notebooks/Day_04_A_PfDA.ipynb

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   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "How to use Python for Data Analysis (PfDA)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "*Reading Assigned a while ago from PfDA*\n",
      "\n",
      "   * read [`PfDA`, Chap 1  Preliminaries](http://proquest.safaribooksonline.com/book/programming/python/9781449323592/1dot-preliminaries/id2664030), especially the installation instructions for EPD Free for your computer platform.  I want you to try installing EPD Free (or EPD Academic) before class on Thursday.\n",
      "   * read [`PfDA`, Chap 3](http://proquest.safaribooksonline.com/book/programming/python/9781449323592/3dot-ipython-an-interactive-computing-and-development-environment/id2545624) \n",
      "   * skim [`PfDA`, Appendix: Python Language Essentials](http://proquest.safaribooksonline.com/book/programming/python/9781449323592/adot-python-language-essentials/id2819503) -- to help remind yourself of key elements of standard Python \n",
      "   * skim [`PfDA`, Chap 2 Introductory Examples](http://proquest.safaribooksonline.com/book/programming/python/9781449323592/2dot-introductory-examples/id423077) "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "* Github repo for book: [pydata/pydata-book](https://github.com/pydata/pydata-book)\n",
      "* [Confirmed Errata | O'Reilly Media Python for Data Analysis](http://www.oreilly.com/catalog/errata.csp?isbn=0636920023784)\n",
      "* [Unconfirmed Errata | O'Reilly Media Python for Data Analysis](http://www.oreilly.com/catalog/errataunconfirmed.csp?isbn=0636920023784)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "I suggest cloning the repo somewhere on your computer\n",
      "\n",
      "my own setup: I've git cloned \n",
      "\n",
      "    https://github.com/pydata/pydata-book.git\n",
      "\n",
      "into \n",
      "\n",
      "    /Users/raymondyee/D/Document/Working_with_Open_Data/pydata-book/\n",
      "    \n",
      "and put a symbolic link to /Users/raymondyee/D/Document/Working_with_Open_Data/pydata-book/ in my working-with-open-data-2014 repo parallel to the notebooks directory."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%bash\n",
      "# this is what I ran on my mac to make this link\n",
      "cd ..\n",
      "ln -s /Users/raymondyee/D/Document/Working_with_Open_Data/pydata-book/ pydata-book"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "ln: pydata-book/: File exists\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%bash\n",
      "# in my case, I had been adding other notebooks\n",
      "ls ../pydata-book/"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "ch 04_05.ipynb\n",
        "ch02\n",
        "ch03\n",
        "ch06\n",
        "ch07\n",
        "ch08\n",
        "ch09\n",
        "ch11\n",
        "ch13\n",
        "dir_list\n",
        "dpla.ipynb\n",
        "dpla.py\n",
        "groupby_learning.ipynb\n",
        "groupby_learning.py\n",
        "numpy_matplotlib_video.ipynb\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Calculate PFDA_PATH (for RY's relative dir setup) or set it manually"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#http://stackoverflow.com/a/17295128/7782\n",
      "import os\n",
      "PFDA_PATH  = os.path.abspath(os.path.join(os.getcwd(), \n",
      "                                          os.path.join(os.path.pardir, \"pydata-book\")\n",
      "                                        ))\n",
      "PFDA_PATH"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "'/Users/raymondyee/D/Document/Working_with_Open_Data/working-open-data-2014/pydata-book'"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "assert os.path.exists(PFDA_PATH)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Chapter 1"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# locat the bitly file and make sure it exists\n",
      "import os\n",
      "\n",
      "path = os.path.join(PFDA_PATH,'ch02/usagov_bitly_data2012-03-16-1331923249.txt')\n",
      "print \"bit.ly data file exists: \", os.path.exists(path)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "bit.ly data file exists:  True\n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# let's try some of the code from PfDA\n",
      "# read a line\n",
      "open(path).readline()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "'{ \"a\": \"Mozilla\\\\/5.0 (Windows NT 6.1; WOW64) AppleWebKit\\\\/535.11 (KHTML, like Gecko) Chrome\\\\/17.0.963.78 Safari\\\\/535.11\", \"c\": \"US\", \"nk\": 1, \"tz\": \"America\\\\/New_York\", \"gr\": \"MA\", \"g\": \"A6qOVH\", \"h\": \"wfLQtf\", \"l\": \"orofrog\", \"al\": \"en-US,en;q=0.8\", \"hh\": \"1.usa.gov\", \"r\": \"http:\\\\/\\\\/www.facebook.com\\\\/l\\\\/7AQEFzjSi\\\\/1.usa.gov\\\\/wfLQtf\", \"u\": \"http:\\\\/\\\\/www.ncbi.nlm.nih.gov\\\\/pubmed\\\\/22415991\", \"t\": 1331923247, \"hc\": 1331822918, \"cy\": \"Danvers\", \"ll\": [ 42.576698, -70.954903 ] }\\n'"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import json\n",
      "records = [json.loads(line) for line in open(path)]\n",
      "time_zones = [rec.get('tz') for rec in records]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "time_zones"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "[u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Asia/Hong_Kong',\n",
        " u'Asia/Hong_Kong',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'Europe/Rome',\n",
        " u'Africa/Ceuta',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'Asia/Kuala_Lumpur',\n",
        " u'Asia/Nicosia',\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'',\n",
        " u'Pacific/Honolulu',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Malta',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'Asia/Hong_Kong',\n",
        " u'Asia/Hong_Kong',\n",
        " u'Pacific/Honolulu',\n",
        " u'Pacific/Honolulu',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Lisbon',\n",
        " u'Europe/Paris',\n",
        " u'Europe/London',\n",
        " u'Europe/Copenhagen',\n",
        " u'',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/Paris',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Mazatlan',\n",
        " u'',\n",
        " u'Europe/Dublin',\n",
        " u'America/New_York',\n",
        " u'Asia/Hong_Kong',\n",
