{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python AWIPS Data Access Framework\n", "\n", "The `python-awips` package provides a Data Acccess Framework (DAF) for requesting data from a remote AWIPS II EDEX server. \n", "\n", "The AWIPS II Python Stack installed via RPM contains the DAF, matplotlib, numpy, scipy, basemap, pint, shapely, and other packages. \n", "\n", "## Listing a Grid Inventory" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GFSLAMP5\n", "GFSGuide\n", "ECMF6\n", "ECMF3\n", "ECMF4\n", "HPCqpfNDFD\n", "ECMF-Global\n", "RAP13\n", "ECMF5\n", "RTMA5\n", "AVN211\n", "NamDNG\n", "ECMF9\n", "QPE-MSR\n", "estofsUS\n", "ECMF12\n", "ECMF10\n", "ECMF8\n", "MRMS_1000\n", "ETA\n", "LAMP2p5\n", "HRRR\n", "URMA25\n", "GFS40\n", "GFS\n", "RAP40\n", "RTMA\n", "AVN225\n", "NAM12\n", "ECMF1\n", "ECMF2\n", "ECMF11\n", "DGEX\n", "NamDNG5\n", "estofsPR\n", "NCWF\n", "ECMF7\n", "NOHRSC-SNOW\n", "HPCGuide\n", "NAM40\n" ] } ], "source": [ "from awips.dataaccess import DataAccessLayer\n", "\n", "# Set host\n", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "\n", "# Init data request\n", "request = DataAccessLayer.newDataRequest()\n", "\n", "# Set datatype\n", "request.setDatatype(\"grid\")\n", "\n", "# getAvailableLocationNames method will return a list of all available models\n", "available_grids = DataAccessLayer.getAvailableLocationNames(request)\n", "for grid in available_grids:\n", " print grid\n", " " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "**LocationNames** is different for different plugins\n", "- radar is icao\n", "- satellite is sector\n", "\n", "\n", "## Requesting a Grid" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RAP40\n", "2016-02-23 15:00:00 (12)\n", "Unit is %\n", "Parameter is RH\n", "[[ 100.02842712 100.02842712 100.02842712 ..., 60.02842712\n", " 60.02842712 63.02842712]\n", " [ 63.02842712 60.02842712 52.02842712 ..., 90.02842712\n", " 91.02842712 91.02842712]\n", " [ 90.02842712 91.02842712 90.02842712 ..., 41.02842712\n", " 40.02842712 38.02842712]\n", " ..., \n", " [ 54.02842712 62.02842712 62.02842712 ..., 51.02842712\n", " 57.02842712 50.02842712]\n", " [ 40.02842712 37.02842712 31.02842712 ..., 1.02842677\n", " 3.02842665 5.02842665]\n", " [ 7.02842665 7.02842665 9.02842712 ..., 69.02842712\n", " 65.02842712 65.02842712]]\n", "lat array = [[ 54.24940109 54.35071945 54.45080566 ..., 57.9545517 57.91926193\n", " 57.88272858]\n", " [ 57.84495163 57.80593109 57.76566696 ..., 58.07667542 58.08861542\n", " 58.09931183]\n", " [ 58.10876846 58.11697769 58.12394714 ..., 56.40270996 56.46187973\n", " 56.51980972]\n", " ..., \n", " [ 19.93209648 19.89832115 19.86351395 ..., 20.054636 20.06362152\n", " 20.07156372]\n", " [ 20.0784626 20.08431816 20.08912849 ..., 18.58354759 18.63155174\n", " 18.67854691]\n", " [ 18.72453308 18.76950836 18.81346893 ..., 17.49624634 17.42861557\n", " 17.36001205]]\n", "lon array = [[-139.83120728 -139.32348633 -138.81448364 ..., -79.26060486\n", " -78.70166016 -78.14326477]\n", " [ -77.58544922 -77.02822876 -76.47161865 ..., -100.70157623\n", " -100.13801575 -99.57427216]\n", " [ -99.01037598 -98.44634247 -97.88218689 ..., -121.69165039\n", " -121.15060425 -120.60871887]\n", " ..., \n", " [ -82.65139008 -82.26644897 -81.88170624 ..., -98.52494049\n", " -98.13802338 -97.75105286]\n", " [ -97.36403656 -96.97698212 -96.58989716 ..., -113.07767487\n", " -112.69831085 -112.31866455]\n", " [-111.93874359 -111.5585556 -111.17810822 ..., -69.85433197\n", " -69.48160553 -69.10926819]]\n" ] } ], "source": [ "# Grid request\n", "request.setLocationNames('RAP40')\n", "request.setParameters(\"RH\")\n", "request.setLevels(\"850MB\")\n", "\n", "# Get available times\n", "t = DataAccessLayer.getAvailableTimes(request)\n", "\n", "# Select