From e9a402d65a3d41a0d5c682b8d360c9c9b5c971f8 Mon Sep 17 00:00:00 2001 From: Michael James Date: Wed, 13 Jul 2016 13:53:16 -0500 Subject: [PATCH] modelsounding data retrieval and plot example --- examples/notebooks/Model_Soundings.ipynb | 574 +++++++++++++++++++++++ 1 file changed, 574 insertions(+) create mode 100644 examples/notebooks/Model_Soundings.ipynb diff --git a/examples/notebooks/Model_Soundings.ipynb b/examples/notebooks/Model_Soundings.ipynb new file mode 100644 index 0000000..cebb287 --- /dev/null +++ b/examples/notebooks/Model_Soundings.ipynb @@ -0,0 +1,574 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Sounding Data\n", + "\n", + "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": 184, + "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": "markdown", + "metadata": {}, + "source": [ + "# Print available locations" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "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": "markdown", + "metadata": {}, + "source": [ + "## Set report type\n", + "\n", + "**addItendifier(\"reportType\",modelName)** must be called here or else **request** will return both GFS and \"ETA\"" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "request.addIdentifier(\"reportType\", \"ETA\")\n", + "request.setLocationNames(\"OAX\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## List available parameters\n", + "\n", + "Parameters available as vertical profiles as specified in [com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsounding.xml](https://github.com/Unidata/awips2/blob/unidata_16.2.2/edexOsgi/com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsounding.xml)\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "Database parameters are available as well, as outlined in [com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsoundingdb.xml](https://github.com/Unidata/awips2/blob/unidata_16.2.2/edexOsgi/com.raytheon.uf.edex.plugin.modelsounding/res/pointdata/modelsoundingdb.xml)\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "Many surface parameters are also available, shown in the list below." + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "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": "markdown", + "metadata": {}, + "source": [ + "## Set request parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define latest model run time" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Construct latest model run datatime object" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2016-07-13 