mirror of
https://github.com/Unidata/python-awips.git
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286 lines
222 KiB
Text
286 lines
222 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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"Shown here are plots for Base Reflectivity (N0Q, 94) and Base Velocity (N0U, 99) using AWIPS data rendered with Matplotlib, Cartopy, and MetPy. This example improves upon existing Level 3 Python rendering by doing the following:\n",
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"\n",
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"* Display scaled and labeled colorbar below each figure.\n",
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"* Plot radar radial images as coordinate maps in Cartopy and label with lat/lon.\n",
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"* 8 bit Z and V colormap and data scaling added to MetPy from operational AWIPS. \n",
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"* Level 3 data are retrieved from the [Unidata EDEX Cloud server](http://unidata.github.io/awips2/docs/install/install-cave.html#how-to-run-cave) (`edex-cloud.unidata.ucar.edu`)\n",
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"* Raw HDF5 byte data are converted to product values and scaled according to (page 3-34 https://www.roc.noaa.gov/wsr88d/PublicDocs/ICDS/2620001U.pdf)\n",
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"\n",
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" The threshold level fields are used to describe (up to) 256 levels as follows:\n",
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" halfword 31 contains the minimum data value in m/s*10 (or dBZ*10)\n",
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" halfword 32 contains the increment in m/s*10 (or dBZ*10)\n",
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" halfword 33 contains the number of levels (0 - 255) \n",
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"\n",
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"According to the [ICD for the Product Specification](https://www.roc.noaa.gov/WSR88D/PublicDocs/NewTechnology/B17_2620003W_draft.pdf), *\"the 256 data levels of the digital product cover a range of reflectivity between -32.0 to +94.5 dBZ, in increments of 0.5 dBZ. Level codes 0 and 1 correspond to 'Below Threshold' and 'Range Folded', respectively, while level codes 2 through 255 correspond to the reflectivity data itself\"*.\n",
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"\n",
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"For AWIPS, the National Weather Service uses a mostly-blended color scale with a discrete jump to red at reflectivity values of 50 dBZ:\n",
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" \n",
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"\n",
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"\n",
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"50 dBZ corresponds to the 16-level color *light red* (**FF6060**). Note that `FF6060` is not used in the NWS AWIPS color scale, instead RGB value is given as `255,0,0` (hex code **FF0000**). 60 dBZ is not quite exactly where white starts, but it makes sense that it would. Obviously the AWIPS D2D authors took some liberties with their 256-level rendering, not adhering strictly to \"dark red\" for dBZ values between 60-65 (white was for 70 dBZ and above on the 16-level colormap). For this exercise we will assume 50 dBZ should be red and 60 dBZ white, and 75 dBZ cyan.\n",
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"\n",
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"**Python Script**\n",
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"\n",
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"Download this script as a [Jupyter Notebook](http://nbviewer.jupyter.org/github/Unidata/python-awips/blob/master/examples/notebooks/NEXRAD_Level_3_Plot_with_Matplotlib.ipynb)."
