From 18039f79ac27a41cc6d1956ffb81da1c6f054bcc Mon Sep 17 00:00:00 2001 From: Michael James Date: Thu, 6 Dec 2018 11:08:52 -0700 Subject: [PATCH 1/3] added Precip Region of Interest notebook --- ...ecip_Accumulation-Region_Of_Interest.ipynb | 317 ++++++++++++++++++ 1 file changed, 317 insertions(+) create mode 100644 examples/notebooks/Precip_Accumulation-Region_Of_Interest.ipynb diff --git a/examples/notebooks/Precip_Accumulation-Region_Of_Interest.ipynb b/examples/notebooks/Precip_Accumulation-Region_Of_Interest.ipynb new file mode 100644 index 0000000..5b84f52 --- /dev/null +++ b/examples/notebooks/Precip_Accumulation-Region_Of_Interest.ipynb @@ -0,0 +1,317 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A way to determine areas of greatest precipitation and generate imagery for that sector." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from awips.dataaccess import DataAccessLayer\n", + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", + "from metpy.units import units\n", + "import numpy as np\n", + "from shapely.geometry import Point, Polygon\n", + "\n", + "%matplotlib inline\n", + "\n", + "conus=[-120, -65, 28, 50]\n", + "conus_envelope = Polygon([(conus[0],conus[2]),(conus[0],conus[3]),\n", + " (conus[1],conus[3]),(conus[1],conus[2]),\n", + " (conus[0],conus[2])])\n", + "\n", + "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", + "request = DataAccessLayer.newDataRequest(\"grid\", envelope=conus_envelope)\n", + "request.setLocationNames(\"NAM40\")\n", + "request.setLevels(\"0.0SFC\")\n", + "request.setParameters(\"TP\")\n", + "\n", + "cycles = DataAccessLayer.getAvailableTimes(request, True)\n", + "times = DataAccessLayer.getAvailableTimes(request)\n", + "fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate accumulated precipitation" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 0.0 0.0\n", + "0.0 32.1875 3.0\n", + "0.0 52.125 6.0\n", + "0.0 74.375 9.0\n", + "0.0 77.125 12.0\n", + "0.0 78.625 15.0\n", + "0.0 78.75 18.0\n", + "0.0 78.75 21.0\n", + "0.0 79.375 24.0\n", + "0.0 82.25 27.0\n", + "0.0 84.0 30.0\n", + "0.0 84.6875 33.0\n", + "0.0 85.625 36.0\n", + "0.0 87.3125 39.0\n", + "0.0 87.75 42.0\n", + "0.0 87.75 45.0\n", + "0.0 89.375 48.0\n", + "0.0 127.875 51.0\n", + "0.0 139.5625 54.0\n", + "0.0 139.6875 57.0\n", + "0.0 140.5625 60.0\n", + "0.0 140.625 63.0\n", + "0.0 140.625 66.0\n", + "0.0 140.625 69.0\n", + "0.0 140.625 72.0\n", + "0.0 140.625 75.0\n", + "0.0 140.625 78.0\n", + "0.0 140.625 81.0\n", + "0.0 140.625 84.0\n", + "0.0 5.5364203\n" + ] + } + ], + "source": [ + "for i, tt in enumerate(fcstRun):\n", + " response = DataAccessLayer.getGridData(request, [tt])\n", + " grid = response[0]\n", + " if i>0:\n", + " data += grid.getRawData()\n", + " else:\n", + " data = grid.getRawData()\n", + " data[data <= -9999] = 0\n", + " print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)\n", + " \n", + "\n", + "lons, lats = grid.getLatLonCoords()\n", + "bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n", + "fcstHr = int(grid.getDataTime().getFcstTime()/3600)\n", + "\n", + "tp_inch = data * (0.0393701)\n", + "print(tp_inch.min(), tp_inch.max())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Determine lat/lon of maximum rainfall value:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "ii,jj = np.where(tp_inch==tp_inch.max())\n", + "i=ii[0]\n", + "j=jj[0]\n", + "point = Point(lons[i][j], lats[i][j])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Draw CONUS map" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mjames/miniconda3/envs/python3-awips/lib/python3.6/site-packages/cartopy/mpl/geoaxes.py:623: UserWarning: Approximating coordinate system with the PlateCarree projection.\n", + " 'PlateCarree projection.'.format(crs))\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def make_map(bbox, projection=ccrs.PlateCarree()):\n", + " fig, ax = plt.subplots(figsize=(20, 14),\n", + " subplot_kw=dict(projection=projection))\n", + " ax.set_extent(bbox)\n", + " ax.coastlines(resolution='50m')\n", + " return fig, ax\n", + "\n", + "cmap = plt.get_cmap('rainbow')\n", + "fig, ax = make_map(bbox=bbox)\n", + "cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)\n", + "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", + "cbar.set_label(grid.getLocationName() + \" Total precipitation in inches, \" \\\n", + " + str(fcstHr) + \"-hr fcst valid \" + str(grid.getDataTime().getRefTime()))\n", + "\n", + "ax.scatter(point.x, point.y, s=300,\n", + " transform=ccrs.Geodetic(),marker=\"+\",facecolor='black')\n", + "\n", + "inc = 3.5\n", + "box=[point.x-inc, point.x+inc, point.y-inc, point.y+inc]\n", + "polygon = Polygon([(box[0],box[2]),(box[0],box[3]), \n", + " (box[1],box[3]),(box[1],box[2]),\n", + " (box[0],box[2])])\n", + "ax.add_geometries([polygon], ccrs.Geodetic(), facecolor='none', edgecolor='white', linewidth=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now create a new gridded data request with a geometry envelope for our Region of Interest" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 1.853 1.0\n", + "0.0 3.5290003 2.0\n", + "0.0 5.0290003 3.0\n", + "0.0 5.051 4.0\n", + "0.0 5.2960005 5.0\n", + "0.0 5.2960005 6.0\n", + "0.0 5.8269997 7.0\n", + "0.0 6.1790004 8.0\n", + "0.0 6.1890006 9.0\n", + "0.0 9.071 10.0\n", + "0.0 10.812 11.0\n", + "0.0 14.718 12.0\n", + "0.0 18.295 13.0\n", + "0.0 21.339 14.0\n", + "0.0 22.626 15.0\n", + "0.0 28.670002 16.0\n", + "0.0 32.334 17.0\n", + "0.0 36.628002 18.0\n", + "0.0 1.4420482\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "request = DataAccessLayer.newDataRequest(\"grid\", envelope=polygon)\n", + "request.setLocationNames(\"HRRR\")\n", + "request.setLevels(\"0.0SFC\")\n", + "request.setParameters(\"TP\")\n", + "\n", + "cycles = DataAccessLayer.getAvailableTimes(request, True)\n", + "times = DataAccessLayer.getAvailableTimes(request)\n", + "fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)\n", + "\n", + "\n", + "for i, tt in enumerate(fcstRun):\n", + " response = DataAccessLayer.getGridData(request, [tt])\n", + " grid = response[0]\n", + " if i>0:\n", + " data += grid.getRawData()\n", + " else:\n", + " data = grid.getRawData()\n", + " data[data <= -9999] = 0\n", + " print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)\n", + " \n", + "\n", + "lons, lats = grid.getLatLonCoords()\n", + "bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n", + "fcstHr = int(grid.getDataTime().getFcstTime()/3600)\n", + "\n", + "tp_inch = data * (0.0393701)\n", + "print(tp_inch.min(), tp_inch.max())\n", + "\n", + "def make_map(bbox, projection=ccrs.PlateCarree()):\n", + " fig, ax = plt.subplots(figsize=(20, 14),\n", + " subplot_kw=dict(projection=projection))\n", + " ax.set_extent(bbox)\n", + " ax.coastlines(resolution='50m')\n", + " return fig, ax\n", + "\n", + "cmap = plt.get_cmap('rainbow')\n", + "fig, ax = make_map(bbox=box)\n", + "cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)\n", + "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", + "cbar.set_label(grid.getLocationName() + \" Total precipitation in inches, \" \\\n", + " + str(fcstHr) + \"-hr fcst valid \" + str(grid.getDataTime().getRefTime()))" + ] + } + ], + "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": 2 +} From 9573e676a4959267549f1375de59cc5043d00bc0 Mon Sep 17 00:00:00 2001 From: Michael James Date: Thu, 6 Dec 2018 11:09:14 -0700 Subject: [PATCH 2/3] Datatype document update --- docs/source/datatypes.rst | 89 +++++++++++++++++++++------------------ 1 file changed, 48 insertions(+), 41 deletions(-) diff --git a/docs/source/datatypes.rst b/docs/source/datatypes.rst index 7664a1e..6ffd8b7 100644 --- a/docs/source/datatypes.rst +++ b/docs/source/datatypes.rst @@ -10,6 +10,33 @@ Available Data Types +satellite +--------- + +- 2-D NumPy Array +- returned by: `awips.dataaccess.DataAccessLayer.getGridData(request, times=[])`_ +- example:: + + # Contrust a full satellite product tree + DataAccessLayer.changeEDEXHost("edex-cloud.unidata.ucar.edu) + request = DataAccessLayer.newDataRequest("satellite") + creatingEntities = DataAccessLayer.getIdentifierValues(request, "creatingEntity") + for entity in creatingEntities: + print(entity) + request = DataAccessLayer.newDataRequest("satellite") + request.addIdentifier("creatingEntity", entity) + availableSectors = DataAccessLayer.getAvailableLocationNames(request) + availableSectors.sort() + for sector in availableSectors: + print(" - " + sector) + request.setLocationNames(sector) + availableProducts = DataAccessLayer.getAvailableParameters(request) + availableProducts.sort() + for product in availableProducts: + print(" - " + product) + +--- + binlightning ------------ @@ -17,26 +44,24 @@ binlightning POINT (-65.65293884277344 -16.94915580749512) -- returned by `awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])`_ +- returned by: `awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])`_ - example (GLM):: - request = DataAccessLayer.newDataRequest() - request.setDatatype("binlightning") + request = DataAccessLayer.newDataRequest("binlightning") request.addIdentifier("source", "GLMgr") request.setParameters("intensity") times = DataAccessLayer.getAvailableTimes(request) response = DataAccessLayer.getGeometryData(request, times[-10:-1]) for ob in response: - dir(ob.getGeometry()) + geom = ob.getGeometry() - ------------------- +--- grid ---- -- NumPy Array +- 2-D NumPy Array - returned by: `awips.dataaccess.DataAccessLayer.getGridData(request, times=[])`_ - example:: @@ -54,7 +79,7 @@ grid lons, lats = grid.getLatLonCoords() ------------------- +--- warning ------- @@ -67,7 +92,7 @@ warning (-92.274543999 46.652773000, ..., -92.280511999 46.656933000), (-92.285491999 46.660741000, ..., -92.285491999 46.660741000)) -- returned by `awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])`_ +- returned by: `awips.dataaccess.DataAccessLayer.getGeometryData(request, times=[])`_ - example:: request = DataAccessLayer.newDataRequest() @@ -82,41 +107,23 @@ warning ref = ob.getDataTime().getRefTime() ------------------- +--- radar ----- -- NumPy Array -- returned by: `RadarCommon.get_hdf5_data(idra)`_ +- 2-D NumPy Array +- returned by: `awips.dataaccess.DataAccessLayer.getGridData(request, times=[])`_ +- also returned by: `RadarCommon.get_hdf5_data(idra)`_ - example:: - request = DataAccessLayer.newDataRequest() - request.setDatatype("radar") - request.setLocationNames("klzk") - # Get latest time for site - datatimes = DataAccessLayer.getAvailableTimes(request) - dateTimeStr = str(datatimes[-1]) - #dateTimeStr = "2017-02-02 03:53:03" - buffer = 60 # seconds - dateTime = datetime.strptime(dateTimeStr, '%Y-%m-%d %H:%M:%S') - # Build timerange +/- buffer - beginRange = dateTime - timedelta(0, buffer) - endRange = dateTime + timedelta(0, buffer) - timerange = TimeRange(beginRange, endRange) - client = ThriftClient.ThriftClient("edex-cloud.unidata.ucar.edu") - request = GetRadarDataRecordRequest() - request.setTimeRange(timerange) - request.setRadarId("klzk") - request.setProductCode("94") # N0Q - request.setPrimaryElevationAngle("0.5") - response = client.sendRequest(request) - for record in response.getData(): - # Get record hdf5 data - idra = record.getHdf5Data() - rdat,azdat,depVals,threshVals = RadarCommon.get_hdf5_data(idra) - dim = rdat.getDimension() - lat,lon = float(record.getLatitude()),float(record.getLongitude()) - radials,rangeGates = rdat.getSizes() - # Convert raw byte to pixel value - rawValue=np.array(rdat.getByteData()) + request = DataAccessLayer.newDataRequest("radar") + request.setLocationNames("kmhx") + request.setParameters("Digital Hybrid Scan Refl") + availableLevels = DataAccessLayer.getAvailableLevels(request) + times = DataAccessLayer.getAvailableTimes(request) + response = DataAccessLayer.getGridData(request, [times[-1]]) + for image in response: + data = image.getRawData() + lons, lats = image.getLatLonCoords() + From c6ce0b863e6b97ee92d732f599209a40b49d46a2 Mon Sep 17 00:00:00 2001 From: Michael James Date: Thu, 6 Dec 2018 11:09:34 -0700 Subject: [PATCH 3/3] import sys in GridInfoRetriever.getInfo() --- awips/gempak/GridInfoRetriever.py | 1 + 1 file changed, 1 insertion(+) diff --git a/awips/gempak/GridInfoRetriever.py b/awips/gempak/GridInfoRetriever.py index abdb588..f43eeb9 100644 --- a/awips/gempak/GridInfoRetriever.py +++ b/awips/gempak/GridInfoRetriever.py @@ -17,6 +17,7 @@ class GridInfoRetriever: self.client = ThriftClient.ThriftClient(self.host, self.port) def getInfo(self): + import sys """ Sends ThriftClient request and writes out received files.""" req = GetGridInfoRequest() req.setPluginName(self.pluginName)