{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The EDEX modelsounding plugin creates 64-level vertical profiles from GFS and ETA (NAM) model runs. As of AWIPS release 16.1.5, the available locations are limited to stations around OAX (Omaha) due to localization (16.2.2 will allow requests for all stations)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "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\")\n",
    "request.addIdentifier(\"reportType\", \"ETA\")\n",
    "request.setLocationNames(\"WSC\")\n",
    "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using  2016-07-14 12:00:00\n"
     ]
    }
   ],
   "source": [
    "cycles = DataAccessLayer.getAvailableTimes(request, True)\n",
    "print \"using \", str(cycles[-1]) # 0 for FIRST time, -1 for LAST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "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": "markdown",
   "metadata": {},
   "source": [
    "## Request data for a single time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "response = DataAccessLayer.getGeometryData(request,times=[fcstRun[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parms    = ['pressure', 'uComp', 'temperature', 'specHum', 'vComp']\n",
      "site     = WSC\n",
      "datetime = 1970-01-17 23:54:57.600000 (0)\n",
      "geom     = POINT (-93.55999755859375 44.13999938964844)\n",
      "\n",
      "2016-07-14 12:00:00 (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",
    "    tmp.append(float(ob.getString(\"temperature\")))\n",
    "    prs.append(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\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create data arrays and calculate dewpoint from spec. humidity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "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, log\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",
    "pres = np.array(prs)\n",
    "# we can use units.* here...\n",
    "t = (np.array(tmp)-273.16) * units.degC\n",
    "p = np.array(pres)/100 * units.mbar\n",
    "s = np.array(sh)\n",
    "\n",
    "u,v = np.array(uc)*1.94384,np.array(vc)*1.94384 # m/s to knots\n",
    "spd = get_wind_speed(u, v) * units.knots\n",
    "dir = get_wind_dir(u, v) * units.deg\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# dewpoint 1) metpy calculated mixing ratio and vapor pressure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rmix = (s/(1-s)) *1000 * units('g/kg')\n",
    "e = vapor_pressure(p, rmix)\n",
    "td = dewpoint(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# dewpoint 2) metpy calculated assuming spec. humidity = vapor pressure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "td2 = dewpoint(vapor_pressure(p, s))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# dewpoint 3) NCEP soundingrequest plugin\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": 322,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/awips2/python/lib/python2.7/site-packages/ipykernel/__main__.py:7: RuntimeWarning: divide by zero encountered in log\n",
      "/awips2/python/lib/python2.7/site-packages/ipykernel/__main__.py:7: RuntimeWarning: invalid value encountered in divide\n"
     ]
    }
   ],
   "source": [
    "ntmp,nprs,nsh = np.array(tmp)-273.16,np.array(prs),np.array(sh)\n",
    "\n",
    "# where p=pressure(pa), T=temp(C), T0=reference temp(273.16)\n",
    "rh = 0.263*nprs*nsh / (np.exp(17.67*ntmp/(ntmp+273.16-29.65)))\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": [
    "# dewpoint 4) AWIPS2 NSHARP-scraped values from \"ShowText\"\n",