        " u'Asia/Hong_Kong',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Brussels',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'America/Vancouver',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'Europe/Prague',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Stockholm',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Anchorage',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Kuala_Lumpur',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Asia/Bangkok',\n",
        " u'Europe/Berlin',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/Chicago',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Denver',\n",
        " u'Europe/Warsaw',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'Europe/Berlin',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/Prague',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Budapest',\n",
        " u'Asia/Bangkok',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Anchorage',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Madrid',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Denver',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/Vienna',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Lisbon',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'',\n",
        " u'Pacific/Honolulu',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Rainy_River',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'Asia/Jerusalem',\n",
        " u'Europe/Dublin',\n",
        " u'America/New_York',\n",
        " u'Asia/Karachi',\n",
        " u'America/Los_Angeles',\n",
        " u'Pacific/Honolulu',\n",
        " u'Europe/Vienna',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/Denver',\n",
        " u'America/Bogota',\n",
        " u'America/Indianapolis',\n",
        " u'',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Montreal',\n",
        " u'Asia/Calcutta',\n",
        " u'America/New_York',\n",
        " u'Europe/Stockholm',\n",
        " u'Europe/Vienna',\n",
        " u'America/Denver',\n",
        " u'Europe/Lisbon',\n",
        " u'Europe/London',\n",
        " u'Europe/Vienna',\n",
        " u'Europe/Amsterdam',\n",
        " u'Europe/Skopje',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Rainy_River',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'Europe/Prague',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'Europe/Berlin',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/Vancouver',\n",
        " u'Europe/Madrid',\n",
        " u'America/Indianapolis',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'Europe/Madrid',\n",
        " u'Asia/Beirut',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'Australia/NSW',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " None,\n",
        " u'',\n",
        " u'Europe/Budapest',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Vancouver',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'',\n",
        " None,\n",
        " u'Europe/Madrid',\n",
        " u'Europe/Paris',\n",
        " u'America/New_York',\n",
        " u'Asia/Karachi',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Europe/Berlin',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Chile/Continental',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'',\n",
        " u'',\n",
        " u'America/Halifax',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Vancouver',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Madrid',\n",
        " u'',\n",
        " u'Pacific/Honolulu',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Indianapolis',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Asia/Calcutta',\n",
        " u'Europe/Stockholm',\n",
        " None,\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/Edmonton',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'America/Phoenix',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Phoenix',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/Brussels',\n",
        " u'America/Denver',\n",
        " u'Europe/Bratislava',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Recife',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Africa/Cairo',\n",
        " u'America/New_York',\n",
        " u'Asia/Istanbul',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Vancouver',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'Pacific/Honolulu',\n",
        " u'Europe/Berlin',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Asia/Istanbul',\n",
        " u'Europe/London',\n",
        " u'Asia/Novosibirsk',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Montreal',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Pacific/Honolulu',\n",
        " u'Asia/Istanbul',\n",
        " u'America/New_York',\n",
        " u'Asia/Bangkok',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " None,\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Moscow',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Vancouver',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Vancouver',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Sofia',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/Bogota',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'Africa/Cairo',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Chicago',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'Europe/Ljubljana',\n",
        " u'Asia/Tokyo',\n",
        " u'Europe/Copenhagen',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Mexico_City',\n",
        " u'',\n",
        " u'Europe/Helsinki',\n",
        " u'Europe/Bucharest',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'Europe/Zurich',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/Los_Angeles',\n",
        " u'Asia/Istanbul',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/London',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Mexico_City',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Puerto_Rico',\n",
        " u'America/Puerto_Rico',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Rainy_River',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Moscow',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'',\n",
        " u'America/Monterrey',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'Europe/Moscow',\n",
        " u'America/Mexico_City',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " None,\n",
        " u'Asia/Hong_Kong',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Asia/Hong_Kong',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Athens',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/Prague',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Lisbon',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Asia/Hong_Kong',\n",