last available time [-1]\n", "response = DataAccessLayer.getGridData(request, [t[-1]])\n", "data = response[0]\n", "\n", "# Print info\n", "print data.getLocationName()\n", "print t[-1]\n", "print 'Unit is', data.getUnit()\n", "print 'Parameter is', data.getParameter()\n", "\n", "# Print data array\n", "print data.getRawData()\n", "\n", "# Print lat/lon array\n", "lon,lat = data.getLatLonCoords()\n", "print \"lat array =\", lat\n", "print \"lon array =\", lon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting a Grid using Basemap\n", "\n", "Using **matplotlib**, **numpy**, and **basemap**:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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N+w/PolJ8K8qxjuuBMTtOLOd8MOFMdnLs5GEMvfBY4ipa+WrmT9x13uNkFaYx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JQphLal/vTMfJ5y9XSW3P0/ateVEjO2txaju1l93E2tJcp2KZwmqTFsrlZ7Bqcmq3Uh4x1CQQSv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.tri as mtri\n", "import matplotlib.pyplot as plt\n", "from matplotlib.transforms import offset_copy\n", "from mpl_toolkits.basemap import Basemap, cm\n", "import numpy as np\n", "from numpy import linspace, transpose\n", "from numpy import meshgrid\n", "from pint import UnitRegistry\n", "\n", "plt.figure(figsize=(12, 12), dpi=100)\n", "lons,lats = data.getLatLonCoords()\n", "\n", "map = Basemap(projection='cyl',\n", " resolution = 'c',\n", " llcrnrlon = lons.min(), llcrnrlat = lats.min(),\n", " urcrnrlon =lons.max(), urcrnrlat = lats.max()\n", ")\n", "map.drawcoastlines()\n", "map.drawstates()\n", "map.drawcountries()\n", "\n", "# \n", "# We have to reproject our grid, see https://stackoverflow.com/questions/31822553/m\n", "#\n", "x = linspace(0, map.urcrnrx, data.getRawData().shape[1])\n", "y = linspace(0, map.urcrnry, data.getRawData().shape[0])\n", "xx, yy = meshgrid(x, y)\n", "ngrid = len(x)\n", "rlons = np.repeat(np.linspace(np.min(lons), np.max(lons), ngrid),\n", " ngrid).reshape(ngrid, ngrid)\n", "rlats = np.repeat(np.linspace(np.min(lats), np.max(lats), ngrid),\n", " ngrid).reshape(ngrid, ngrid).T\n", "tli = mtri.LinearTriInterpolator(mtri.Triangulation(lons.flatten(),\n", " lats.flatten()), data.getRawData().flatten())\n", "rdata = tli(rlons, rlats)\n", "cs = map.pcolormesh(rlons, rlats, rdata, latlon=True, vmin=0, vmax=100, cmap='YlGn')\n", "\n", "# add colorbar.\n", "cbar = map.colorbar(cs,location='bottom',pad=\"5%\")\n", "cbar.set_label(data.getParameter() + data.getUnit() )\n", "\n", "# Show plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting a Grid using Cartopy\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "ename": "ImportError", "evalue": "No module named netCDF4", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mnetCDF4\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDataset\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnetcdf_dataset\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mImportError\u001b[0m: No module named netCDF4" ] } ], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "from netCDF4 import Dataset as netcdf_dataset\n", "import numpy as np\n", "\n", "from cartopy import config\n", "import cartopy.crs as ccrs\n", "\n", "\n", "# get the path of the file. It can be found in the repo data directory.\n", "fname = os.path.join(config[\"repo_data_dir\"],\n", " 'netcdf', 'HadISST1_SST_update.nc'\n", " )\n", "\n", "dataset = netcdf_dataset(fname)\n", "sst = dataset.variables['sst'][0, :, :]\n", "lats = dataset.variables['lat'][:]\n", "lons = dataset.variables['lon'][:]\n", "\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "\n", "plt.contourf(lons, lats, sst, 60,\n", " transform=ccrs.PlateCarree())\n", "\n", "ax.coastlines()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }