       " 'KGLH',\n",
       " 'KGLS',\n",
       " 'KGMU',\n",
       " 'KGNR',\n",
       " 'KGNV',\n",
       " 'KGON',\n",
       " 'KGPI',\n",
       " 'KGPT',\n",
       " 'KGRB',\n",
       " 'KGRI',\n",
       " 'KGRK',\n",
       " 'KGRR',\n",
       " 'KGSB',\n",
       " 'KGSO',\n",
       " 'KGSP',\n",
       " 'KGTF',\n",
       " 'KGUC',\n",
       " 'KGUP',\n",
       " 'KGUY',\n",
       " 'KGWO',\n",
       " 'KGXA',\n",
       " 'KGXY',\n",
       " 'KGYY',\n",
       " 'KGZH',\n",
       " 'KHAT',\n",
       " 'KHBG',\n",
       " 'KHBR',\n",
       " 'KHCO',\n",
       " 'KHDE',\n",
       " 'KHDN',\n",
       " 'KHFD',\n",
       " 'KHFJ',\n",
       " 'KHIB',\n",
       " 'KHIE',\n",
       " 'KHIO',\n",
       " 'KHJH',\n",
       " 'KHKY',\n",
       " 'KHLC',\n",
       " 'KHLG',\n",
       " 'KHLN',\n",
       " 'KHNR',\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",
       " 'KHXD',\n",
       " 'KHYA',\n",
       " 'KHYS',\n",
       " 'KIAD',\n",
       " 'KIAG',\n",
       " 'KIAH',\n",
       " 'KICR',\n",
       " 'KICT',\n",
       " 'KIDA',\n",
       " 'KIDI',\n",
       " 'KIEN',\n",
       " 'KIJX',\n",
       " 'KIKK',\n",
       " 'KIL',\n",
       " 'KILG',\n",
       " 'KILM',\n",
       " 'KIML',\n",
       " 'KIMM',\n",
       " 'KIND',\n",
       " 'KINK',\n",
       " 'KINL',\n",
       " 'KINT',\n",
       " 'KINW',\n",
       " 'KIOB',\n",
       " 'KIOW',\n",
       " 'KIPL',\n",
       " 'KIPT',\n",
       " 'KISM',\n",
       " 'KISN',\n",
       " 'KISO',\n",
       " 'KISP',\n",
       " 'KISW',\n",
       " 'KITH',\n",
       " 'KIWD',\n",
       " 'KIXA',\n",
       " 'KJAC',\n",
       " 'KJAN',\n",
       " 'KJAX',\n",
       " 'KJBR',\n",
       " 'KJFK',\n",
       " 'KJHW',\n",
       " 'KJKL',\n",
       " 'KJLN',\n",
       " 'KJMR',\n",
       " 'KJMS',\n",
       " 'KJST',\n",
       " 'KJVL',\n",
       " 'KJXN',\n",
       " 'KJYR',\n",
       " 'KK68',\n",
       " 'KKL',\n",
       " 'KLAF',\n",
       " 'KLAN',\n",
       " 'KLAR',\n",
       " 'KLAS',\n",
       " 'KLAX',\n",
       " 'KLBB',\n",
       " 'KLBE',\n",
       " 'KLBF',\n",
       " 'KLBL',\n",
       " 'KLBX',\n",
       " 'KLCB',\n",
       " 'KLCG',\n",
       " 'KLCH',\n",
       " 'KLCK',\n",
       " 'KLDM',\n",
       " 'KLDN',\n",
       " 'KLEB',\n",
       " 'KLEE',\n",
       " 'KLEW',\n",
       " 'KLEX',\n",
       " 'KLFK',\n",
       " 'KLFT',\n",
       " 'KLG',\n",
       " 'KLGA',\n",
       " 'KLGB',\n",
       " 'KLGU',\n",
       " 'KLIT',\n",
       " 'KLJF',\n",
       " 'KLKN',\n",
       " 'KLMT',\n",
       " 'KLND',\n",
       " 'KLNK',\n",
       " 'KLNL',\n",
       " 'KLNR',\n",
       " 'KLNS',\n",
       " 'KLOL',\n",
       " 'KLOZ',\n",
       " 'KLRD',\n",
       " 'KLRU',\n",
       " 'KLS',\n",
       " 'KLSE',\n",
       " 'KLUK',\n",
       " 'KLVK',\n",
       " 'KLVS',\n",
       " 'KLWB',\n",
       " 'KLWM',\n",
       " 'KLWS',\n",
       " 'KLWT',\n",
       " 'KLWV',\n",
       " 'KLXL',\n",
       " 'KLXN',\n",
       " 'KLYH',\n",
       " 'KLZK',\n",
       " 'KMAF',\n",
       " 'KMBL',\n",
       " 'KMBS',\n",
       " 'KMCB',\n",
       " 'KMCE',\n",
       " 'KMCI',\n",
       " 'KMCN',\n",
       " 'KMCO',\n",
       " 'KMCW',\n",
       " 'KMDH',\n",
       " 'KMDN',\n",
       " 'KMDT',\n",
       " 'KMDW',\n",
       " 'KMDZ',\n",
       " 'KMEI',\n",
       " 'KMEM',\n",
       " 'KMFD',\n",
       " 'KMFE',\n",
       " 'KMFR',\n",
       " 'KMGC',\n",
       " 'KMGM',\n",
       " 'KMGW',\n",
       " 'KMHE',\n",
       " 'KMHK',\n",
       " 'KMHR',\n",
       " 'KMHT',\n",
       " 'KMHV',\n",
       " 'KMHX',\n",
       " 'KMIA',\n",
       " 'KMIB',\n",
       " 'KMIV',\n",
       " 'KMKC',\n",
       " 'KMKE',\n",
       " 'KMKG',\n",
       " 'KMKL',\n",
       " 'KMKX',\n",
       " 'KMLB',\n",
       " 'KMLC',\n",
       " 'KMLI',\n",
       " 'KMLS',\n",
