{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<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>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "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": 1,
   "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": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "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\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting Location\n",
    "\n"
   ]
  },
  {
   "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": 3,
   "metadata": {},
   "outputs": [
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       " '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": 3,
     "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": 4,
   "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": 5,
   "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": 6,
   "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 = 2025-02-12 18:00:00 (0)\n",
      "reftime  = Feb 12 25 18:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Feb 12 25 18:00:00 , Feb 12 25 18:00:00 )\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": 7,
   "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": 8,
   "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": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-17.861027609224152 -18.296283305867178 -18.61873165139778 -18.956045264648424 -19.17502589815922 -19.67533661570917 -20.060517352662544 -20.60677624765424 -21.034562441122517 -20.47030103586505 -20.095639271448306 -19.765441774539482 -19.47765111329744 -19.118520675916415 -19.039256945399615 -19.220687869449876 -19.659848697746412 -20.35989694232248 -21.34132106267046 -22.510151905707176 -23.891435648286034 -25.377619126624808 -26.823631224180673 -28.373325286396692 -29.322811329792188 -29.28950476725845 -32.316697089981005 -37.609577734507525 -42.2249867107964 -46.4725928841666 -50.779120288769434 -59.06429640317202 -70.0497515867722 -70.71615305853982] degree_Celsius\n"
     ]
    }
   ],
   "source": [
    "rmix = (sh/(1-sh)) *1000 * units('g/kg')\n",
    "e = vapor_pressure(p, rmix)\n",
    "td = dewpoint(e)\n",
    "print(td)"
   ]
  },
  {
   "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": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-17.872374594539878 -18.307233712088532 -18.62941615219512 -18.966463858936493 -19.185307466171594 -19.685223771445862 -20.07013889228719 -20.616005053394304 -21.04352622946604 -20.479887317174047 -20.105720862492916 -19.776017591322585 -19.4887197093349 -19.130208537923124 -19.051303531109 -19.23283161612025 -19.671828764230696 -20.371455840693898 -21.352206267145135 -22.520243304233674 -23.900618221790864 -25.385905205061363 -26.831154201846743 -28.38009666226398 -29.329310144996413 -29.296431567874123 -32.322083827390884 -37.61282774776876 -42.22705759872292 -46.4739459966614 -50.77998341031628 -59.064612626911355 -70.04982150804739 -70.7162224435676] degree_Celsius\n"
     ]
    }
   ],
   "source": [
    "td2 = dewpoint(vapor_pressure(p, sh))\n",
    "print(td2)"
   ]
  },
  {
   "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": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-17.856866063572326 -18.292352624634983 -18.61495502652454 -18.95242234278033 -19.17148109212604 -19.67201981493028 -20.057352947508043 -20.603837750203628 -21.031774978696657 -20.467148227064524 -20.09219397247566 -19.76170356716989 -19.473619844784952 -19.11412104616787 -19.034640805389554 -19.21600817115405 -19.655258048229165 -20.355545859726377 -21.337356589010316 -22.5066427651069 -23.88844692083168 -25.37514098495366 -26.82158360694533 -28.3716989735814 -29.321328899510995 -29.287762680418876 -32.315822657544324 -37.609884107908435 -42.22590892550121 -46.47386041955892 -50.7805953411855 -59.065935666579605 -70.05132888695185 -70.71771826198025] degree_Celsius\n"
     ]
    }
   ],
   "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\n",
    "print(dwpc)"
   ]
  },
  {
   "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": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1400 with 3 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(-29, -26)\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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