00:00:00 (0)\n", + "2016-07-13 00:00:00 (1)\n", + "2016-07-13 00:00:00 (2)\n", + "2016-07-13 00:00:00 (3)\n", + "2016-07-13 00:00:00 (4)\n", + "2016-07-13 00:00:00 (5)\n", + "2016-07-13 00:00:00 (6)\n", + "2016-07-13 00:00:00 (7)\n", + "2016-07-13 00:00:00 (8)\n", + "2016-07-13 00:00:00 (9)\n", + "2016-07-13 00:00:00 (10)\n", + "2016-07-13 00:00:00 (11)\n", + "2016-07-13 00:00:00 (12)\n", + "2016-07-13 00:00:00 (13)\n", + "2016-07-13 00:00:00 (14)\n", + "2016-07-13 00:00:00 (15)\n", + "2016-07-13 00:00:00 (16)\n", + "2016-07-13 00:00:00 (17)\n", + "2016-07-13 00:00:00 (18)\n", + "2016-07-13 00:00:00 (19)\n", + "2016-07-13 00:00:00 (20)\n", + "2016-07-13 00:00:00 (21)\n", + "2016-07-13 00:00:00 (22)\n", + "2016-07-13 00:00:00 (23)\n", + "2016-07-13 00:00:00 (24)\n", + "2016-07-13 00:00:00 (25)\n", + "2016-07-13 00:00:00 (26)\n", + "2016-07-13 00:00:00 (27)\n", + "2016-07-13 00:00:00 (28)\n", + "2016-07-13 00:00:00 (29)\n", + "2016-07-13 00:00:00 (30)\n", + "2016-07-13 00:00:00 (31)\n", + "2016-07-13 00:00:00 (32)\n", + "2016-07-13 00:00:00 (33)\n", + "2016-07-13 00:00:00 (34)\n", + "2016-07-13 00:00:00 (35)\n", + "2016-07-13 00:00:00 (36)\n", + "2016-07-13 00:00:00 (37)\n", + "2016-07-13 00:00:00 (38)\n", + "2016-07-13 00:00:00 (39)\n", + "2016-07-13 00:00:00 (40)\n", + "2016-07-13 00:00:00 (41)\n", + "2016-07-13 00:00:00 (42)\n", + "2016-07-13 00:00:00 (43)\n", + "2016-07-13 00:00:00 (44)\n", + "2016-07-13 00:00:00 (45)\n", + "2016-07-13 00:00:00 (46)\n", + "2016-07-13 00:00:00 (47)\n", + "2016-07-13 00:00:00 (48)\n", + "2016-07-13 00:00:00 (49)\n", + "2016-07-13 00:00:00 (50)\n", + "2016-07-13 00:00:00 (51)\n", + "2016-07-13 00:00:00 (52)\n", + "2016-07-13 00:00:00 (53)\n", + "2016-07-13 00:00:00 (54)\n", + "2016-07-13 00:00:00 (55)\n", + "2016-07-13 00:00:00 (56)\n", + "2016-07-13 00:00:00 (57)\n", + "2016-07-13 00:00:00 (58)\n", + "2016-07-13 00:00:00 (59)\n", + "2016-07-13 00:00:00 (60)\n", + "2016-07-13 00:00:00 (61)\n", + "2016-07-13 00:00:00 (62)\n", + "2016-07-13 00:00:00 (63)\n", + "2016-07-13 00:00:00 (64)\n", + "2016-07-13 00:00:00 (65)\n", + "2016-07-13 00:00:00 (66)\n", + "2016-07-13 00:00:00 (67)\n", + "2016-07-13 00:00:00 (68)\n", + "2016-07-13 00:00:00 (69)\n", + "2016-07-13 00:00:00 (70)\n", + "2016-07-13 00:00:00 (71)\n", + "2016-07-13 00:00:00 (72)\n", + "2016-07-13 00:00:00 (73)\n", + "2016-07-13 00:00:00 (74)\n", + "2016-07-13 00:00:00 (75)\n", + "2016-07-13 00:00:00 (76)\n", + "2016-07-13 00:00:00 (77)\n", + "2016-07-13 00:00:00 (78)\n", + "2016-07-13 00:00:00 (79)\n", + "2016-07-13 00:00:00 (80)\n", + "2016-07-13 00:00:00 (81)\n", + "2016-07-13 00:00:00 (82)\n", + "2016-07-13 00:00:00 (83)\n", + "2016-07-13 00:00:00 (84)\n" + ] + } + ], + "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": 191, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "response = DataAccessLayer.getGeometryData(request,times=[fcstRun[0]])" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "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" + ] + } + ], + "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": 193, + "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": "markdown", + "metadata": {}, + "source": [ + "## Plot with MetPy" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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lpxEf771a+LOystNISEjWdcz/+6gDoge8gsbPP6/ruJdz+vRpJCfrWwtV5eTkoFmzZrJj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udKC/Td9+At4taMMUbXRRlRFKkWZXQ6HerUqfPQYy4uLpg4cSJOnjyJU6dOwcnJCa+//jpu3rx5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\nxYIFC8jIyNA6ikU42TtxYO4B2nm1o8eiHsSkxGgdSTNCCN566y2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0yWAqNjY2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BVyJD2dIW3bkpifT1BQEPPnz+emm26yOpbycfPmzSMuLo79+/fTqlUrwPn3YezYsXzwwQdn\n774baAdME5EnPRwV0B4SSinlE/bv34/NZqvWX1batGnDjz/+yEcffURycrLHulAq9ykqKqJnz578\nz//8D23atNHGCOUx2hjhWbVr1OarEV9xbeNrif5XND/sqRqrRTVr2ZL/bN/OrYGBZGdnM2TwYP71\nr39ZHUv5iKysLI4dO3eFmri4OJo3b17aGFHigw8+OHvI6904GyMAIt2V82K0QUIppS6RMeYvxphd\nxpitxpjHXduCjTHLjTFbjDFLjTH1y+w/3RizzRizyRgTa0XmRo0asWvXLr799ttqO/7+qquu4qGH\nHqJ3794kJyczbdo01qxZY3Ust7nhhhusjuB2bdq0ISoqqlo2RIgIiYmJljecFRcXs2TJEkszeIuC\nggKWL19udQyvkJOT4/ElpP39/JkxZAbvDXmP0QtHM+7bcWQVWD8s4OTJk6xatarc6xtERDB7yxae\nqF0bu8PBuHHjeOqpp6rl39qMjAzWrVtndQyvkJ6eTmJioqUZunXrRuPGjTHGYIyhfv36XHnllQBs\n27btvLcpLDxjWNSLwEDX+bXuzHoh2iChlFKXwBjTCRgFdABigFuMMR2Al4EEEYkGlgKvuPa/DQgV\nkUjgQeATK3LXrVuX0aNHc+LECebNm2f5lyB38fPz45prruGee+7h/vvvp2nTplZHcpvqsOSniLB3\n716+/vprCgoKrI7jMQ6Hg0WLFrFp0ybLJ4bLzs6mbdu2lmbwFllZWbRr1+7iO/oAK2sxuN1gUsal\nUOQoosM/O7A0daklOUpkZWVd9DUSdPXVvJaUxLtBQfgbw9SpUxk+fDi5ubkeSukZFamFr8jJyaFN\nmzaWZtixYwfZ2dnMmTOHm266iVOnTnHkyBEAgoODK3IXVwPLXOctmw1d55BQSqlLYIy5G+grIv/j\nujwRcAD3A91F5JgxpjGwVkTaGWM+xtlQMd+1/1ZgkIikn+e+3T6HhN1uZ+HChZw6dYq77rqLWrVq\nVcr9VjUOh6PaToxYFeTn57NlyxY2btyIMYYuXboQGxtLDR/oJl9UVMRXX32F3W4nLi6uUleM0Tkk\nfr/0ggJa6oS5XmdZ6jIeSXiEDs06MG3gNMIbhFsd6YJyduzgPz17MurUKbIdDmJiYkhISKB58+ZW\nR1M+4Nlnn2Xy5Mnk5eWd8/muAj0N54lInNvCXYB+GlNKqUuzFbjBNUSjDjAECAWaiMgxABHJAEp+\nmg8Byq6xlO7aZgl/f39uu+02WrRowaFDh6yKYbnPPvuMhQsXkpaWpl/gPGzTpk1Mnz6dAwcOcMst\ntzBu3Di6devmE40ReXl5zJ49m1q1anHXXXdZvnxtdexS/nusOnGC0DVr+N/du62O4hW86XkxsO1A\nUv6cQufmnen8QWdeWfEK+cXuXYa0rEutRd1rr+WmrVtZ3qIFITVqkJSUROfOnUlOTnZTQs/xpueF\n1byxFg6Hg8mTJ3PbbbeV+2OT/4WXMT7qlmAVoA0SSil1CURkKzAVWAH8ACQDVeobrTGGgQMHEhER\nYXUUy8TFxdG0aVMWLFjA+++/j81m49ChQ9o44QERERH8+c9/5o477iAsLKxazg9RnhUrVhASEsKt\nt956sQ+GbicivPrqq5Zm8BYv79mDY84c6gcEWB3FcsXFxUyaNMnqGGeoFVCLiddPJHFsIkmHk4h8\nL5Jvd33r9uMWFBTw5ptvXvLtaoWE0DUlhaXXXEPnmjU5dOgQPXv2rNJzteTk5DB16lSrY3iFEydO\nMGPGDKtjnOO+++4DYO7cueXuY7fbAdi4cWPJprK9dXXIhlJKVUXGmBeBE8BjVGzIRgowsLwhG9HR\n0cTExBAeHk6DBg2IiYmhb9+++kXZTUSEffv2sXPnTjIyMhg1apTVkao8u93OgQMHyMjIoEuXLlbH\n8Sp2u92tDRFlh2zYbDbg9Fwj57vscDjo169fhfevjpdrxsZy3ebN1EpKYm5UFEP79/eqfFZcdjgc\nrFy50mvynH15WeoyHnjnAULrhzLnyTm0Dm7ttuNdf/31+Pn5/a7bO4qKCH//fSYsWsT8oiKMMbzz\nzjs8+uijXlXPCj8efb8ovfzDDz/g5+fnNXlsNhsTJ07k5ptv5tlnnz3v9X379sXf37+0UaIMB85O\nCrNF5L6zr/QEbZBQSqlLZIxp5Gp4uBL4D9APeA74VUT+box5AogQkceNMbcDo0TkNteEmJ+4Jr48\n3/26fQ4JdelKJiWrU6eOxUnOZLPZSj9sWC0/P5/U1FR27drF7t27CQ4Opn379vTq1cvqaD5F3ysu\n3aAtW1h2/DjPhYbyWuvWVsdRFVRQXMDUtVOZsnYK47uP5y+9/kINf+8c9pU+aRLvvvACk12TST/y\nyCNMnz7d8l5SyreU7Y1YzueHxSIyzJOZSuiQDaWUunQLjTFJwGLgERE5ArwE3GyMSQYGAy8AuHpG\nHDTGbAM+AsZYkrgC9uzZw+LFi8/Xeu7Tfv31V9555x0++eQTfvrpp/Ou+W2FFStWWB0BcPYyef/9\n90lOTiY0NJRx48YxduxYbYzwYps3b662K+1civWnTrFs3TrqGsMTrVpZHcdyGzdurDINWoEBgTzb\n+1kSH0pkbdpaun3UjaTDSZV2/2W6tF+2ls8+y9Pz5/NRzZrUMIZ//OMfDBkyhKws65c0rYjKrEVV\nV11qUc6PGZYt+aQNEkopdYlEpLeIxIhIVxGxubZlisgAEekoIjeJyAkAY0xPoBfOeSb8gNKZhowx\n040x24wxm4wxsRY8lDO0aNGC3NxcPvvsM3Jycs64rqT7n9WsyBEVFcXTTz9Nr169yMzM5Pnnn2fK\nlCn88ssvHs9S1p49ezx2rJycHFJTU8nOzj5ju81mwxjDY489xt13302XLl244oorPJarbA6rlc2Q\nn5/P8uXLLV/SszxpaWkE6HwJhAQGMliE/xcWRiMfmFT1Yg4dOlTl5nQJrR9K/N3xjO8+nptm38TL\ntpexOy6/Ub2yJ31uNGwYw7/5hoTAQOrXqMHy5cvp3r07+/fvr9TjuIMvT4B9tqpUi+LiYl577TVC\nQkIq+rq2rMuONkgopZR7vQFMEJEo4FngTQDXUI5QEYkEHgQ+sS6iU2BgIHFxcYSHh/Phhx9y+PDh\n0uu84QsfWJcjICCAdu3accstt9CkSRMeeOABQkNDz7vv9u3b2bVrl9t//dq7d6/b7js9PZ2VK1fy\n5ZdfMm3aNGbMmMGaNWs4derUGfuV/H9YvYSqNzw/SzIcO3aMjz/+mKKiIsvrUp6hQ4daHcErtAwM\nJOHhh3kxPNzqKF6hqj4vjDGMiRnD5oc2s3L/SoZ8PoTMvMzLuk931KLhoEF0jo9nRZ06RNSsyY4d\nO+jcuTMbNmyo9GNVpqr6vHCHqlSLOXPm8Pzzz5Oens4NN9xQkZtYtuyTNo8rpZR7HQDqu843APa5\nzg8B5gCIyGZjjFcMJjXG0LdvX5o2bcrs2bMZMmQIkZGRVsfyKsYYGjRoUO71p06dIjU1lYMHD+Lv\n70+LFi1o3rw53bp184p5KESEgoICsrKyCAwMPG+PhkOHDpGfn09kZCQDBgwgODi4yv1yaoWdO3ey\nePFi+vTpoxN6KuVhLa9oybJ7lvHMd8/Q9cOufHPnN0Q1jbI61hmC+/Wj7u7dJAwfzkPr17MyI4Pr\ne/fms9mziYuLszqeqkbGjBnDmDFjSi9X4G+4ZV36tEFCKaXc6y/AGmPMFMAAPV3bQ3A2VpRIB7zm\nk1NkZCSNGzemsLDQ6ihVTo8ePejRowciwsmTJzl48OAFu3nOmzcPEaFevXoEBQVRr1496tWrR1hY\n2Hm71Re5ZmsH57J0drsdh8OBw+GgRo0a1K5d+5zbpKSk8PPPP5OVlUVWVhZ+fn7Uq1ePnj170qlT\np3P21y/Tl8bhcJCamsqSJUsYOXIkrbx0PoJFixYRFRVFa528kblz53LdddfRsmVLq6NYbs6cOQwa\nNIjGjRtbHeWyBfgFMGXgFDo178SNn93IN3d+Q4+QHhW+/cyZM7njjjvcOvSsZpMmXLN6NXPeeosX\n/vpXZhUWMnLkSHbu3MnEiRO9pvH3/fff57777jvv3xRf849//IOxY8dSo3oP7apr1YF1lQ2llLpM\nxpjvgGZlN+GcM2IizuVA/yEiC40xI4CxIjLAGLMMeF5ENrjuYynO5UDPd//ufghKqWriQp/rMjMz\nadiwoQfTeC+txWnHjx8nODjY6hiVLmF3AmMWjmHuiLn0Ce9Todt4+nmRk5rKW/368cqBAwhw5513\nMmvWLAIDAz2WoTz6GjmtOtSiAp8ll4nIIE9kOZs2SCillBsZY7JFJKjM5SwRqWeM+RhIcK3CgTEm\nBYjU92SllHKfnbm5nCoupqsFk68qz/txz4/EfRXHklFL6NLCS3t+ifDpgw/yyMyZ5ADdu3dn8eLF\nNGnSxOpkqpo4efLkBYeauqwQkT4eiHMO75xtSSmlqo+9xpgbAIwxNwJ7XdsTgFGu7Z2AS54WPC0t\nrZIiVn1ai9O0Fk4iorVwERHS09OtjuEV/pKaSrfly3n/4EGro1iuqKjojMmLq6O+EX35cOiHDPti\nGKmZqeXul5+fz9GjRz2YrAxjGP3xxyydM4cWfn6sX7+eTrGxbNu2zZI4ubm5ZGZe3qSg1UVWVhYn\nT560OsZlmzVrVkV2s2wtaG2QUEop9xoLTHf1gHgLeADA1TPioDFmG/ARMOZS7jQnJ4eVK1dWctSq\n6cSJE6xdu9bqGF7hyJEjbNq0yeoYXuHAgQOkpKRYHcMrpKamsnv3bqtjWC45O5uFGzdS8+hRhjVq\nZHUcy23evLnaN0gA3HrNrbxwwwsM+b8hHMs9dt59NmzYwLFj57/OU3qNGsXarVuJrlOHtPR0unft\nytKlSz2e43wrKvmqFStWkJuba3WMyzZ+/PiK7GbZBBk6ZEMppbyEMUb0PVkppdxjxLZtfHX0KI+3\nbMn0du2sjqM87JnvnmHNgTX8577/EBhg/RwN5cnNyWFETAwJqan4GcO0v/+dxx57TOeTUpelAs8f\nHbKhlFLqtJ9++omYmBiioqKIiYk5owfA+PHjiYyMpHPnzmzevNntWWbMmEF0dDQdO3ZkwoQJpdsn\nTZpE+/bt6dixI8uXL3d7jilTpuDn53dGV1JP1uKpp56iffv2REZGMnTo0DNyeLIWS5cupUOHDkRG\nRvLGG2+49Vgl0tLSuOGGG+jQoQPXXHMNb775JuCcDO+mm24iOjqaQYMGeaxrq8PhoFOnTgwbNgyA\nvXv30rNnTzp27Mhdd91FcbF7e56ePHmSuLg4oqOjad++PevWrbOkFi+++CJXXXUV1157LSNGjCAv\nL8/jtagqUrKz+eroUQKN4ZnQUKvjKAtM6j+JK4Ou5OH4hy84+avV6tSty+KdO3kyLg6HCOPHj2fs\nAw9QVGTZqozKN1i3+qaI6ElPetKTnrzg5HxLdurVq5csW7ZMREQSEhKkV69eIiLy1VdfSdeuXUVE\nJDExUaKjo8Wd4uPj5ZZbbpHi4mIRETl27JiIiGzatEm6du0qdrtd0tLSJDw8XAoLC92W48CBAzJw\n4EAJDw8vzTB//nzp0qWLiHimFj/++KPY7XYREXnmmWfkiSeeEBGRjRs3eqwWBQUFEh4eLunp6VJU\nVCRdunSRzZs3i4jIv//9b7ccU0Tk8OHDsnXrVhERycrKkquuukq2bNkijz32mEybNk1ERKZNmyaP\nP/642zKUNXXqVBk1apQMHTpURESGDh0qCxcuFBGR8ePHy3333efW448YMUK++OILERGx2+1y8uRJ\nj9ciNTVVIiIipKCgQERE4uLi5KOPPjqjFo8//rjba1FV3JuSIrzwgjy6a5fVUSxXVFQkc+fOtTqG\nJbILsiX6n9EyY/0MEXG+p86fP9/iVOWb9d57UtMYAaR/9+6SmZnptmPl5OTIN99847b7r0pOnjwp\n8fHxVseoVDhXf7vQaY1Y9PlXe0gopZQXatWqVekvrCdOnCAsLAyAhIQE7r77bgBiY2Ox2+1unazu\nww8/ZMKECfj7+wOULnsVHx/PyJEj8fPzo2XLlkRFRbFhwwa35XjiiSd46623ztgWHx/PqFGjAM/U\nok+fPvj5Of9s9urVq/RYCQkJHqvF+vXriYqKokWLFgQEBDBy5Eji4+MRETp06OCWYwI0a9aMqKgo\nAIKCgujQoQNpaWnEx8dz7733AnDPPfcQHx/vtgwl0tLSSEhI4MEHHwTAbrezdu1a/vjHPwJw9913\ns2vXLrcdPzMzk6SkJO68804A/Pz8uOKKKzxei4YNG1KzZk1ycnIoLi4mLy+PsLAw1q1bV1qLu+66\nS+eOcHkjLIxH+/blmVatrI5iucLCQrp08dIVJ9ysbs26fBX3FS/ZXuKXjF8oKCjw6lqMHjcO2+rV\nNK1Xj+/Xr+cPV1/N7l9+ccuxCgsL6dy5s1vuu6opKiqq1rXo2bNnydnCMpv9LYgC6JANpZTySpMn\nT+bJJ58kNDSUCRMmMGnSJMD5ZazMHxJatmzp1pUEfvnlF5YtW0ZMTAw9e/YsHTqSlpZGqzIf7N2Z\nY9GiRbRq1eqcL9yerkVZH3zwQemXPk/W4uxjhYSEkJaWhjGG9u3bu+WYZ9u7dy8bN26kd+/eHD16\nlEauyQEbN27skVnqSxqnSsbD/vbbb2csjxcaGsqJEyfcdvzdu3fTuHFj4uLiiIqKYvTo0WRnZ3u8\nFsHBwTz11FOEhobSsmVL6tevT2RkJI0bNy7dJzw8nOPHj7s1R1XRPCiIGX36EFKrltVRLFenTh0i\nIiKsjmGZtg3b8nKfl3no24cICgoi1MuH8PyhZ082bN1Kh6uvZufRo3SNjCThgw8q/TgNGjSgZcuW\nlX6/VVGjRo1o1qyZ1THc5qeffio5W7PMZsvaBbRBQimlLGKM+c4Yk1xyAujYsSOLFi3igQceYMaM\nGezfv5+pU6dy//33U1hYeLG7/F0GDBhAx44dS08dOnQozeFwOMjKyiIpKYnp06czcuTIkuElHsvw\n+uuv8/LLL5+xvxUiigAAABIASURBVKdrsXjx4tJ9/va3v1GjRo3SnipWs9svecXY3y07O5sRI0Yw\nffp06tWr5/FJ1uLj42nWrBkxMTFnPA9LzrvreVGWw+Hg559/ZsKECaSkpNCwYUNeffVVj9fi119/\nZdq0aezbt4+DBw+Sk5PD999/X3q9J2pRVWgtTtNaOD3c5WGOnjpKwu4Eq6NUSFhYGGt+/pkhgwdz\n0uHgjw89xORBg6GS/h7r8+I0H66FZROraIOEUkpZREQGiEjHkhNAcnIyw4YNY+3atdx6660AjBgx\ngnXr1vHuu+9y5ZVXcuDAgdL7SEtLIyQk5LJyfPfddyQnJ5eetm7dWpojNDSU2267DYCuXbsSGBjI\nkSNHCAkJqdQc5WVo3bo1e/fuJTo6moiICNLS0ujUqROvvfYaLVq08Fgthg4dCsCnn35KfHw8n3/+\neeltKrsWFxISEsL+/fvPONa+ffs80ihRXFzMHXfcwahRo0p7hzRp0qR0qbyMjAyaNm3q1gxr1qxh\n0aJFtG7dmrvuuosffviBCRMmlGZ4++23OXDggNvqD87hVCEhIaXdvG+//XaSkpI8XosNGzZw3XXX\n0bBhQ/z9/Rk+fDgrV64kIyMDgLfeesvttagqzh7u5cu0Fk5+xo+Y/8bwyspX3NLI7g716tVj0eLF\nPPnkkxQDzy5byp/atKUoP/+y7ldEePvttysnZBVnt9uZMmWK1TGsYt0LwarJK/SkJz3pSU9nnigz\nqWVkZKTYbDYREfn+++8lKipKRJyTWg4fPlxEnBNLduzYUdxp2rRp8sILL4iIyM6dO6VFixZit9tL\nJ3IsKiqSAwcOuH1SyxLh4eGlk3p5uhZLliyR9u3bS0ZGxhnbPVmL/Pz80kktCwsLpUuXLrJp0ya3\nHOts9957b+lEniXKTuQ4depUeeyxxzySRUTEZrOVO6nllClT3HrsLl26yC7X5IgvvfSSjB8/3uO1\n2LBhg0RFRUlubq44HA4ZPXq0vP322zJ06FD5+uuvRcQztVCqqiq2F0vbd9qKbY/N6iiXbObMmRIQ\nECCAXF+/vhzdv9/qSMrLcfFJLTeIVZ9/rTqwnvSkJz3p6cxT2QaJNWvWSHR0tERGRkpsbKysX7++\n9LpHHnlE2rdvL7GxsZKYmCjuVFhYKPfcc49ERkZKVFSULF++vPS6119/Xa699lqJiooqXRHE3SIi\nIkpX2RDxbC3atm0roaGhEhsbK7GxsTJu3LjS6zxZiyVLlkhkZKS0b99eJk2a5NZjlVi9erX4+flJ\ndHS0xMTESGxsrCxZskSOHTsm/fv3lw4dOsiAAQPk+PHjHskjcmaDxK+//io9evSQDh06yMiRI93e\nOJaUlCRdunSRyMhIGTx4sGRmZlpSi5deeknatm0rV199tYwcOVLy8vI8