       " 'KMLT',\n",
       " 'KMLU',\n",
       " 'KMML',\n",
       " 'KMMU',\n",
       " 'KMNM',\n",
       " 'KMOB',\n",
       " 'KMOP',\n",
       " 'KMOT',\n",
       " 'KMPH',\n",
       " 'KMPV',\n",
       " 'KMQT',\n",
       " 'KMRB',\n",
       " 'KMRJ',\n",
       " 'KMRY',\n",
       " 'KMSL',\n",
       " 'KMSN',\n",
       " 'KMSO',\n",
       " 'KMSP',\n",
       " 'KMSS',\n",
       " 'KMSV',\n",
       " 'KMSY',\n",
       " 'KMTH',\n",
       " 'KMTJ',\n",
       " 'KMTN',\n",
       " 'KMTO',\n",
       " 'KMTW',\n",
       " 'KMVL',\n",
       " 'KMWH',\n",
       " 'KMYR',\n",
       " 'KMYZ',\n",
       " 'KNA',\n",
       " 'KNEW',\n",
       " 'KNL',\n",
       " 'KNSI',\n",
       " 'KOAJ',\n",
       " 'KOAK',\n",
       " 'KOFK',\n",
       " 'KOGA',\n",
       " 'KOGB',\n",
       " 'KOGD',\n",
       " 'KOKC',\n",
       " 'KOLM',\n",
       " 'KOLU',\n",
       " 'KOMA',\n",
       " 'KONL',\n",
       " 'KONT',\n",
       " 'KOPF',\n",
       " 'KOQU',\n",
       " 'KORD',\n",
       " 'KORE',\n",
       " 'KORF',\n",
       " 'KORH',\n",
       " 'KOSH',\n",
       " 'KOTH',\n",
       " 'KOTM',\n",
       " 'KOTX',\n",
       " 'KOVO',\n",
       " 'KOWB',\n",
       " 'KP11',\n",
       " 'KP28',\n",
       " 'KP38',\n",
       " 'KP59',\n",
       " 'KP60',\n",
       " 'KPAE',\n",
       " 'KPAH',\n",
       " 'KPBF',\n",
       " 'KPBG',\n",
       " 'KPBI',\n",
       " 'KPDK',\n",
       " 'KPDT',\n",
       " 'KPDX',\n",
       " 'KPEQ',\n",
       " 'KPFN',\n",
       " 'KPGA',\n",
       " 'KPGV',\n",
       " 'KPHD',\n",
       " 'KPHF',\n",
       " 'KPHG',\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",
       " 'KPNA',\n",
       " 'KPNC',\n",
       " 'KPNE',\n",
       " 'KPNS',\n",
       " 'KPNT',\n",
       " 'KPOB',\n",
       " 'KPOE',\n",
       " 'KPOF',\n",
       " 'KPOU',\n",
       " 'KPOY',\n",
       " 'KPQI',\n",
       " 'KPRB',\n",
       " 'KPRC',\n",
       " 'KPSC',\n",
       " 'KPSF',\n",
       " 'KPSM',\n",
       " 'KPSO',\n",
       " 'KPSP',\n",
       " 'KPTK',\n",
       " 'KPUB',\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations = DataAccessLayer.getAvailableLocationNames(request)\n",
    "locations.sort()\n",
    "list(locations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setting the Location Name\n",
    "\n",
    "In this case we're setting the location name to `KFRM` which is the Municipal Airport in Fairmont, Minnesota."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "request.setLocationNames(\"KFRM\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering by Time\n",
    "\n",
    "Models produce many different time variants during their runs, so let's limit the data to the most recent time and forecast run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "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": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the Data!\n",
    "\n",
    "Here we can now request our data response from the EDEX server with our defined time filter.\n",
    "Printing out some data about the response verifies we received the data we were interested in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parms    = ['temperature', 'pressure', 'vComp', 'uComp', 'specHum']\n",
      "site     = KFRM\n",
      "geom     = POINT (-94.41999816894531 43.650001525878906)\n",
      "datetime = 2025-01-23 06:00:00 (0)\n",
      "reftime  = Jan 23 25 06:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Jan 23 25 06:00:00 , Jan 23 25 06:00:00 )\n"
     ]
    }
   ],
   "source": [
    "obj = response[0]\n",
    "\n",
    "print(\"parms    = \" + str(obj.getParameters()))\n",
    "print(\"site     = \" + str(obj.getLocationName()))\n",
    "print(\"geom     = \" + str(obj.getGeometry()))\n",
    "print(\"datetime = \" + str(obj.getDataTime()))\n",
    "print(\"reftime  = \" + str(obj.getDataTime().getRefTime()))\n",
