{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from awips.dataaccess import DataAccessLayer\n",
    "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
    "request = DataAccessLayer.newDataRequest()\n",
    "request.setDatatype(\"modelsounding\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CHE\n",
      "CRL\n",
      "EAX\n",
      "HSI\n",
      "KDSM\n",
      "KFOE\n",
      "KFRM\n",
      "KFSD\n",
      "KGRI\n",
      "KLNK\n",
      "KMCI\n",
      "KMCW\n",
      "KMHE\n",
      "KMHK\n",
      "KMKC\n",
      "KOFK\n",
      "KOMA\n",
      "KRSL\n",
      "KSLN\n",
      "KSTJ\n",
      "KSUX\n",
      "KTOP\n",
      "KYKN\n",
      "OAX\n",
      "P#8\n",
      "P#9\n",
      "P#A\n",
      "P#G\n",
      "P#I\n",
      "RDD\n",
      "WSC\n"
     ]
    }
   ],
   "source": [
    "availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n",
    "availableLocs.sort()\n",
    "for loc in availableLocs: print loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "request.addIdentifier(\"reportType\", \"ETA\")\n",
    "request.setLocationNames(\"OAX\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta10\n",
      "cldCvr\n",
      "convPrecip\n",
      "dataURI\n",
      "elevation\n",
      "forecastHr\n",
      "frzgRainTyp\n",
      "hiCld\n",
      "iceTyp\n",
      "landSea\n",
      "latitude\n",
      "longitude\n",
      "lowCld\n",
      "maxTemp\n",
      "midCld\n",
      "minTemp\n",
      "numProfLvls\n",
      "omega\n",
      "prCloud\n",
      "pressure\n",
      "q10\n",
      "q2\n",
      "rainType\n",
      "refTime\n",
      "seaLvlPress\n",
      "sensHeat\n",
      "sfcPress\n",
      "skinTemp\n",
      "snowFall\n",
      "snowFlux\n",
      "snowMelt\n",
      "snowTyp\n",
      "snowWater\n",
      "specHum\n",
      "srHel\n",
      "stationId\n",
      "subSfcHeat\n",
      "temp2\n",
      "temperature\n",
      "totPrecip\n",
      "u10\n",
      "uComp\n",
      "uStorm\n",
      "v10\n",
      "vComp\n",
      "vStorm\n",
      "validTime\n",
      "vsby\n",
      "wmoHeader\n",
      "wmoStaNum\n"
     ]
    }
   ],
   "source": [
    "availableParms = DataAccessLayer.getAvailableParameters(request)\n",
    "availableParms.sort()\n",
    "for parm in availableParms: print parm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using  2016-07-13 00:00:00\n"
     ]
    }
   ],
   "source": [
    "cycles = DataAccessLayer.getAvailableTimes(request, True)\n",
    "print \"using \", str(cycles[-1]) # 0 for FIRST time, -1 for LAST\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "allTimes = DataAccessLayer.getAvailableTimes(request)\n",
    "\n",
    "# Build one complete model run\n",
    "fcstRun = []\n",
    "for time in allTimes:\n",
    "    if str(time)[:19] == str(cycles[-1]):\n",
    "        fcstRun.append(time)\n",
    "\n",
    "#for time in fcstRun: print time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "response = DataAccessLayer.getGeometryData(request,times=[fcstRun[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parms    = ['pressure', 'uComp', 'temperature', 'specHum', 'vComp']\n",
      "site     = OAX\n",
      "datetime = 1970-01-17 23:52:48 (0)\n",
      "geom     = POINT (-96.38999938964844 41.29999923706055)\n",
      "\n",
      "2016-07-13 00:00:00 (0)\n",
      "1970-01-17 23:52:48 (0)\n",
      "96460.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "96020.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "95570.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "95120.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "94650.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "94180.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "93700.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "93210.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "92700.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "92180.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "91640.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "91070.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "90480.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "89860.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "89200.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "88490.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "87700.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "86780.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "85720.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "84510.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "83120.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "81550.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "79770.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "77770.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "75570.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "73160.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "70560.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "67810.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "64950.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "62020.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "59030.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "56000.