        " u'Asia/Hong_Kong',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Winnipeg',\n",
        " u'Europe/London',\n",
        " u'Europe/Riga',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'',\n",
        " u'Europe/Stockholm',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Bucharest',\n",
        " u'Europe/Rome',\n",
        " u'America/Chicago',\n",
        " u'Europe/Rome',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Mexico_City',\n",
        " u'',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'Asia/Tokyo',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Chile/Continental',\n",
        " u'Asia/Istanbul',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Mexico_City',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Paris',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'Chile/Continental',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'',\n",
        " u'Chile/Continental',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'Asia/Tokyo',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Argentina/Buenos_Aires',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Vienna',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Paris',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Asia/Tokyo',\n",
        " u'',\n",
        " u'America/Anchorage',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'Pacific/Honolulu',\n",
        " u'Pacific/Honolulu',\n",
        " None,\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Mexico_City',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Chicago',\n",
        " u'Europe/Athens',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Puerto_Rico',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Mexico_City',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Copenhagen',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'Asia/Dubai',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Paris',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/Oslo',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Puerto_Rico',\n",
        " u'America/Puerto_Rico',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Asia/Yekaterinburg',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Europe/Bratislava',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'Africa/Cairo',\n",
        " u'America/Rainy_River',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'Europe/Rome',\n",
        " u'Asia/Manila',\n",
        " u'',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Madrid',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Europe/Prague',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Asia/Bangkok',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Asia/Bangkok',\n",
        " u'Pacific/Honolulu',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Berlin',\n",
        " u'Europe/Moscow',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Berlin',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Stockholm',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Sao_Paulo',\n",
        " u'Europe/Stockholm',\n",
        " u'Europe/Paris',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Mexico_City',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Zurich',\n",
        " u'',\n",
        " u'Europe/Brussels',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'Europe/Berlin',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/Mexico_City',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Paris',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'Europe/London',\n",
        " u'America/Mexico_City',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Sao_Paulo',\n",
        " u'Australia/NSW',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Athens',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Berlin',\n",
        " u'America/Denver',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Beirut',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Caracas',\n",
        " u'America/New_York',\n",
        " u'Asia/Riyadh',\n",
        " u'America/Denver',\n",
        " u'America/Montevideo',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Helsinki',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Argentina/Mendoza',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Asia/Seoul',\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'Europe/Athens',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Mexico_City',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/Uzhgorod',\n",
        " u'America/Edmonton',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'Australia/Queensland',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Berlin',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Asia/Istanbul',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'Europe/Belgrade',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Prague',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Lisbon',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Halifax',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Vancouver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Bogota',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Costa_Rica',\n",
        " u'',\n",
        " u'Asia/Beirut',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Recife',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/Lima',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Prague',\n",
        " u'Europe/Lisbon',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Mexico_City',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Dublin',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Pontianak',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Europe/Stockholm',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Madrid',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'Europe/London',\n",
        " u'Europe/London',\n",
        " u'Asia/Tokyo',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Paris',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " None,\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Asia/Bangkok',\n",
        " u'America/Edmonton',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Montreal',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Montreal',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Malta',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'Asia/Calcutta',\n",
        " u'',\n",
        " u'America/Indianapolis',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Chile/Continental',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Oslo',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'Asia/Jerusalem',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " None,\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Phoenix',\n",
        " u'America/Denver',\n",
        " u'America/Chihuahua',\n",
        " u'Europe/Vilnius',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Berlin',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Managua',\n",
        " u'Asia/Beirut',\n",
        " u'Europe/Berlin',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Asia/Istanbul',\n",
        " u'America/Chicago',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Managua',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Africa/Lusaka',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Vancouver',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'Europe/Prague',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'America/Halifax',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Oslo',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Prague',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Denver',\n",
        " u'Europe/Paris',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'America/Managua',\n",
        " u'Europe/Athens',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'Europe/London',\n",
        " u'America/Denver',\n",
        " u'Europe/London',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Rainy_River',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Montreal',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Bratislava',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Athens',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Guayaquil',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Halifax',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'Australia/NSW',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Asia/Calcutta',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Guayaquil',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Europe/Warsaw',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Asia/Istanbul',\n",
        " u'America/Rainy_River',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'Europe/Madrid',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Asia/Harbin',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Winnipeg',\n",
        " u'Europe/Stockholm',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Amsterdam',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'Europe/London',\n",
        " u'Europe/Brussels',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'Europe/Vilnius',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Rome',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Helsinki',\n",
        " u'Europe/Copenhagen',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Lisbon',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/New_York',\n",
        " u'Asia/Amman',\n",
        " u'',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Oslo',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'Asia/Amman',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Winnipeg',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Australia/NSW',\n",
        " u'Asia/Calcutta',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'Europe/Belgrade',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Winnipeg',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Asia/Calcutta',\n",
        " u'America/Los_Angeles',\n",
        " u'Africa/Johannesburg',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'Europe/Bucharest',\n",
        " u'America/Montreal',\n",
        " u'America/New_York',\n",
        " u'America/Montreal',\n",
        " u'America/St_Kitts',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Asia/Harbin',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Pacific/Auckland',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Denver',\n",
        " u'Asia/Calcutta',\n",
        " u'Europe/London',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Pacific/Auckland',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Berlin',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Chile/Continental',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Santo_Domingo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'Pacific/Auckland',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Mexico_City',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Oslo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/Argentina/Cordoba',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Rome',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Phoenix',\n",
        " u'America/Edmonton',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Vancouver',\n",
        " u'America/Montreal',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'Pacific/Auckland',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/Rainy_River',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Rainy_River',\n",
        " u'America/Montreal',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Phoenix',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Puerto_Rico',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Rainy_River',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'Europe/Zurich',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'',\n",
        " None,\n",
        " u'Europe/Rome',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Puerto_Rico',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Puerto_Rico',\n",
        " u'',\n",
        " u'America/Rainy_River',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " None,\n",
        " u'Europe/Madrid',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Calcutta',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'',\n",
        " u'Europe/Moscow',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Puerto_Rico',\n",