    "see the bottom of this document"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "a2td = np.array([13.81 ,13.49 ,13.20 ,13.27 ,13.49 ,13.46 ,13.19 ,12.77 ,12.35 ,11.98 ,11.70 ,11.49 ,11.08 ,10.63 ,10.23 , 9.77 , 9.23 , 8.55 , 7.56 , 6.36 , 5.25 , 3.91 , 2.65 , 1.92 , 1.65 , 1.05 ,-2.36 ,-9.87 , -16.96 , -12.92 , -15.25 , -17.16 , -16.68 , -16.87 , -21.12 , -27.25 , -34.04 , -39.51 , -43.71 , -52.80 , -60.15 , -71.03 , -66.79 , -67.47 , -68.13 , -73.57 , -74.17 ,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00,-9999.00]) * units.degC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-92.478017542 degC 13.8790657153 degC\n",
      "-92.4780705498 degC 13.7234212772 degC\n",
      "-92.4797802494 degC 13.9722073638 degC\n"
     ]
    }
   ],
   "source": [
    "print min(td), max(td)\n",
    "print min(td2), max(td2)\n",
    "print min(dwpc), max(dwpc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot with MetPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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q2zGcUFdXp/r6etsxnFBZWalgMJiWtcaOHatXXnnlQ1tEjn4U6xtvvPGhjx85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UwhLi6OOXPm3NDX+vp58/zxX9l0+92Uv/dNti+YYed0zhUVFcWCBQt0xzCF8PBwVvx1YcugIHjr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3qWi8hlRQljjGkeNu7gr7RixQp74+DKzs6+6NrkfrJ8+XKqq6u9DiMi5OfnWy6AospKvrdv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f671944dfd0>"
      ]
     },
     "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\n",
    "skew.plot(p, t, 'r')\n",
    "skew.plot(p, td, 'g')\n",
    "skew.plot(p, td2, 'y')\n",
    "skew.plot(p, a2td, 'b')\n",
    "skew.plot(p, dwpc, 'r')\n",
    "\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",
    "# 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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "969.6 millibar 13.8790657153 degC 13.7234212772 degC 13.81 degC 13.9722073638 degC\n",
      "965.1 millibar 13.5514444321 degC 13.3987458457 degC 13.49 degC 13.6428124974 degC\n",
      "960.6 millibar 13.2660716582 degC 13.1158079054 degC 13.2 degC 13.3559841005 degC\n",
      "956.0 millibar 13.3300934556 degC 13.1784065527 degC 13.27 degC 13.4208948865 degC\n",
      "951.3 millibar 13.5561680436 degC 13.4012137328 degC 13.49 degC 13.6489727034 degC\n",
      "946.6 millibar 13.5248884867 degC 13.3695220558 degC 13.46 degC 13.6179320967 degC\n",
      "941.7 millibar 13.2505352567 degC 13.097445516 degC 13.19 degC 13.3421559856 degC\n",
      "936.7 millibar 12.8346066481 degC 12.6852950604 degC 12.77 degC 12.9238860438 degC\n",
      "931.7 millibar 12.4120546565 degC 12.266508347 degC 12.35 degC 12.4989981943 degC\n",
      "926.4 millibar 12.0414158933 degC 11.8989625872 degC 11.98 degC 12.1264421265 degC\n",
      "920.9 millibar 11.7593185737 degC 11.6189574363 degC 11.7 degC 11.8430479118 degC\n",
      "915.2 millibar 11.5525460883 degC 11.4134478617 degC 11.49 degC 11.6354859319 degC\n",
      "909.2 millibar 11.1434114789 degC 11.0075619594 degC 11.08 degC 11.2243397711 degC\n",
      "902.9 millibar 10.6898763751 degC 10.5575985851 degC 10.63 degC 10.7685987527 degC\n",
      "896.3 millibar 10.2922542282 degC 10.1628832352 degC 10.23 degC 10.3691805957 degC\n",
      "889.2 millibar 9.82891187163 degC 9.70293665571 degC 9.77 degC 9.90374595005 degC\n",
      "881.2 millibar 9.28964296128 degC 9.16755329569 degC 9.23 degC 9.3620884994 degC\n",
      "871.9 millibar 8.60830670466 degC 8.49107771967 degC 8.55 degC 8.67775954412 degC\n",
      "861.2 millibar 7.61856386079 degC 7.50844254637 degC 7.56 degC 7.68363728275 degC\n",
      "849.0 millibar 6.41951122686 degC 6.31757471028 degC 6.36 degC 6.47954628794 degC\n",
      "835.0 millibar 5.29911859257 degC 5.20404068344 degC 5.25 degC 5.35492627892 degC\n",
      "819.1 millibar 3.95783175305 degC 3.87050639126 degC 3.91 degC 4.00886313606 degC\n",
      "801.2 millibar 2.70090013765 degC 2.62001696231 degC 2.65 degC 2.74795452655 degC\n",
      "781.0 millibar 1.9741648216 degC 1.89583145027 degC 1.92 degC 2.01961862057 degC\n",
      "758.8 millibar 1.69403340478 degC 1.61518915641 degC 1.65 degC 1.73974798062 degC\n",
