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Created December 13, 2012 14:39
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{
"metadata": {
"name": "map"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Example of small session in ipython notebook "
},
{
"cell_type": "markdown",
"metadata": {},
"source": "We are going to download NCEP reanalysis netCDF file for 2 m air temperature, get the data from it, convert them to $^\\circ$C and plot with Basemap. More details in Russian can be found at http://koldunov.net/?p=714"
},
{
"cell_type": "code",
"collapsed": false,
"input": "import numpy",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": "First we download the file with system comman wget (in order to run system command you have to put ! in front of it)"
},
{
"cell_type": "code",
"collapsed": false,
"input": "!wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface/air.sig995.2012.nc",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "--2012-12-13 15:05:38-- ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface/air.sig995.2012.nc\r\n => `air.sig995.2012.nc'\r\nResolving ftp.cdc.noaa.gov... 140.172.38.117\r\nConnecting to ftp.cdc.noaa.gov|140.172.38.117|:21... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "connected.\r\nLogging in as anonymous ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "Logged in!\r\n==> SYST ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "done. ==> PWD ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "done.\r\n==> TYPE I ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "done. ==> CWD /Datasets/ncep.reanalysis.dailyavgs/surface ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "done.\r\n==> SIZE air.sig995.2012.nc ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "7258672\r\n==> PASV ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "done. ==> RETR air.sig995.2012.nc ... "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "done.\r\nLength: 7258672 (6.9M)\r\n\r\n\r 0% [ ] 0 --.-K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r 0% [ ] 24,072 80.3K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r 1% [ ] 100,536 170K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r 3% [> ] 256,296 289K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r 7% [==> ] 567,816 510K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r12% [===> ] 890,664 673K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r21% [=======> ] 1,551,328 937K/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r33% [============> ] 2,436,936 1.22M/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r39% [==============> ] 2,896,528 1.26M/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r48% [=================> ] 3,484,776 1.34M/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r57% [=====================> ] 4,157,376 1.44M/s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r61% [=======================> ] 4,488,720 1.41M/s eta 2s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r65% [========================> ] 4,767,672 1.37M/s eta 2s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r69% [==========================> ] 5,032,464 1.33M/s eta 2s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r73% [===========================> ] 5,324,160 1.30M/s eta 2s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r76% [============================> ] 5,526,648 1.26M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r79% [=============================> ] 5,746,128 1.24M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r81% [==============================> ] 5,903,304 1.25M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r84% [===============================> ] 6,117,120 1.30M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r86% [================================> ] 6,274,296 1.31M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r89% [=================================> ] 6,471,120 1.35M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r91% [==================================> ] 6,665,112 1.29M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r94% [===================================> ] 6,861,936 1.24M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r97% [====================================> ] 7,055,928 1.21M/s eta 1s "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\r99% [=====================================> ] 7,217,352 1.07M/s eta 1s \r100%[======================================>] 7,258,672 1.08M/s in 6.2s \r\n\r\n"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "2012-12-13 15:05:46 (1.13 MB/s) - `air.sig995.2012.nc' saved [7258672]\r\n\r\n"
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": "We will use _netcdf_ module from _scipy_ in order handle netCDF files"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from scipy.io import netcdf\nf = netcdf.netcdf_file('air.sig995.2012.nc', 'r')",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": "We can look at some of the netCDF file properties (use TAB)"
},
{
"cell_type": "code",
"collapsed": false,
"input": "f.dimensions",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 14,
"text": "{'lat': 73, 'lon': 144, 'time': None}"
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": "List variables"
},
{
"cell_type": "code",
"collapsed": false,
"input": "f.variables",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 16,
"text": "{'air': <scipy.io.netcdf.netcdf_variable at 0x7fcedca36690>,\n 'lat': <scipy.io.netcdf.netcdf_variable at 0x7fcedca364d0>,\n 'lon': <scipy.io.netcdf.netcdf_variable at 0x7fcedca36550>,\n 'time': <scipy.io.netcdf.netcdf_variable at 0x7fcedca36610>}"
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Let's get _air_ variable from the file"
},
{
"cell_type": "code",
"collapsed": false,
"input": "air = f.variables['air']",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Look at some of it;s properties, like scale_factor and offset, that we need to get temperature in Kelvins"
},
{
"cell_type": "code",
"collapsed": false,
"input": "air.scale_factor",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 18,
"text": "0.0099999998"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": "air.add_offset",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 19,
"text": "512.81"
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Now convert air temperature and prepare lat lon data for the plot."
},
{
"cell_type": "code",
"collapsed": false,
"input": "airData = air[:]\nairDataCels = ((airData*air.scale_factor)+air.add_offset)-273.15\n\nlat = f.variables['lat'][:]\nlon = f.variables['lon'][:]\n\n\nlons, lats = numpy.meshgrid(lon,lat)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Show graphics in the notebook and import Basemap."
},
{
"cell_type": "code",
"collapsed": false,
"input": "%pylab inline\nfrom mpl_toolkits.basemap import Basemap",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\nWelcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\nFor more information, type 'help(pylab)'.\n"
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Create map and prepare coordinates."
},
{
"cell_type": "code",
"collapsed": false,
"input": "m = Basemap(llcrnrlon=0,llcrnrlat=40,urcrnrlon=190,urcrnrlat=85,projection='mill', resolution='l')\nx, y = m(lons, lats)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Create plot"
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig = plt.figure(figsize=(10,10))\ndayNumber = 120\nm.drawcoastlines(linewidth=1)\nm.drawcountries(linewidth=0.5)\nm.drawmapboundary\ncs = m.contourf(x,y,airDataCels[dayNumber,:,:],20)\ncolorbar(orientation='horizontal')",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 24,
"text": "<matplotlib.colorbar.Colorbar instance at 0x3bea518>"
},
{
"output_type": "display_data",
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3MN8CwivfXlHg6BqI7CJRpr1/ShmAkEjoNEpuzXuDmzEPxl4J2q4qSIZ8KIyX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\nGwpKIiIiIjYUlERERERs/D8zUU0MZYj3BAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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