{
 "metadata": {
  "name": "map"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "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": [
        "--2012-12-06 00:21:46--  ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface/air.sig995.2012.nc\r\n",
        "           => `air.sig995.2012.nc'\r\n",
        "Resolving ftp.cdc.noaa.gov (ftp.cdc.noaa.gov)... 140.172.38.117\r\n",
        "Connecting to ftp.cdc.noaa.gov (ftp.cdc.noaa.gov)|140.172.38.117|:21... "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "connected.\r\n",
        "Logging 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 (1) /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": [
        "7111448\r\n",
        "==> PASV ... "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "done.    ==> RETR air.sig995.2012.nc ... "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "done.\r\n",
        "Length: 7111448 (6.8M) (unauthoritative)\r\n",
        "\r\n",
        "\r",
        " 0% [                                       ] 0           --.-K/s              "
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        "\r",
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       "stream": "stdout",
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        "\r",
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       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "93% [===================================>   ] 6,674,400   1.23M/s  eta 0s      "
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "97% [=====================================> ] 6,929,280   1.23M/s  eta 0s      "
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "100%[======================================>] 7,111,448   1.22M/s   in 6.4s    \r\n",
        "\r\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2012-12-06 00:21:55 (1.06 MB/s) - `air.sig995.2012.nc' saved [7111448]\r\n",
        "\r\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.io import netcdf\n",
      "f = netcdf.netcdf_file('air.sig995.2012.nc', 'r')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "f.dimensions"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "{'lat': 73, 'lon': 144, 'time': None}"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "air = f.variables['air']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "airData = air[:]\n",
      "airDataCels = ((airData*air.scale_factor)+air.add_offset)-273.15\n",
      "\n",
      "lat = f.variables['lat'][:]\n",
      "lon = f.variables['lon'][:]\n",
      "\n",
      "\n",
      "lons, lats = numpy.meshgrid(lon,lat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline\n",
      "from mpl_toolkits.basemap import Basemap"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
        "For more information, type 'help(pylab)'."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "m = Basemap(llcrnrlon=0,llcrnrlat=40,urcrnrlon=190,urcrnrlat=85,projection='mill', resolution='l')\n",
      "x, y = m(lons, lats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "fig = plt.figure(figsize=(10,10))\n",
      "dayNumber = 120\n",
      "m.drawcoastlines(linewidth=1)\n",
      "m.drawcountries(linewidth=0.5)\n",
      "m.drawmapboundary\n",
      "cs = m.contourf(x,y,airDataCels[dayNumber,:,:],20)\n",
      "colorbar(orientation='horizontal')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "<matplotlib.colorbar.Colorbar instance at 0xbf68f6c>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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EOfO4ZZyGTQ9KDtOZXyC4E3R9Fhr2c3TLFCJJRwAdIjwnjctuB2YBW4CFwB5g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\no3TQ+Y5uEzy7DJZ3MdWZ3m7zv0/AuBMmKOVgxoBKBC6l4EQPv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4eaHoY4siyY8KeZX/Oz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\nIiIiIjYUlERERERs/D/Chi1Xqj5dEQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0xbd9594c>"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}