      "734.5 millibar 1.0928425413 degC 1.01520779147 degC 1.05 degC 1.13777520862 degC\n",
      "708.4 millibar -2.32009952401 degC -2.38115359761 degC -2.36 degC -2.28533646508 degC\n",
      "680.6 millibar -9.83174207754 degC -9.86539365522 degC -9.87 degC -9.81364004241 degC\n",
      "651.8 millibar -16.9220063955 degC -16.9405861147 degC -16.96 degC -16.9129991579 degC\n",
      "622.2 millibar -12.8830918306 degC -12.91120005 degC -12.92 degC -12.8684315822 degC\n",
      "592.1 millibar -15.2138135375 degC -15.2377407452 degC -15.25 degC -15.2017367988 degC\n",
      "561.5 millibar -17.1286168795 degC -17.1497727823 degC -17.16 degC -17.1182882423 degC\n",
      "530.7 millibar -16.653525909 degC -16.6769141768 degC -16.68 degC -16.6419809487 degC\n",
      "499.6 millibar -16.8393317062 degC -16.8637513264 degC -16.87 degC -16.8272553895 degC\n",
      "468.6 millibar -21.0908060405 degC -21.1082501549 degC -21.12 degC -21.0830111519 degC\n",
      "437.7 millibar -27.2222883988 degC -27.2324964633 degC -27.25 degC -27.2188972273 degC\n",
      "407.1 millibar -34.0165097464 degC -34.0219119865 degC -34.04 degC -34.0160494107 degC\n",
      "376.8 millibar -39.4894922154 degC -39.4926831506 degC -39.51 degC -39.4904154838 degC\n",
      "346.8 millibar -43.6950811168 degC -43.6972146009 degC -43.71 degC -43.6967445147 degC\n",
      "317.4 millibar -52.7883704534 degC -52.7891311585 degC -52.8 degC -52.7908123303 degC\n",
      "289.3 millibar -60.1324866941 degC -60.1327992655 degC -60.15 degC -60.1351850685 degC\n",
      "263.1 millibar -71.0202931703 degC -71.0203623113 degC -71.03 degC -71.0229706942 degC\n",
      "239.4 millibar -66.7786738416 degC -66.7788190068 degC -66.79 degC -66.7816557153 degC\n",
      "218.0 millibar -67.4557539794 degC -67.4558980343 degC -67.47 degC -67.4588108413 degC\n",
      "198.7 millibar -68.1209332661 degC -68.1210762345 degC -68.13 degC -68.1239670713 degC\n",
      "181.3 millibar -73.5571328795 degC -73.5572000016 degC -73.57 degC -73.5600517848 degC\n",
      "165.6 millibar -74.1629500068 degC -74.1630166511 degC -74.17 degC -74.1658926544 degC\n",
      "151.1 millibar nan degC nan degC -9999.0 degC nan degC\n",
      "137.3 millibar nan degC nan degC -9999.0 degC nan degC\n",
      "124.0 millibar nan degC nan degC -9999.0 degC nan degC\n",
      "111.3 millibar nan degC nan degC -9999.0 degC nan degC\n",
      "98.9 millibar nan degC nan degC -9999.0 degC nan degC\n",
      "86.9 millibar nan degC nan degC -9999.0 degC nan degC\n",
      "75.1 millibar -79.2738862478 degC -79.27394893 degC -9999.0 degC -79.2769001842 degC\n",
      "63.6 millibar -80.3091524605 degC -80.3092143549 degC -9999.0 degC -80.3120830038 degC\n",
      "52.3 millibar -81.5110089092 degC -81.5110698952 degC -9999.0 degC -81.513818623 degC\n",
      "41.0 millibar -82.9820927066 degC -82.98215259 degC -9999.0 degC -82.9847548294 degC\n",
      "29.8 millibar -84.8703007167 degC -84.8703591996 degC -9999.0 degC -84.8728097673 degC\n",
      "18.7 millibar -87.5495154933 degC -87.5495720173 degC -9999.0 degC -87.5517338704 degC\n",
      "7.6 millibar -92.478017542 degC -92.4780705498 degC -9999.0 degC -92.4797802494 degC\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,len(p)):\n",
    "    print p[i], td[i], td2[i], a2td[i], dwpc[i]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare with the text output from AWIPS NSHARP\n",
    "\n",
    "    NAMSND  WSC 160714/12(Thu) NAMSND  LAT=44.13999938964844 LON=-93.55999755859375\n",
    "    PRESSURE  HGHT\t   TEMP\t  DWPT    WDIR     WSPD    OMEG\n",
    "     969.60\t  337.00   16.75   13.81   255.47    5.42   0.000000\n",
    "     965.10\t  376.80   17.95   13.49   281.06   17.23   0.000000\n",
    "     960.60\t  416.96   19.25   13.20   289.82   22.93  -0.100000\n",
