{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Brian Blaylock \n", "June 8, 2018 \n", "[Website](http://home.chpc.utah.edu/~u0553130/Brian_Blaylock/home.html) | [Email](mailto:brian.blaylock@utah.edu)\n", "\n", "# How to use pygrib to read HRRR model data\n", "\n", "Pygrib is a python module that lets you read and write GRIB2 (gridded binary) files, a common file format for weather model data. It would be beneficial to know how to use the command-line tool [wgrib2](http://www.cpc.ncep.noaa.gov/products/wesley/wgrib2/)\n", "\n", "[Official pygrib Documentation](https://jswhit.github.io/pygrib/docs/index.html)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import pygrib\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "import urllib\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Download a HRRR file from Pando\n", "Read more about the HRRR archive here: http://hrrr.chpc.utah.edu/" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File URL: https://pando-rgw01.chpc.utah.edu/hrrr/sfc/20180608/hrrr.t01z.wrfsfcf01.grib2\n" ] }, { "data": { "text/plain": [ "('hrrr.t01z.wrfsfcf01.grib2', )" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The model run date\n", "DATE = datetime(2018, 6, 8, 1)\n", "\n", "# The forecast hour\n", "fxx = 1\n", "\n", "# Build the URL\n", "URL = 'https://pando-rgw01.chpc.utah.edu/hrrr/sfc/%s/hrrr.t%02dz.wrfsfcf%02d.grib2' % (DATE.strftime('%Y%m%d'), DATE.hour, fxx)\n", "FILE = URL.split('/')[-1]\n", "print 'File URL: %s' % URL\n", "\n", "# Download the file\n", "urllib.urlretrieve(URL, FILE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read the HRRR data with `pygrib`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grbs = pygrib.open(FILE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each variable at each level is stored in its own GRIB message. Each message is assigned a number. You need some previous knowledge of what variables are in which grib message. In this case, 54 represents the 2-m temperature.\n", "> Note: Grib messages start at 1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "54:2 metre temperature:K (instant):lambert:heightAboveGround:level 2 m:fcst time 1 hrs:from 201806080100\n" ] } ], "source": [ "G = grbs[54]\n", "print G" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a lot of information in the grib message. Below are some of the more useful information..." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name : 2 metre temperature (2t)\n", "Units : K\n", "Level : 2 (heightAboveGround)\n", "\n", "Model initialized\t:\t2018-06-08 01:00:00\n", "Model data valid\t:\t2018-06-08 02:00:00\n", "Forecast Time Units\t:\thrs\n", "Projection information\t:\t{'a': 6371229, 'b': 6371229, 'lon_0': 262.5, 'proj': 'lcc', 'lat_2': 38.5, 'lat_1': 38.5, 'lat_0': 38.5}\n" ] } ], "source": [ "# Print variable information:\n", "print \"Name : %s (%s)\" % (G.name, G.shortName)\n", "print \"Units : %s\" % G.units\n", "print \"Level : %s (%s)\" % (G.level, G.typeOfLevel)\n", "print \n", "\n", "# Analysis Date, the datetime the model run was initialized\n", "print \"Model initialized\\t:\\t\", G.analDate\n", "\n", "# Valid Date, the datetime the data is valid (same as analysis date + forecast time)\n", "print \"Model data valid\\t:\\t\", G.validDate\n", "\n", "# Print forecsast time units\n", "print \"Forecast Time Units\\t:\\t\", G.fcstimeunits\n", "\n", "# Map projection information\n", "print \"Projection information\\t:\\t\", G.projparams " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Retrieve the data and corresponding arrays of longitude, and latitude\n", "data, lats, lons = G.data()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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y/AXnoN2GianNcYK0UVkAZTXVsdd1Yt6OFa0FsByF7ljvdZ8HSqmYEqBSCmDK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apZCdiPo0rRBIFcRmbQLLMH3eMvzBTH2CYuArXjsKjepjMtmHrUxUNKXYwrcy01rHWuvfLjz0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\nq4q/dpjgvh3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(lons, lats, data, cmap='Spectral_r')\n", "plt.colorbar()\n", "plt.title('%s (%s)' % (G.name, G.units))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "You can also retrieve one or more grib messages by searching for them." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[54:2 metre temperature:K (instant):lambert:heightAboveGround:level 2 m:fcst time 1 hrs:from 201806080100]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grbs(name='2 metre temperature')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[12:Temperature:K (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 17:Temperature:K (instant):lambert:isobaricInhPa:level 70000 Pa:fcst time 1 hrs:from 201806080100,\n", " 22:Temperature:K (instant):lambert:isobaricInhPa:level 85000 Pa:fcst time 1 hrs:from 201806080100,\n", " 26:Temperature:K (instant):lambert:isobaricInhPa:level 92500 Pa:fcst time 1 hrs:from 201806080100,\n", " 30:Temperature:K (instant):lambert:isobaricInhPa:level 100000 Pa:fcst time 1 hrs:from 201806080100,\n", " 47:Temperature:K (instant):lambert:surface:level 0:fcst time 1 hrs:from 201806080100]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grbs(shortName='t')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[9:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 25000 Pa:fcst time 1 hrs:from 201806080100,\n", " 14:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 19:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 70000 Pa:fcst time 1 hrs:from 201806080100,\n", " 24:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 85000 Pa:fcst time 1 hrs:from 201806080100,\n", " 28:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 92500 Pa:fcst time 1 hrs:from 201806080100,\n", " 32:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 100000 Pa:fcst time 1 hrs:from 201806080100,\n", " 43:U component of wind:m s**-1 (instant):lambert:heightAboveGround:level 80 m:fcst time 1 hrs:from 201806080100,\n", " 59:10 metre U wind component:m s**-1 (instant):lambert:heightAboveGround:level 10 m:fcst time 1 hrs:from 201806080100]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grbs(shortName=['u', '10u'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[43:U component of wind:m s**-1 (instant):lambert:heightAboveGround:level 80 m:fcst time 1 hrs:from 201806080100,\n", " 44:V component of wind:m s**-1 (instant):lambert:heightAboveGround:level 80 m:fcst time 1 hrs:from 201806080100]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grbs(shortName=['u', 'v'], level=80)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[11:Geopotential Height:gpm (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 12:Temperature:K (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 13:Dew point temperature:K (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 14:U component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 15:V component of wind:m s**-1 (instant):lambert:isobaricInhPa:level 50000 Pa:fcst time 1 hrs:from 201806080100,\n", " 79:Surface lifted index:K (instant):lambert:isobaricLayer:levels 50000-100000 Pa:fcst time 1 hrs:from 201806080100]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grbs(level=500)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[64:Total Precipitation:kg m**-2 (accum):lambert:surface:level 0:fcst time 0-1 hrs (accum):from 201806080100]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grbs(name='Total Precipitation')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot total precipitation\n", "total_precip, lats, lons = grbs.select(name='Total Precipitation')[0].data()\n", "plt.pcolormesh(lons, lats, total_precip)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Smarter ways to download HRRR data from Pando\n", "Instead of downloading the full GRIB2 file from Pando, only download what you need. For example, if you are only interested 2-m temperature, you can download just that field with `cURL`. To do this, you need to know the byte range of the variable, which is provided by the files `.idx` file. The `.idx` files are stored on Pando. For more information about how to do this, read the `cURL` and `Python` tabs here: http://home.chpc.utah.edu/~u0553130/Brian_Blaylock/hrrr_script_tips.html" ] }, { "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": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }