python-awips/examples/notebooks/Plotting_a_Sounding_with_MetPy.ipynb
2016-04-20 19:05:36 -05:00

184 lines
156 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Plotting a Sounding with MetPy"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"83900.0 1.5\n",
"100000.0 -9999998.0\n",
"92500.0 -9999998.0\n",
"85000.0 -9999998.0\n",
"70000.0 0.5\n",
"50000.0 6.09999990463\n",
"40000.0 3.0\n",
"30000.0 7.69999980927\n",
"25000.0 16.8999996185\n",
"20000.0 7.19999980927\n",
"15000.0 10.1999998093\n",
"10000.0 13.8000001907\n",
"7000.0 9.19999980927\n",
"5000.0 7.69999980927\n",
"3000.0 5.59999990463\n",
"2000.0 6.59999990463\n",
"1000.0 10.8000001907\n",
"700.0 5.09999990463\n",
"500.0 -9999.0\n",
"300.0 -9999.0\n",
"200.0 -9999.0\n",
"100.0 -9999.0\n"
]
},
{
"data": {
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HnSMdhyhsaW47fv94bxhrViJ1xAjpOERE1Aac6UFERGGJTWy/Y9Vis+tLdI8d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\nQGpqqkXN5fIwoooeAPDYb8/Cr6USPrt2CDk/IYSQ+rO0ogcNb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4uOoxf5+fnYsmULNm3a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7f8bOBOETmmp194wckn2w4MQGFZGReecop9okdHLozLxWcsFxT6N7v2vIBFmzbxyyFD4Iwz\nuHPPnrDDCVVhWRmqytRTTw07lCNGRNh0zz1cdeaZ7W15eXm8e5C1WwoLC4nH40yblvyhc/RYLjok\ncjF16tSwQzmojRs30tTURH19PbNmzer0IVBDQ0P7SI2GhgZmz57dae2P1atX09bWBrgFWx988EH2\n+1Fwf/vb3zqNCsEVPa7y71cBTksKRYDzRORUXFGjH11NEBEFjsWN1GjDbT+7DvgtrsDxO+B8oEBV\nh6rqx1T1H1T1JlW9XFXnq+re95imQ2bvrI0xpgeq+iruRTvoUiDxEcETwPRA+xP+59YC2SJyLDAV\nWKqqDapaj9vbvMd3HscXFBy5B9CHFZaXWy48y0UHy4VTWF4O2OsFwE8qK2nOzubyQYM4/RBHAGSq\nwvJysrKyGDNsWNihHHG/vf567vniF9uPCwoK2Lx5c4/nFxYWkp2dzejRo1MRXlorLCwkNzeXUaNG\nhR1K6AoLC8nLy2PkyJEHPzlkRUVF7aOaqqureeGFF9r73nzzTQYO7NgUpampiYULF7YfFxcXd7qv\neDzOL37xC8CNIInFYsm/Lgv4d78TS3cXTX+gFHgIN/KjHogBu4E3gGJgJ/BT3Ad8Q1V1mKpOVNUv\n+wLHVaq6QlVDmYNoRQ9jjHlvhqvqHgBV3Q0kRm2Mxs1BTKjybcntb9P9HxTjNTQ32xQfr76pibhN\n8QFgf1OTTXfymltbLRdAdXY2b2RlgSp32q4tGf+8uH36dJ4MLOg4duxYXn755W7PbW5uTlVYac9y\n0aEv5WL9+vXtt+vr65k5c2b7cWlpaaf3SfX19dxxxx3E43Hi8TgVFRWd7quxsZH77ruPpqYm1q1b\nlzy9Bdzoje8C+3AjP2pxIzZiQA1Q4s+rBK7GTYEZpKpHq+okVT1dVUeo6vdVdaOqpt22ODkHP8UY\nY8z78L7mZSyz7Vl5Yd06qvbutVwAS9asoWbfPssFsPiNN9izf7/lAli+aRNTKirISVrYLmo25+eT\nU1bGpJ07qd68mWVhBxSyF8vLOW/79oyeFjhkxAju/9rXuNmv1XHhhRd2u6VnUVERqprRuThURUVF\nYYeQNvpKLlSVrVu3dmorKytj5cqVTJkyhQ0bNnQpXOzdu5fnnnuOiRMnkpOT02Xtm/r6esaOHUtV\nVRVZWVmJoskBXMFjJ24HlUG4XVQexu20UqGq3e+Z28fY7i3GGNMLETkeWKyqp/vjzcBZqrpHRIYD\nr6nqWBF5DLfWxyJ/3kbceiCf8ed/27f/3P/Mb7r5XfaCbIwxxhhjUuFEYLuqdpnvkmlspIcxxvRO\n6DxqYwlwLTDPf18aaL8aWCQiZwAxVX1bRF7CLV6a7+/nYmBOd79IVe0jKWOMMcaYCBORqXS/vWsc\nuB+4BVA6pqDk4ZatSCwyuha3/sZm/7VDVSM9b9iKHsYY0wMRWYhfaVpEKoG7/NfvROTruH3DvwSg\nqotE5AIRKQGaga/59ndE5EfAKtwfqNmqWpPyB2OMMcYYY/qCcbipJnFcYSOOW0w0D1fwAPgJbnHR\nRGFj5+Fs6ZrpbHqLMcYYY4wxxhiTBkTkc8A3gA1AOR2FjXetsPH+2O4txhgTIhG5S0SqRGSN/7o4\n0HebiJSKyAYR+WyYcaaSiNwiInERGRZoe0BESkSkSEQmhhlfKojIHBFZLyIbRWSFiJwY6ItaLn7q\nr4MSEVmc9LyI1DUiIlf650TMT6ML9kUqFwAicrGIFPvnxg/CjieVROQxEakRkQ2BtqNE5EX/2rFM\nRJKHxmckERntXyeLReRNEfk33x65fIhInois9u8nykRkrm8/QUT+4l8f/tdvTZrxRCTL5+J5f9wn\n8qCqf1DVy1X1LlX9jar+VVX3HE7BQ0S2+WthrYis8m2RuUas6GGMMeGbq6pn+K9lAP4fmsuB04BL\ngF+KSG6YQaaCiIwGpgEVgbYrgDGqOh64DpgfUnip9B+qOkFVT8PN670LIpuLxcBp/jGXALMAROQT\nRO8aKcY95hXBxii+XohIP9wOAxcBE4ArReTj4UaVUvNxjz3obtyC2hOAZcDslEcVjlbgW6r6MeBM\n4BsicjoRzIeqNgPnqeoZuCkS54rIBcCDwH1+UfYa4NshhplKN+GmgCRENQ/gpsicr6oTVXWyb4vM\nNWJFD2OMCV93C5heCjypqnFVfRvYCEzu5rxMcz9wa1LbpcATAKq6FsgWkWNTHVgqqWpwL7pBuPVj\nIJq5KAwswPYqkHi804nYNaKqZaq6ia6vGVF8vTgL2KiqO1S1DXgSl4dIUNVXgb1JzZcCC/ztJ4hI\nPlS1RlU3+tv1uOLgaKKbj0Z/M7G4ZQ1wtqo+59ufAD4XRmyp5D9EmQ486o+zgXOilocAoev//pG5\nRqzoYYwx4bvRD0tfICJH+bbRwPbAOW/7towlIl/AbZ1WnNQVuVwAiMg9fgHdfwbu9c2RzEXADCDx\nhjXquQiKYi6SH3MVmf+YD2a4qu4BUNXdwNEhx5NyInICbrTHK8DRUcyHn9KxFlcsL8QVx3YHTqmi\no3icyRIfoiSmhBwD7Ar0RyUPCXEgMZXlW74tMtdIWs5jMsaYTCIiy4ERwSbcH+HbgZ/jdnRREbkb\nN/Ty2tRHmRq95GIWMBM3tSUSenteqOpiVZ0FzPJrFczD7wiUiQ6WC3/O7UCrqi4MIcSUOZRcGGO6\nErc1/FPATaq6X0QiueCjHxk3UUSGAC8A60IOKeVE5FKgRlXXicj5wa6QQkoH56jqThE5GlgqImV0\nFIQynhU9jDHmA6aqh/qP/CPAn/3tKuC4QN9o39an9ZQLETkNOAFYLyKCe7xrRGQyHblY5U/P6Fx0\nYyHwor8dyVyIyFdxw24vCDRH6ho5iIzMxUFUAWMCx1F4zAezS0QKVHWPiAwHdoYdUKr4BSmfBn4T\nmL4Q2XwAqGqdiCwBTgKGB7qicK1MAb4gItOBAcBg4D+BgsA5UchDO1Xd6b/vEpFFwCQidI3Y9BZj\njAmRr7gnXEnHgltLgKtEJMfPSx1Pxz+6GUdVN6rqh1X1JFU9EfdGZKL/I70EuBraF2yM+XULMpYf\nop1wGW6NBohmLi4G/g34vF+kLyFS10g3gp9YRjEXq4DxIjLKL9p6FbA05JhSTej6PEiMFLyWaOXj\ncaBUVecF2iKXDxEp8CNeEJEBuNGTa4HXReQyf9o1ZHguVHWmqo5R1ZOAfwT+T1WvxeXhi/60jM9D\ngogM9M8HRGQQcDFuYfDIXCM20sMYY8I1168ynwtU4vZlR1WLROQZ3B7tMeCbqtoaXpgpp/g386q6\nSEQuEJESoBm3xkWmmysiJ+GeF9twO7VENRc/A/oBy90gIF5X1RujeI34f1p+hvvU9g8isk5VL4li\nLlS1WUT+BTcKSoAFqrom5LBSRkQWAucDBX7tn7v81+9E5Ou49Ry+FF6EqSMiU3DF4GK/loXipkv+\nEHgyYvkYBfyPf63sDyxU1T+KSCmwUERm4z5cSV4wPCpuwuVhDtHKwwjgWRGJAwOB36rq8yLyKhG5\nRuQwtvs1xhhjjDHGGGOMSVs2vcUYY4wxxhhjjDEZyYoexhhjjDHGGGOMyUhW9DDGGGOMMcYYY0xG\nsqKHMcYYY4wxxhhjMpIVPYwxxhhjjDHGGJORrOhhjDHGGGOMMcaYjGRFD2OMMcYYY4wxxmQkK3oY\nY4wxxhhjjDEmI/0/yiOSuTCxwMUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3dfc9cc90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from