        " u'America/Puerto_Rico',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Berlin',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'Pacific/Auckland',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Pacific/Auckland',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Europe/Berlin',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Sao_Paulo',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Indianapolis',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Kuching',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Madrid',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Budapest',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Edmonton',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Helsinki',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Sao_Paulo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Asia/Harbin',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'Asia/Istanbul',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Paris',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'Pacific/Auckland',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Pacific/Auckland',\n",
        " u'Pacific/Auckland',\n",
        " u'America/Los_Angeles',\n",
        " u'Pacific/Auckland',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/London',\n",
        " None,\n",
        " u'Europe/Zurich',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Asia/Kuala_Lumpur',\n",
        " u'Europe/Bucharest',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Europe/Helsinki',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Vancouver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Riga',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'',\n",
        " u'Europe/Oslo',\n",
        " u'America/New_York',\n",
        " u'America/Mexico_City',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Dubai',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/Denver',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'Pacific/Honolulu',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'Europe/Budapest',\n",
        " u'Pacific/Auckland',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Madrid',\n",
        " u'America/Mexico_City',\n",
        " u'America/New_York',\n",
        " u'Asia/Calcutta',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Moscow',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Africa/Ceuta',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Europe/Volgograd',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'Europe/Lisbon',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Helsinki',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Tokyo',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Indianapolis',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Oslo',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " None,\n",
        " u'Europe/London',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/Anchorage',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/La_Paz',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Moscow',\n",
        " u'',\n",
        " u'America/Chihuahua',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'Europe/Vienna',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'America/Los_Angeles',\n",
        " u'Africa/Casablanca',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Asia/Dubai',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Asia/Seoul',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Moscow',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Vancouver',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Indianapolis',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " None,\n",
        " u'Europe/Helsinki',\n",
        " u'America/New_York',\n",
        " u'Asia/Seoul',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Copenhagen',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'Australia/NSW',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'Europe/Stockholm',\n",
        " u'Europe/Stockholm',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/London',\n",
        " u'America/Denver',\n",
        " u'Europe/Helsinki',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Stockholm',\n",
        " u'Europe/Paris',\n",
        " u'',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'Europe/Prague',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/Denver',\n",
        " u'Europe/Stockholm',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'Australia/NSW',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/London',\n",
        " u'Europe/Oslo',\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'Europe/Madrid',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'Europe/Paris',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'Europe/Budapest',\n",
        " None,\n",
        " u'Europe/Berlin',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Oslo',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Asia/Jakarta',\n",
        " u'America/Edmonton',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Moscow',\n",
        " u'America/Phoenix',\n",
        " u'Asia/Jakarta',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'Europe/Madrid',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Indianapolis',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'Europe/Amsterdam',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'Europe/Madrid',\n",
        " u'Asia/Jakarta',\n",
        " u'America/New_York',\n",
        " u'Europe/Warsaw',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/Rainy_River',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " None,\n",
        " u'',\n",
        " u'America/Phoenix',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Asia/Jerusalem',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Paris',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'Europe/Berlin',\n",
        " u'America/New_York',\n",
        " u'America/Phoenix',\n",
        " u'',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Anchorage',\n",
        " u'America/Denver',\n",
        " u'Europe/London',\n",
        " u'America/Chicago',\n",
        " u'Europe/Helsinki',\n",
        " u'',\n",
        " None,\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'Asia/Karachi',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'Europe/Moscow',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " None,\n",
        " u'',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'',\n",
        " u'Europe/Oslo',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Helsinki',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Indianapolis',\n",
        " u'Pacific/Honolulu',\n",
        " u'',\n",
        " u'Asia/Seoul',\n",
        " u'Europe/London',\n",
        " u'America/New_York',\n",
        " None,\n",
        " u'Europe/Amsterdam',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'',\n",