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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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"Processed 2 grids.\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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"from awips import ThriftClient, RadarCommon\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.radar.request import GetRadarDataRecordRequest\n",
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"from datetime import datetime\n",
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"from datetime import timedelta\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"from numpy import ma\n",
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"from metpy.plots import ctables\n",
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"import cartopy.crs as ccrs\n",
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"from cartopy.feature import ShapelyFeature,NaturalEarthFeature\n",
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"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
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"\n",
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"# set EDEX server and radar site definitions\n",
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"site = 'klgx'\n",
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"edexServer = 'edex-cloud.unidata.ucar.edu'\n",
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"DataAccessLayer.changeEDEXHost(edexServer)\n",
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"request = DataAccessLayer.newDataRequest()\n",
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"request.setDatatype('radar')\n",
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"request.setLocationNames(site)\n",
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"\n",
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"# Get latest time for site\n",
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"datatimes = DataAccessLayer.getAvailableTimes(request)\n",
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"dateTimeStr = str(datatimes[-1])\n",
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"#dateTimeStr = \"2017-02-02 03:53:03\"\n",
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"buffer = 60 # seconds\n",
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"dateTime = datetime.strptime(dateTimeStr, '%Y-%m-%d %H:%M:%S')\n",
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"# Build timerange +/- buffer\n",
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"beginRange = dateTime - timedelta(0, buffer)\n",
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"endRange = dateTime + timedelta(0, buffer)\n",
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"timerange = TimeRange(beginRange, endRange)\n",
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"\n",
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"# GetRadarDataRecordRequest to query site with timerange\n",
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"client = ThriftClient.ThriftClient(edexServer)\n",
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"request = GetRadarDataRecordRequest()\n",
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"request.setTimeRange(timerange)\n",
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"request.setRadarId(site)\n",
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"\n",
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"political_boundaries = NaturalEarthFeature(category='cultural',\n",
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" name='admin_0_boundary_lines_land',\n",
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" scale='50m', facecolor='none')\n",
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"states = NaturalEarthFeature(category='cultural',\n",
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" name='admin_1_states_provinces_lines',\n",
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" scale='50m', facecolor='none')\n",
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"\n",
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"# Map config\n",
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"def make_map(bbox, projection=ccrs.PlateCarree()):\n",
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" fig, ax = plt.subplots(figsize=(12, 12),\n",
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" subplot_kw=dict(projection=projection))\n",
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" ax.set_extent(bbox)\n",
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" ax.coastlines(resolution='50m')\n",
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" gl = ax.gridlines(draw_labels=True)\n",
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" gl.xlabels_top = gl.ylabels_right = False\n",
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" gl.xformatter = LONGITUDE_FORMATTER\n",
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" gl.yformatter = LATITUDE_FORMATTER\n",
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" return fig, ax\n",
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"\n",
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"# ctable defines the colortable, beginning value, data increment\n",
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"# * For N0Q the scale is -20 to +75 dBZ in increments of 0.5 dBZ\n",
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"# * For N0U the scale is -100 to +100 kts in increments of 1 kt\n",
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"nexrad = {}\n",
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"nexrad[\"N0Q\"] = {\n",
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" 'id': 94, \n",
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" 'unit':'dBZ', \n",
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" 'name':'0.5 deg Base Reflectivity', \n",
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" 'ctable': ['NWSStormClearReflectivity',-20., 0.5], \n",
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" 'res': 1000.,\n",
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" 'elev': '0.5'\n",
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"}\n",
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"nexrad[\"N0U\"] = {\n",
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" 'id': 99, \n",
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" 'unit':'kts', \n",
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" 'name':'0.5 deg Base Velocity', \n",
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" 'ctable': ['NWS8bitVel',-100.,1.], \n",
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" 'res': 250.,\n",
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" 'elev': '0.5'\n",
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"}\n",
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"grids = []\n",
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"for code in nexrad:\n",
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" request.setProductCode(nexrad[code]['id'])\n",
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" request.setPrimaryElevationAngle(nexrad[code]['elev'])\n",
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" response = client.sendRequest(request)\n",
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" \n",
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" if response.getData():\n",