Xgtv9vrevfJtRoY4HA6r\noygv9cHGD2Tg7IFWx/hdVq1aJcENGgggbQNqyNYff7Q6kvJiJQ0PNWvWLNsIkVfm/Cax6POvceZT\nSillNWOMnO89OS0tjfz8fNq2bWtBKu+yZ88e/Pz8Slcd8WW7du0iKCiIFi1aWB3Fctu2baNp06Zn\nTG7pq7Zs2UJYWBgNGjSwOoqlUnNzuXr2bAgNZU/fvoT6+GSW69atIyYmhlo+XgdwDv3q3r07AQEB\nFBQX0Pqd1iy/ZzmRTSOtjnbJ9u7dy+BBg/hl506CjeHT6dMZ+thjFb79qlWruO6660pXkPJlK1eu\npHfv3h6fD8hTKvC4kkQk1hNZzqbPPqWU8nKHDh1y+3j0quLw4cP6pdPlyJEjZ6yo4MsyMjJKl6T1\ndZmZmVxxxRVWx7Dc6/v348jJ4b7wcJ9vjADIzc3VxgiXgoICAgICAAgMCGRUh1HM3DzT4lS/T3h4\nOBt+/pnBgwdzXIThjz/OW/ffX+HbFxUVaWOES3FxcbVtjDjbo48+WnK27KyuDguiAGgPCaWU8hbl\n9ZBQSilVcb/m5XHV+vUA7OzenTa1a1ucSHmzfSf2cf2s63myx5OM7zHe6ji/i91u55lnnimdkPH+\n227j/S+/LG14UeoCjS3ZQBDaQ0IppZRSSqnLN2n/fuzAqGbNtDFCXVRYgzBW/WkV7218j8U7F1/8\nBl7I39+ft99+m1mzZlHDz4+ZCxbwxuTJVsdSVUOQ698iqwJog4RSSnmpw4cP88knn1gdwyvs27fv\njKU2fdmuXbtYsGCB1TG8wpYtW0hISLj4jj5g3bp1/Pjjj1bHsFy+3c7i777DbN/ORJ1rhvj4eLZu\n3Wp1DK8wb948UlNTz3tdaP1Q1j6wliHthng4VeUaPXo0K1avZlC/fvzvE0+Uu9/s2bPPWK7al338\n8cccPXrU6hgec9VVV5UdppNY5qplFsQBdMiGUkp5jbOHbDgcDoqKiggMDLQwlXew2+3Y7XZq1qxp\ndRTLFRcXIyLUqFHD6iiWKyoqwhij3ZKBwsJCAgICdDw4cCInh/X5+Qxs1MjqKJbLz88nMDDQZ8bG\nX0h+fr7Oo+GitTjNV2rRtm1b/vvf/57vqmIgAKgjInmeTeWkDRJKKeUldA4JpZRSSilV2fLy8qhT\npw4AHTt2JDk5uezV40TkX5YEQ4dsKKWUV9q5c6fVEbyG1uI0rcVpWovTtBanaS2cRERr4eJwONi9\ne7fVMbxCcXFxeb+S+5yCggL27t1rdQyPqV27NsXFxdx5551nN0bEWNkYAdogoZRSXkdE2LRpk9Ux\nvILdbmfz5s1Wx/AKhYWFZ3+I8Fm5ubls377d6hhe4eTJk/ply+Xo0aPs27fP6hhe4eDBgxw6dMjq\nGF5hz549ZGRkWB3DK+zatYtTp05ZHcMrbN++ndzcXKtjeJS/vz9ffPEFJb1xRcSIyBaLY+mQDaWU\n8hY6ZEMppX4fEdF5EpRSqoKMMYiIV7xpag8JpZRSSilVZR0sKKDjxo18dviw1VGUUkpdIm2QUEqp\nchhjPjbGHDHGJJfZFmyMWW6M2WKMWWqMqV/muunGmG3GmE3GmNgy20e7tqcYY+670DFnzZqFw+Fw\nzwOqYmbOnIn2GHGaOXOm1RG8hi6Fe5o+L5ze2L+flHnzWKTd8hERfV64iIi+X7jY7XY+/fRTq2N4\nhaKiImbPnm11DFWGNkgopVT5PgEGnrXtZSBBRKKBpcArAMaY24BQEYkEHnTdFmNMc+B5oBvQA3jB\nGNO0vAP27dtXl+0DbDYbN954o3bB5nQtlLMW/fr1szqG5Ww2G4A+L4D5y5fz/sGD0KkTL4SHWx3H\nUjabDRGhf//+VkexnM1mw+FwMGDAAKujWE5rcVpJLfQ14l30U69SSpVDRFYDx8/afDNQ0rQ+BxhS\nZvsc1+02A/7GmJZAf2CJiOSISDawBCj3U0FYWFjlPYAqzGazaS1ctBanaS2cShoktBbw1rffUiDC\n8KgoOgYFWR3HUjabDT8/P0JDQ62OYjmbzYa/vz8hISFWR7GczWajRo0atGjRwuoolrPZbAQGBtK8\neXOro6gytEFCKaUuTWMROQYgIhlASW+HEOBAmf3SXNvO3p7u2qbKkZOTo8NWXLKzs7UWLllZWTqE\nx6WgoEBrARwuKGDjsWMgwgvaOKPPizIKCgqsjuA1tBanaS28kzZIKKWUe+hYg9/pyy+/1A8NLp9/\n/jlFRUVWx/AKn332GcXFxVbH8ApJSUlaC+BQYSG1/vtfhgUHE1OvntVxLJeYmGh1BK+xadMmbZxx\n0WXET9NaeCdd9lMppS7AGBMGLBaRjq7LqUB3ETlmjGkMrBWRdsaYj3HOLTHftV8Kzvkn+rn2f9S1\n/V3Xbf7vPMfSN2SllFJKKeV23rLsZ4DVAZRSyssZzuztkADcC/zd9e