        " u'',\n",
        " u'Asia/Seoul',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Denver',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'',\n",
        " u'',\n",
        " u'Asia/Dubai',\n",
        " u'Europe/Madrid',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'Europe/Stockholm',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'Europe/Rome',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/New_York',\n",
        " u'America/Los_Angeles',\n",
        " u'',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'',\n",
        " u'America/Tegucigalpa',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/Los_Angeles',\n",
        " None,\n",
        " u'America/Chicago',\n",
        " u'America/Chicago',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'Europe/Stockholm',\n",
        " u'America/New_York',\n",
        " u'',\n",
        " u'America/Chicago',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/New_York',\n",
        " u'America/Chicago',\n",
        " u'America/Denver',\n",
        " u'America/Los_Angeles',\n",
        " u'America/New_York']"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Jumping to \"Counting Time Zones with pandas\" (p.21) "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from pandas import DataFrame, Series\n",
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame = DataFrame(records)  # records is a list of dicts"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame['tz'].value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "America/New_York        1251\n",
        "                         521\n",
        "America/Chicago          400\n",
        "America/Los_Angeles      382\n",
        "America/Denver           191\n",
        "Europe/London             74\n",
        "Asia/Tokyo                37\n",
        "Pacific/Honolulu          36\n",
        "Europe/Madrid             35\n",
        "America/Sao_Paulo         33\n",
        "Europe/Berlin             28\n",
        "Europe/Rome               27\n",
        "America/Rainy_River       25\n",
        "Europe/Amsterdam          22\n",
        "America/Indianapolis      20\n",
        "...\n",
        "Europe/Ljubljana       1\n",
        "Asia/Riyadh            1\n",
        "Asia/Manila            1\n",
        "Africa/Casablanca      1\n",
        "Africa/Johannesburg    1\n",
        "Asia/Yekaterinburg     1\n",
        "America/Lima           1\n",
        "Asia/Kuching           1\n",
        "Africa/Lusaka          1\n",
        "America/Tegucigalpa    1\n",
        "America/La_Paz         1\n",
        "Asia/Nicosia           1\n",
        "Europe/Uzhgorod        1\n",
        "America/Costa_Rica     1\n",
        "America/Montevideo     1\n",
        "Length: 97, dtype: int64"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# fill missing\n",
      "\n",
      "\n",
      "clean_tz = frame['tz'].fillna('Missing')\n",
      "clean_tz.value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "America/New_York       1251\n",
        "                        521\n",
        "America/Chicago         400\n",
        "America/Los_Angeles     382\n",
        "America/Denver          191\n",
        "Missing                 120\n",
        "Europe/London            74\n",
        "Asia/Tokyo               37\n",
        "Pacific/Honolulu         36\n",
        "Europe/Madrid            35\n",
        "America/Sao_Paulo        33\n",
        "Europe/Berlin            28\n",
        "Europe/Rome              27\n",
        "America/Rainy_River      25\n",
        "Europe/Amsterdam         22\n",
        "...\n",
        "Europe/Ljubljana       1\n",
        "Asia/Riyadh            1\n",
        "Asia/Manila            1\n",
        "Africa/Casablanca      1\n",
        "Africa/Johannesburg    1\n",
        "Asia/Yekaterinburg     1\n",
        "America/Lima           1\n",
        "Asia/Kuching           1\n",
        "Africa/Lusaka          1\n",
        "America/Tegucigalpa    1\n",
        "America/La_Paz         1\n",
        "Asia/Nicosia           1\n",
        "Europe/Uzhgorod        1\n",
        "America/Costa_Rica     1\n",
        "America/Montevideo     1\n",
        "Length: 98, dtype: int64"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clean_tz[clean_tz==''] = 'Unknown'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clean_tz.value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "America/New_York       1251\n",
        "Unknown                 521\n",
        "America/Chicago         400\n",
        "America/Los_Angeles     382\n",
        "America/Denver          191\n",
        "Missing                 120\n",
        "Europe/London            74\n",
        "Asia/Tokyo               37\n",
        "Pacific/Honolulu         36\n",
        "Europe/Madrid            35\n",
        "America/Sao_Paulo        33\n",
        "Europe/Berlin            28\n",
        "Europe/Rome              27\n",
        "America/Rainy_River      25\n",
        "Europe/Amsterdam         22\n",
        "...\n",
        "Europe/Ljubljana       1\n",
        "Asia/Riyadh            1\n",
        "Asia/Manila            1\n",
        "Africa/Casablanca      1\n",
        "Africa/Johannesburg    1\n",
        "Asia/Yekaterinburg     1\n",
        "America/Lima           1\n",
        "Asia/Kuching           1\n",
        "Africa/Lusaka          1\n",
        "America/Tegucigalpa    1\n",
        "America/La_Paz         1\n",
        "Asia/Nicosia           1\n",
        "Europe/Uzhgorod        1\n",
        "America/Costa_Rica     1\n",
        "America/Montevideo     1\n",
        "Length: 98, dtype: int64"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# let's embed the plot inline\n",
      "%pylab --no-import-all inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tz_counts = clean_tz.value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tz_counts[:10].plot(kind='barh', rot=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1070ba050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ByuuYfZzGzPnNnB00v6eZPb+7aMOqlFJKuZGOsZZC7honUEqpskS/x6qUUkp5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\nROTdd9+Vv/zlL5Kfny9NmjQREZE333x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       "text": [
        "<matplotlib.figure.Figure at 0x107848510>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "And so on...."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}