mirror of
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151 lines
162 KiB
Text
151 lines
162 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"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",
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"\n",
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"AWIPS GLM point data are available in three formats\n",
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"\n",
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"* `GLMev` Events\n",
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"* `GLMfl` Flashes\n",
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"* `GLMgr` Groups\n",
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"\n",
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"and with seven attributes:\n",
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"\n",
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"* height\n",
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"* intensity\n",
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"* msgType\n",
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"* pulseCount\n",
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"* pulseIndex\n",
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"* sensorCount\n",
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"* strikeType\n",
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"\n",
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"\n",
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"## GLM Sources and Parameters"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"available sources:\n",
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"['GLMfl', 'GLMgr', 'GLMev']\n",
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"\n",
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"available parameters:\n",
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"['height', 'intensity', 'msgType', 'pulseCount', 'pulseIndex', 'sensorCount', 'strikeType']\n"
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]
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}
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],
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"source": [
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"from awips.dataaccess import DataAccessLayer\n",
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"import cartopy.crs as ccrs\n",
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"import cartopy.feature as cfeat\n",
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"import matplotlib.pyplot as plt\n",
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"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
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"import numpy as np\n",
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"import datetime\n",
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"\n",
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"%matplotlib inline\n",
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"\n",
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"# Create an EDEX data request\n",
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"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
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"request = DataAccessLayer.newDataRequest(\"binlightning\")\n",
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"\n",
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"# Show available sources\n",
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"sources = DataAccessLayer.getIdentifierValues(request, \"source\")\n",
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"print(\"available sources:\")\n",
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"print(list(sources))\n",
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"print(\"\")\n",
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"availableParms = DataAccessLayer.getAvailableParameters(request)\n",
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"availableParms.sort()\n",
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"print(\"available parameters:\")\n",
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"print(list(availableParms))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"request.addIdentifier(\"source\", \"GLMgr\")\n",
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"request.setParameters(\"intensity\")\n",
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"times = DataAccessLayer.getAvailableTimes(request)\n",
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"response = DataAccessLayer.getGeometryData(request, times[-10:-1])\n",
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"glm_points=[]\n",
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"for ob in response:\n",
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" glm_points.append(ob.getGeometry())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.collections.PathCollection at 0x1160c7550>"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"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 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|