python-awips/examples/notebooks/GOES_Geostationary_Lightning_Mapper.ipynb
2018-10-09 15:03:52 -06:00

151 lines
172 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Geostationary Lightning Mapper, or GLM, on board GOES-R Series spacecraft, is the first operational lightning mapper flown in geostationary orbit. GLM detects the light emitted by lightning at the tops of clouds day and night and collects information such as the frequency, location and extent of lightning discharges. The instrument measures total lightning, both in-cloud and cloud-to-ground, to aid in forecasting developing severe storms and a wide range of high-impact environmental phenomena including hailstorms, microburst winds, tornadoes, hurricanes, flash floods, snowstorms and fires.\n",
"\n",
"AWIPS GLM point data are available in three formats\n",
"\n",
"* `GLMev` Events\n",
"* `GLMfl` Flashes\n",
"* `GLMgr` Groups\n",
"\n",
"and with seven attributes:\n",
"\n",
"* height\n",
"* intensity\n",
"* msgType\n",
"* pulseCount\n",
"* pulseIndex\n",
"* sensorCount\n",
"* strikeType\n",
"\n",
"\n",
"## GLM Sources and Parameters"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"available sources:\n",
"['GLMgr', 'GLMfl', 'GLMev']\n",
"\n",
"available parameters:\n",
"['height', 'intensity', 'msgType', 'pulseCount', 'pulseIndex', 'sensorCount', 'strikeType']\n"
]
}
],
"source": [
"from awips.dataaccess import DataAccessLayer\n",
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeat\n",
"import matplotlib.pyplot as plt\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
"import numpy as np\n",
"import datetime\n",
"\n",
"%matplotlib inline\n",
"\n",
"# Create an EDEX data request\n",
"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
"request = DataAccessLayer.newDataRequest(\"binlightning\")\n",
"\n",
"# Show available sources\n",
"sources = DataAccessLayer.getIdentifierValues(request, \"source\")\n",
"print(\"available sources:\")\n",
"print(list(sources))\n",
"print(\"\")\n",
"availableParms = DataAccessLayer.getAvailableParameters(request)\n",
"availableParms.sort()\n",
"print(\"available parameters:\")\n",
"print(list(availableParms))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"request.addIdentifier(\"source\", \"GLMgr\")\n",
"request.setParameters(\"intensity\")\n",
"times = DataAccessLayer.getAvailableTimes(request)\n",
"response = DataAccessLayer.getGeometryData(request, times[-10:-1])\n",
"glm_points=[]\n",
"for ob in response:\n",
" glm_points.append(ob.getGeometry())"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x11794cf50>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot markers\n",
"fig, ax = plt.subplots(figsize=(16,16),\n",
" subplot_kw=dict(\n",
" projection=ccrs.Orthographic(central_longitude=-90.0)))\n",
"ax.coastlines(resolution='50m')\n",
"ax.gridlines()\n",
"ax.scatter([point.x for point in glm_points],\n",
" [point.y for point in glm_points],\n",
" transform=ccrs.Geodetic(),marker=\"+\",facecolor='red')"
]
}
],
"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": "2.7.15"
}
},
"nbformat": 4,
"nbformat_minor": 1
}