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" for record in response.getData():\n",
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" # Get record hdf5 data\n",
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" idra = record.getHdf5Data()\n",
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" rdat,azdat,depVals,threshVals = RadarCommon.get_hdf5_data(idra)\n",
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" dim = rdat.getDimension()\n",
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" lat,lon = float(record.getLatitude()),float(record.getLongitude())\n",
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" radials,rangeGates = rdat.getSizes()\n",
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" \n",
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" # Convert raw byte to pixel value\n",
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" rawValue=np.array(rdat.getByteData())\n",
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" array = []\n",
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" for rec in rawValue:\n",
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" if rec<0:\n",
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" rec+=256\n",
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" array.append(rec)\n",
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" \n",
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" if azdat:\n",
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" azVals = azdat.getFloatData()\n",
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" az = np.array(RadarCommon.encode_radial(azVals))\n",
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" dattyp = RadarCommon.get_data_type(azdat)\n",
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" az = np.append(az,az[-1])\n",
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"\n",
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" header = RadarCommon.get_header(record, format, rangeGates, radials, azdat, 'description')\n",
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" rng = np.linspace(0, rangeGates, rangeGates + 1)\n",
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"\n",
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" # Convert az/range to a lat/lon\n",
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" from pyproj import Geod\n",
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" g = Geod(ellps='clrk66')\n",
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" center_lat = np.ones([len(az),len(rng)])*lat \n",
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" center_lon = np.ones([len(az),len(rng)])*lon\n",
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" az2D = np.ones_like(center_lat)*az[:,None]\n",
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" rng2D = np.ones_like(center_lat)*np.transpose(rng[:,None])*nexrad[code]['res']\n",
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" lons,lats,back=g.fwd(center_lon,center_lat,az2D,rng2D)\n",
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" bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n",
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" \n",
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" # Create 2d array\n",
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" multiArray = np.reshape(array, (-1, rangeGates))\n",
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" data = ma.array(multiArray)\n",
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" \n",
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" # threshVals[0:2] contains halfwords 31,32,33 (min value, increment, num levels)\n",
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" data = ma.array(threshVals[0]/10. + (multiArray)*threshVals[1]/10.)\n",
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" \n",
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" if nexrad[code]['unit'] == 'kts':\n",
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" data[data<-63] = ma.masked\n",
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" data *= 1.94384 # Convert to knots\n",
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" else:\n",
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" data[data<=((threshVals[0]/10.)+threshVals[1]/10.)] = ma.masked\n",
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" \n",
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" # Save our requested grids so we can render them multiple times\n",
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" product = {\n",
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" \"code\": code,\n",
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" \"bbox\": bbox,\n",
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" \"lats\": lats,\n",
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" \"lons\": lons,\n",
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" \"data\": data\n",
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" }\n",
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" grids.append(product)\n",
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" \n",
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"print(\"Processed \"+str(len(grids))+\" grids.\")"
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]
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},
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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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"## Plot N0Q and N0U with Cartopy"
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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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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x864 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
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"output_type": "display_data"
|
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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 864x864 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for rec in grids:\n",
|
|
" code = rec[\"code\"]\n",
|
|
" bbox = rec[\"bbox\"]\n",
|
|
" lats = rec[\"lats\"]\n",
|
|
" lons = rec[\"lons\"]\n",
|
|
" data = rec[\"data\"]\n",
|
|
" # Create figure\n",
|
|
" %matplotlib inline\n",
|
|
" fig, ax = make_map(bbox=bbox)\n",
|
|
" # Colortable filename, beginning value, increment\n",
|
|
" ctable = nexrad[code]['ctable'][0]\n",
|
|
" beg = nexrad[code]['ctable'][1]\n",
|
|
" inc = nexrad[code]['ctable'][2]\n",
|
|
"\n",
|
|
" norm, cmap = ctables.registry.get_with_steps(ctable, beg, inc)\n",
|
|
" cs = ax.pcolormesh(lons, lats, data, norm=norm, cmap=cmap)\n",
|
|
" ax.set_aspect('equal', 'datalim')\n",
|
|
" ax.add_feature(political_boundaries, linestyle='-', edgecolor='black')\n",
|
|
" ax.add_feature(states, linestyle='-', edgecolor='black',linewidth=2)\n",
|
|
"\n",
|
|
" cbar = plt.colorbar(cs, extend='both', shrink=0.75, orientation='horizontal')\n",
|
|
" cbar.set_label(site.upper()+\" \"+ str(nexrad[code]['res']/1000.) +\"km \" \\\n",
|
|
" +nexrad[code]['name']+\" (\"+code+\") \" \\\n",
|
|
" +nexrad[code]['unit']+\" \" \\\n",
|
|
" +str(record.getDataTime()))\n",
|
|
"\n",
|
|
" # Zoom to within +-2 deg of center\n",
|
|
" ax.set_xlim(lon-2., lon+2.)\n",
|
|
" ax.set_ylim(lat-2., lat+2.)\n",
|
|
"\n",
|
|
" plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|