    "print(\"fcstHour = \" + str(obj.getDataTime().getFcstTime()))\n",
    "print(\"period   = \" + str(obj.getDataTime().getValidPeriod()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use the Data!\n",
    "\n",
    "Since we filtered on time, and requested the data in the previous cell, we now have a `response` object we can work with."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare data objects\n",
    "\n",
    "Here we construct arrays for each parameter to plot (temperature, pressure, moisture (spec. humidity), wind components, and cloud cover).  We have two sets of arrays for temperature and pressure, where the second set only has values as long as the specific humidity is not zero.  That is because we are going to do some calculations with specific humidity, temperature, and pressure and we need all those arrays to be the same length, and for the specific humidty to not equal zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create new arrays to populate from our response objects\n",
    "tmp,prs,sh,prs2,tmp2 = np.array([]),np.array([]),np.array([]),np.array([]),np.array([])\n",
    "uc,vc = np.array([]),np.array([])\n",
    "\n",
    "# Cycle through all response objects to populate new arrays\n",
    "for ob in response:\n",
    "    tmp = np.append(tmp,ob.getNumber(\"temperature\"))\n",
    "    prs = np.append(prs,ob.getNumber(\"pressure\"))\n",
    "    uc = np.append(uc,ob.getNumber(\"uComp\"))\n",
    "    vc = np.append(vc,ob.getNumber(\"vComp\"))\n",
    "    # don't include data with 0 specific humidity\n",
    "    if(ob.getNumber(\"specHum\")==0):\n",
    "        continue\n",
    "    sh = np.append(sh,ob.getNumber(\"specHum\"))\n",
    "    prs2 = np.append(prs2,ob.getNumber(\"pressure\"))\n",
    "    tmp2 = np.append(tmp2,ob.getNumber(\"temperature\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate 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",
    "First, we'll set up variables that are used in all three methods (and later in the notebook)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfull = (tmp-273.15) * units.degC\n",
    "t = (tmp2-273.15) * units.degC\n",
    "\n",
    "pfull = prs/100 * units.mbar\n",
    "p = prs2/100 * 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": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1\n",
    "\n",
    "Here we'll calculate the dewpoint using MetPy calculated mixing ratio and the vapor pressure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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": [
    "#### Method 2\n",
    "\n",
    "Here we'll calculate dewpoint using MetPy while assuming the mixing ratio is equal to the specific humidity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "td2 = dewpoint(vapor_pressure(p, sh))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3\n",
    "\n",
    "Here we use logic from the NCEP AWIPS soundingrequest plugin.  This logic was based on [GEMPAK and NSHARP calculations](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": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# new arrays\n",
    "ntmp = tmp2\n",
    "\n",
    "# where p=pressure(pa), T=temp(C), T0=reference temp(273.16)\n",
    "rh = 0.263*prs2*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": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the Data!\n",
    "\n",
    "Create and display SkewT and Hodograph plots using MetPy.\n",
    "\n",
    "Since we're displaying all three dewpoint plots, we also create a \"zoomed in\" view to highlight the slight differences between the three calculations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a new figure and define the size\n",
    "fig = plt.figure(figsize=(12, 14))\n",
    "\n",
    "# Create a skewT plot\n",
    "skew = SkewT(fig)\n",
    "\n",
    "# Plot the data\n",
    "skew.plot(pfull, tfull, 'r', linewidth=2)\n",
    "skew.plot(p, td, 'b', linewidth=2)\n",