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "52940.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "49860.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "46780.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "43710.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "40670.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "37660.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "34670.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "31740.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "28930.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "26310.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "23940.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "21800.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "19870.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "18130.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "16560.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "15110.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "13730.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "12400.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "11130.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "9890.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "8690.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "7510.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "6360.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "5230.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "4100.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "2980.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "1870.0\n",
      "1970-01-17 23:52:48 (0)\n",
      "760.0\n"
     ]
    }
   ],
   "source": [
    "print \"parms    = \" + str(response[0].getParameters())\n",
    "print \"site     = \" + response[0].getLocationName()\n",
    "print \"datetime = \" + str(response[0].getDataTime())\n",
    "print \"geom     = \" + str(response[0].getGeometry())\n",
    "print \"\"\n",
    "\n",
    "print fcstRun[0]\n",
    "\n",
    "tmp,prs,sh,uc,vc = [],[],[],[],[]\n",
    "for ob in response:\n",
    "    #print dir(ob)\n",
    "    print ob.getDataTime()\n",
    "    tmp.append(float(ob.getString(\"temperature\")))\n",
    "    prs.append(float(ob.getString(\"pressure\")))\n",
    "    print float(ob.getString(\"pressure\"))\n",
    "    sh.append(float(ob.getString(\"specHum\")))\n",
    "    uc.append(float(ob.getString(\"uComp\")))\n",
    "    vc.append(float(ob.getString(\"vComp\")))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7.6 millibar 964.6 millibar\n",
      "-66.049993896 degC 28.649987793 degC\n",
      "0.0 0.0165699999779\n",
      "1.14017545124 knot 33.7843151036 knot\n",
      "0.103081609224 degree 6.24748619336 degree\n",
      "-88.7122779647 degC 21.1129241699 degC\n"
     ]
    }
   ],
   "source": [
    "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\n",
    "import numpy as np\n",
    "\n",
    "from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n",
    "from metpy.calc import get_wind_speed,get_wind_dir, thermo, vapor_pressure\n",
    "from metpy.plots import SkewT, Hodograph\n",
    "from metpy.units import units, concatenate\n",
    "\n",
    "# we can use units.* here...\n",
    "t = (np.array(tmp)-273.15) * units.degC\n",
    "p = (np.array(prs)/100) * units.mbar\n",
    "s = np.array(sh)\n",
    "\n",
    "u, v = np.array(uc),np.array(vc)\n",
    "spd = get_wind_speed(u, v) * units.knot\n",
    "dir = get_wind_dir(u, v) * units.deg\n",
    "# assuming spec. humidity equals vapor pressure (e)\n",
    "td = dewpoint(vapor_pressure(p, s))\n",
    "\n",
    "print min(p), max(p)\n",
    "print min(t), max(t)\n",
    "print min(s), max(s)\n",
    "print min(spd), max(spd)\n",
    "print min(dir), max(dir)\n",
    "print min(td), max(td)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCQAAANoCAYAAAAYqzuQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe6722ca210>"
      ]
     },
     "metadata": {},
     "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 using normal plotting functions, in this case using\n",
    "# log scaling in Y, as dictated by the typical meteorological plot\n",
    "skew.plot(p, t, 'r')\n",
    "skew.plot(p, td, 'g')\n",
    "skew.plot_barbs(p, u, v)\n",
    "skew.ax.set_ylim(1000, 100)\n",
    "skew.ax.set_xlim(-40, 60)\n",
    "\n",
    "# Calculate LCL height and plot as black dot\n",
    "l = lcl(p[0], t[0], td[0])\n",
    "lcl_temp = dry_lapse(concatenate((p[0], l)), t[0])[-1].to('degC')\n",
    "skew.plot(l, lcl_temp, 'ko', markerfacecolor='black')\n",
    "\n",
    "# Calculate full parcel profile and add to plot as black line\n",
    "#prof = parcel_profile(p, t[0], td[0]).to('degC')\n",
    "#skew.plot(p, prof, 'k', linewidth=2)\n",
    "\n",
    "# Example of coloring area between profiles\n",
    "#skew.ax.fill_betweenx(p, t, prof, where=t>=prof, facecolor='blue', alpha=0.4)\n",
    "#skew.ax.fill_betweenx(p, t, prof, where=t<prof, facecolor='red', alpha=0.4)\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=3)\n",
    "h = Hodograph(ax_hod, component_range=80.)\n",
    "h.add_grid(increment=20)\n",
    "h.plot_colormapped(u, v, spd)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