    "     956.00\t  458.31   19.55   13.27   293.14   24.73  -0.100000\n",
    "     951.30\t  500.77   19.15   13.49   294.37   24.97  -0.100000\n",
    "     946.60\t  543.37   18.65   13.46   293.37   24.99  -0.100000\n",
    "     941.70\t  587.93   18.05   13.19   293.03   25.35  -0.100000\n",
    "     936.70\t  633.55   17.65   12.77   292.75   26.14  -0.100000\n",
    "     931.70\t  679.34   17.15   12.35   292.87   27.00   0.000000\n",
    "     926.40\t  728.06   16.75   11.98   293.88   27.85   0.000000\n",
    "     920.90\t  778.86   16.45   11.70   295.16   28.35   0.000000\n",
    "     915.20\t  831.75   16.05   11.49   296.22   28.60   0.000000\n",
    "     909.20\t  887.71   15.65   11.08   296.74   28.95   0.000000\n",
    "     902.90\t  946.78   15.35   10.63   296.40   29.30   0.000000\n",
    "     896.30\t 1009.03   15.05   10.23   295.73   29.99   0.000000\n",
    "     889.20\t 1076.45   14.85    9.77   293.67   30.99   0.000000\n",
    "     881.20\t 1153.02   14.75    9.23   291.61   32.20   0.000000\n",
    "     871.90\t 1242.83   14.45    8.55   289.70   33.45   0.000000\n",
    "     861.20\t 1347.16   13.85    7.56   288.74   35.10   0.000000\n",
    "     849.00\t 1467.41   13.15    6.36   287.95   36.58   0.000000\n",
    "     835.00\t 1607.11   12.25    5.25   288.06   37.62   0.000000\n",
    "     819.10\t 1768.04   11.15    3.91   288.07   38.23   0.000000\n",
    "     801.20\t 1952.16    9.85    2.65   288.62   38.36   0.000000\n",
    "     781.00\t 2163.90    8.45    1.92   289.81   38.43   0.000000\n",
    "     758.80\t 2401.74    6.85    1.65   290.83   38.27   0.000000\n",
    "     734.50\t 2668.75    5.45    1.05   292.19   37.58   0.000000\n",
    "     708.40\t 2963.66    3.45   -2.36   292.51   38.08   0.000000\n",
    "     680.60\t 3287.56    1.85   -9.87   293.70   38.21   0.000000\n",
    "     651.80\t 3635.23    0.55  -16.96   295.55   39.21   0.000000\n",
    "     622.20\t 4006.65   -1.45  -12.92   297.16   41.73  -0.100000\n",
    "     592.10\t 4399.92   -3.65  -15.25   296.68   43.73  -0.100000\n",
    "     561.50\t 4816.98   -6.25  -17.16   294.97   43.74  -0.100000\n",
    "     530.70\t 5255.49   -9.55  -16.68   293.48   41.96  -0.100000\n",
    "     499.60\t 5719.90  -11.95  -16.87   292.35   37.83  -0.100000\n",
    "     468.60\t 6207.29  -15.05  -21.12   288.84   34.92  -0.100000\n",
    "     437.70\t 6719.54  -18.55  -27.25   283.87   33.24   0.000000\n",
    "     407.10\t 7255.45  -22.75  -34.04   279.21   29.14   0.000000\n",
    "     376.80\t 7817.74  -26.95  -39.51   274.05   22.02   0.000000\n",
    "     346.80\t 8410.04  -31.65  -43.71   271.53   21.78   0.000000\n",
    "     317.40\t 9030.35  -36.25  -52.80   270.81   27.61   0.100000\n",
    "     289.30\t 9667.08  -40.75  -60.15   270.00   38.49   0.100000\n",
    "     263.10\t10307.59  -44.55  -71.03   268.74   52.89   0.000000\n",
    "     239.40\t10933.18  -48.95  -66.79   266.86   63.85   0.000000\n",
    "     218.00\t11545.11  -50.85  -67.47   266.13   69.16   0.000000\n",
    "     198.70\t12148.31  -50.85  -68.13   267.81   66.14   0.000000\n",
    "     181.30\t12743.84  -51.45  -73.57   270.00   58.32   0.000000\n",
    "     165.60\t13330.45  -52.35  -74.17   270.23   48.21   0.000000\n",
    "     151.10\t13921.35  -53.35 -9999.00   265.58   40.36   0.000000\n",
    "     137.30\t14535.72  -54.65 -9999.00   261.78   36.73   0.000000\n",
    "     124.00\t15186.18  -55.45 -9999.00   264.49   32.42   0.000000\n",
    "     111.30\t15873.94  -55.95 -9999.00   270.00   23.52   0.000000\n",
    "      75.00\t18386.49  -53.45 -9999.00   265.30   40.06  -9999.000000\n",
    "      50.00\t20967.30  -53.45 -9999.00   265.30   40.06  -9999.000000\n"
   ]
  }
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