    "skew.plot(p, td2, 'y', linewidth=2)\n",
    "skew.plot(p, dwpc, 'g', linewidth=2)\n",
    "skew.plot_barbs(pfull, u, v)\n",
    "# set the domain and range (these may need to be adjusted\n",
    "# depending on the exact data for best viewing purposes)\n",
    "skew.ax.set_ylim(1000, 100)\n",
    "skew.ax.set_xlim(-70, 40)\n",
    "\n",
    "# Add title to the plot\n",
    "# format: \"2022-08-18 18Z FH 0  | GFS KFRM (43.65,-94.42)\"\n",
    "datetime = str(ob.getDataTime())[0:-6]+\"Z\"\n",
    "forecastHr = str(ob.getDataTime().getFcstTime())\n",
    "site = ob.getLocationName()\n",
    "lat = \"{:.2f}\".format(ob.getGeometry().y)\n",
    "lon = \"{:.2f}\".format(ob.getGeometry().x)\n",
    "coords = \"(\" + lat + \", \" + lon +\")\"\n",
    "\n",
    "title = datetime + \" FH \" + forecastHr + \" | \" + forecastModel + \" \" + site + \" \" + coords\n",
    "plt.title(title)\n",
    "\n",
    "# Create a secondary axes for the \"zoomed in\" view\n",
    "#zoom_ax = inset_axes(skew.ax, '35%', '35%', loc=3,\n",
    "#                     bbox_to_anchor=(.05, .05, 1, 1),\n",
    "#                     bbox_transform=skew.ax.transAxes)\n",
    "# create a secondary plot for zoomed in section\n",
    "fig2 = plt.figure()\n",
    "skew2 = SkewT(fig2)\n",
    "skew2.ax = zoom_ax\n",
    "skew2.plot(p, td, 'b', linewidth=2, label='MetPy calculated mixing ratio')\n",
    "skew2.plot(p, td2, 'y', linewidth=2, label='MetPy spec. hum = mixing ratio')\n",
    "skew2.plot(p, dwpc, 'g', linewidth=2, label='GEMPAK legacy caluclation')\n",
    "# create a legend to explain the three lines\n",
    "skew2.ax.legend(loc=1)\n",
    "# remove the axis title on the zoomed plot since they\n",
    "# are redundant and just clutter the plot\n",
    "skew2.ax.set_xlabel(\"\")\n",
    "skew2.ax.set_ylabel(\"\")\n",
    "# these exact bounds may need to change depending on\n",
    "# the most recent data\n",
    "skew2.ax.set_ylim(970, 900)\n",
    "skew2.ax.set_xlim(-22, -18)\n",
    "\n",
    "# draw an indicator in the main plot of the \"zoomed in\" region\n",
    "skew.ax.indicate_inset_zoom(zoom_ax, edgecolor=\"black\")\n",
    "\n",
    "# dispose of the second figure, since creating a new\n",
    "# skewt in metpy automatically creates a new figure\n",
    "# which is unnecessary in this case\n",
    "plt.close(fig2)\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": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## See Also\n",
    "\n",
    "### Related Notebooks\n",
    "\n",
    "* [Grid Levels and Parameters](https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html)\n",
    "* [Upper Air BUFR Soundings](http://unidata.github.io/python-awips/examples/generated/Upper_Air_BUFR_Soundings.html)\n",
    "* [Forecast Model Vertical Sounding](http://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html)\n",
    "\n",
    "### Additional Documentation\n",
    "\n",
    "**python-awips:**\n",
    "\n",
    "* [awips.DataAccessLayer](http://unidata.github.io/python-awips/api/DataAccessLayer.html)\n",
    "* [awips.PyGeometryData](http://unidata.github.io/python-awips/api/PyGeometryData.html)\n",
    "\n",
    "**matplotlib:**\n",
    "\n",
    "* [matplotlib.pyplot](https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html)\n",
    "\n",
    "**MetPy**\n",
    "\n",
    "* [metpy.wind_speed](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_speed.html)\n",
    "* [metpy.wind_direction](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_direction.html)\n",
    "* [metpy.vapor_pressure](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.vapor_pressure.html)\n",
    "* [metpy.dewpoint](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.dewpoint.html)\n",
    "* [metpy.skewt](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html)\n",
    "* [metpy.hodograph](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  }
 ],
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