awips.dataaccess import DataAccessLayer\n",
"\n",
"import matplotlib.tri as mtri\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
"import numpy as np\n",
"\n",
"from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile\n",
"from metpy.plots import SkewT, Hodograph\n",
"from metpy.units import units, concatenate\n",
"\n",
"plt.rcParams['figure.figsize'] = (12, 14)\n",
"\n",
"# Set EDEX host\n",
"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
"request = DataAccessLayer.newDataRequest()\n",
"\n",
"# Data type bufrua\n",
"request.setDatatype(\"bufrua\")\n",
"# Parameters\n",
"request.setParameters(\"tpMan\",\"tdMan\",\"prMan\",\"htMan\",\"wdMan\",\"wsMan\")\n",
"# Station ID (name doesn't work yet)\n",
"request.setLocationNames(\"72469\")\n",
"datatimes = DataAccessLayer.getAvailableTimes(request)\n",
"\n",
"# Get most recent record\n",
"response = DataAccessLayer.getGeometryData(request,times=datatimes[-1].validPeriod)\n",
"\n",
"# Initialize data arrays\n",
"tpMan,tdMan,prMan,htMan,wdMan,wsMan = [],[],[],[],[],[]\n",
"\n",
"# Build ordered arrays\n",
"for ob in response:\n",
" print float(ob.getString(\"prMan\")), float(ob.getString(\"wsMan\"))\n",
" tpMan.append(float(ob.getString(\"tpMan\")))\n",
" tdMan.append(float(ob.getString(\"tdMan\")))\n",
" prMan.append(float(ob.getString(\"prMan\")))\n",
" htMan.append(float(ob.getString(\"htMan\")))\n",
" wdMan.append(float(ob.getString(\"wdMan\")))\n",
" wsMan.append(float(ob.getString(\"wsMan\")))\n",
"\n",
"# we can use units.* here...\n",
"T = np.array(tpMan)-273.15\n",
"Td = np.array(tdMan)-273.15\n",
"p = np.array(prMan)/100\n",
"height = np.array(htMan)\n",
"direc = np.array(wdMan)\n",
"spd = np.array(wsMan)\n",
"u, v = get_wind_components(spd, np.deg2rad(direc))\n",
"\n",
"p = p * units.mbar\n",
"T = T * units.degC\n",
"Td = Td * units.degC\n",
"spd = spd * units.knot\n",
"direc = direc * units.deg\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()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
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