+SMttHAfONMZ0Au4ikG2O+\nxzmRZZDrfgYBr57vQN7yh0EppZRSSilP0B4SSilVDmPM50AfoBFwBHgRWAjMBZoBh4E4ETnh2v9d\noC9QADwoIomu7WOACYAAb4jIZx59IEoppZRSSnkhbZBQSimllFJKKaWUx+mklkopZSFjzIvGmDRj\nTKLrNKjMdc8aY7YbY5KNMTdZmdOTjDFPGWMcxpiGZbZNN8ZsM8ZsMsbEWpnPE4wxrxpjthhjUowx\nK4wxEWWu87VaTHG9DrYZYxaf9bzwqdeIMeYO13PC7hoaVvY6n6oFgDFmkDFmq+u58YzVeTzJGPOx\nMeaIMSa5zLZgY8xy13vHUmNMfSszeooxJsT1PrnVGPOLMWaCa7vP1cMYE2iM+dn1eWKnMWaqa3u4\nMeYn1/vDF8YYnxi2b4zxc9VikeuyT9YBwBiz1/Va2GyM2eDa5hWvEW2QUEop600VkU6u01IA15eN\n4UAUMBh43xhTw8qQnmCMCQEGAPvKbLsNCBWRSOBB4BOL4nnSZBGJFpEo4Cucw4V8tRaLgSjXY94G\nTAQwxnTG914jW3E+5hVlN/ri+4UxpibwT5yTB0cDdxhjYqxN5VGf4HzsZb2Mc3LlaGAp8IrHU1mj\nCHhERDoAXYAHjDEd8cF6iEgBcL2IdALaAz2NMX2Bd3AOGe2IcwjqoxbG9KTxwPYyl321DgAOoI+I\nxIpIN9c2r3iNaIOEUkpZ73yTWd4MfCkiDhFJB1KAbufZr7qZBvy/s7bdDMwBEJHNgL8xpqWng3mS\niOSUuVgX53wl4Ju1sImIw3VxNVDyeIfgY68REdkpIrs59z3DF98vugMpInJQRIqBL3HWwSeIyGrg\n+FmbbwZmu87PwUfqISJHRCTFdT4bZ8NdCL5bjzzX2UCc3/WOAD1E5BvX9jnALVZk8yTXDxxDgI9c\nl/2BP/haHcownPvd3yteI9ogoZRS1vuzq6v1bGNMsGtbCHCgzD7prm3VljFmGHBARLaedZXP1QLA\nGPOaMWY/MAaY5Nrsk7UoYyxQ8mHS12tRli/W4uzHnEb1f8wX01hEjgGISAbQxOI8HmeMCcfZS2IV\n0MQX6+EaprAZZ0O2DWfDVUaZXdI43bBbnZX8wFEyYWJT4GiZ632lDiUcQMnwjEdc27ziNeIz42aU\nUsoqxpjvcK7KUboJ5x/I54B3gVdERIwxL+PsTniv51N6xgVqMRH4K87hGj7hQs8LEVksIhOBia6x\n8X8H/mRBTI+4WC1c+zwHFInI5xZE9JiK1EIpdS7jXF57HjBeRLKMMT45c7+rR1msMeYKYBmQZHEk\njzPG3AwcEZEkY0yfsldZFMkb/EFEfjPGNAGWGGN2crqxxlLaIKGUUm4mIhX9kv0v4EfX+TSgVZnr\nQlzbqrTyamGMiQLCgS3GGIPz8SYaY7pxuhYbXLtX61qcx+fActd5n6yFMWY0zq6kfcts9qnXyEVU\ny1pcRBoQWuayLzzmizlqjGkkIseMMY2B36wO5CmuyQm/Av6vTJd8n60HgIicMsYkAK2BxmWu8oXX\nynXAMGPMEKA2UA94E+cy7iV8oQ6lROQ3179HjTHzga54yWtEh2wopZSFXC3VJe7g9ORLCcBIY0yA\naxxkJKe/hFY7IpIiIleKSGsRicD5ISHW9Qc0ARgFpZP32V3j5KstV7fjErfinBMAfLMWg4AJwFDX\nhG0lfOo1ch5lf+nzxVpsACKNMS1cE3iOBJZYnMnTDOc+D0p62N2Lb9VjJrBdRP5eZpvP1cMY08jV\nUwRjTG2cvQ43A+uMMbe6druHal4LEfmriISKSGvgTuAHEbkXZx3+6Nqt2tehhDGmjuv5gDGmLjAI\n5yTRXvEa0R4SSillramu2cBrAPuBBwBEZJMx5msgGbADD4lIkXUxPU5wfdAWkfnGmL7GmG1AAc45\nFaq7qcaY1jifF3txrqjhq7WYAdQEvnN2nmGdiPzZF18jri8UM3D+2vmtMSZJRAb7Yi1EpMAYMw5n\n7yEDzBaRRItjeYwx5nOgD9DINdfMi67TXGPM/TjnD4izLqHnGGOuw9lQu9U1d4LgHAL4EvClj9Wj\nBfCZ672yFvC5iMQbY7YDnxtjXsH5w8fZk0f7ivE46/AqvlWHZsBCY4wDqAP8W0QWGWNW4wWvESPi\nFUNHlFJKKaWUUkop5UN0yIZSSimllFJKKaU8ThsklFJKKaWUUkop5XHaIKGUUkoppZRSSimP0wYJ\npZRSSimllFJKeZw2SCillFJKKaWUUsrjtEFCKaWUUkoppZRSHqcNEkoppZRSSimllPI4bZBQSiml\nlFJKKaWUx/1/D/QiRupFlfcAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "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