{ "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", "[b'GLMgr', b'GLMfl', b'GLMev']\n", "\n", "available parameters:\n", "[b'height', b'intensity', b'msgType', b'pulseCount', b'pulseIndex', b'sensorCount', b'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", "# Create an EDEX data request\n", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "request = DataAccessLayer.newDataRequest()\n", "request.setDatatype(\"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\", \"GLMev\")\n", "request.setParameters(\"intensity\")\n", "times = DataAccessLayer.getAvailableTimes(request)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "def make_map(bbox, projection=ccrs.Orthographic(central_longitude=-90.0)):\n", " fig, ax = plt.subplots(figsize=(16,16),\n", " subplot_kw=dict(projection=projection))\n", " ax.coastlines(resolution='50m')\n", " ax.gridlines()\n", " return fig, ax\n", "\n", "response = DataAccessLayer.getGeometryData(request, times[-20:-10])\n", "glm_points=[]\n", "for ob in response:\n", " avail_params = ob.getParameters()\n", " glm_points.append(ob.getGeometry())\n", "# Plot markers\n", "fig, ax = make_map(bbox=[180,-180,-90,90])\n", "ax.scatter([point.x for point in glm_points],\n", " [point.y for point in glm_points],\n", " transform=ccrs.Geodetic(),marker=\"+\",facecolor='orange')\n", "\n", "response = DataAccessLayer.getGeometryData(request, times[-10:-1])\n", "glm_points=[]\n", "for ob in response:\n", " avail_params = ob.getParameters()\n", " glm_points.append(ob.getGeometry())\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 }