Lesson #03e -- Exercise Manipulate data.ipynb

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   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Lesson #03 Exercise "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "**Time :10 min** \n",
      "\n",
      "In this exercise I want you to play with the dataframes. \n",
      "\n",
      "Do the Following\n",
      "* Run the cells below to pull back some data\n",
      "* print out the 1st 10 records of the dataframe\n",
      "* Find the mean and std deviation for page views\n",
      "* Print out a list of just the `page` on the site\n",
      "* plot the dataframe\n",
      "\n",
      "Optional (Advanced)\n",
      "* Filter down to the top 10 results\n",
      "* Plot the top 10 results in a bar chart \n",
      "* Plot a scatter chart of pageviews and visits to each page\n",
      "* Create a new metric of pageivews per visit (which one has the highest?)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import omniture\n",
      "\n",
      "#Read credentials file\n",
      "#Example file format: username|pass-key|https://api-sbx1.omniture.com/admin/1.4/rest/\n",
      "with open('credentials.txt') as f:\n",
      "  credentials = [x.strip().split('|') for x in f.readlines()]\n",
      "\n",
      "#Loop through lines in the file\n",
      "for username,password,url in credentials:\n",
      "    #If url is provided\n",
      "    if url:\n",
      "        print(username)\n",
      "        print(password)\n",
      "        print(url)\n",
      "        an = omniture.authenticate(username,password,url)\n",
      "    #If no url is provided\n",
      "    else:\n",
      "        print(username)\n",
      "        print(password)\n",
      "        an = omniture.authenticate(username,password)\n",
      "\n",
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "suite = an.suites['genclone2.19-23']\n",
      "report = suite.report.element('page', top=50).metric('pageviews').metric('visits').range('2013-04-01','2013-10-31').run()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "."
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe.head(10)"
     ],
     "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>page</th>\n",
        "      <th>pageviews</th>\n",
        "      <th>visits</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>Home Page</td>\n",
        "      <td>13030</td>\n",
        "      <td>10828</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Search Results</td>\n",
        "      <td>4176</td>\n",
        "      <td>3919</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>Shopping Billing</td>\n",
        "      <td>3334</td>\n",
        "      <td>3171</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>Womens</td>\n",
        "      <td>3312</td>\n",
        "      <td>3168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>Shopping Order Confirmation</td>\n",
        "      <td>3303</td>\n",
        "      <td>3125</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>Shopping Shipping</td>\n",
        "      <td>3280</td>\n",
        "      <td>3113</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>SearchCenter</td>\n",
        "      <td>3220</td>\n",
        "      <td>3097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>Shopping Checkout</td>\n",
        "      <td>3215</td>\n",
        "      <td>3059</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>Shopping Cart</td>\n",
        "      <td>3211</td>\n",
        "      <td>3063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>Mens</td>\n",
        "      <td>2523</td>\n",
        "      <td>2417</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "                          page  pageviews  visits\n",
        "0                    Home Page      13030   10828\n",
        "1               Search Results       4176    3919\n",
        "2             Shopping Billing       3334    3171\n",
        "3                       Womens       3312    3168\n",
        "4  Shopping Order Confirmation       3303    3125\n",
        "5            Shopping Shipping       3280    3113\n",
        "6                 SearchCenter       3220    3097\n",
        "7            Shopping Checkout       3215    3059\n",
        "8                Shopping Cart       3211    3063\n",
        "9                         Mens       2523    2417"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe.describe()"
     ],
     "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>pageviews</th>\n",
        "      <th>visits</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
        "      <td>    50.000000</td>\n",
        "      <td>    50.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
        "      <td>  2268.240000</td>\n",
        "      <td>  2156.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
        "      <td>  1727.091486</td>\n",
        "      <td>  1436.457306</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
        "      <td>   859.000000</td>\n",
        "      <td>   842.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
        "      <td>  1627.000000</td>\n",
        "      <td>  1585.250000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
        "      <td>  1681.500000</td>\n",
        "      <td>  1641.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
        "      <td>  2479.000000</td>\n",
        "      <td>  2384.750000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
        "      <td> 13030.000000</td>\n",
        "      <td> 10828.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "          pageviews        visits\n",
        "count     50.000000     50.000000\n",
        "mean    2268.240000   2156.000000\n",
        "std     1727.091486   1436.457306\n",
        "min      859.000000    842.000000\n",
        "25%     1627.000000   1585.250000\n",
        "50%     1681.500000   1641.000000\n",
        "75%     2479.000000   2384.750000\n",
        "max    13030.000000  10828.000000"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe['page']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "0                                 Home Page\n",
        "1                            Search Results\n",
        "2                          Shopping Billing\n",
        "3                                    Womens\n",
        "4               Shopping Order Confirmation\n",
        "5                         Shopping Shipping\n",
        "6                              SearchCenter\n",
        "7                         Shopping Checkout\n",
        "8                             Shopping Cart\n",
        "9                                      Mens\n",
        "10                    Jewelry & Accessories\n",
        "11                          Children & Toys\n",
        "12    Jewelry & Accessories:Jewelry:Watches\n",
        "13                  Children & Toys:Apparel\n",
        "14                         Order Completion\n",
        "15                          Womens:Handbags\n",
        "16                Order Satisfaction Survey\n",
        "17                           Offline Orders\n",
        "18                       Beauty & Fragrance\n",
        "19                           Womens:Apparel\n",
        "20                           Womens:Dresses\n",
        "21           Not Your Mom's High-Waist Jean\n",
        "22                 Carry On black croc skin\n",
        "23                      Straight Light Jean\n",
        "24             Velvet Dream Skinny Leg Jean\n",
        "25                      Product Review Read\n",
        "26                      Anyones Skinny Jean\n",
        "27                            Email Sources\n",
        "28                    Basic High Waist Jean\n",
        "29                          Virtual Catalog\n",
        "30                         Bell Bottom Jean\n",
        "31                          Ocean Blue Jean\n",
        "32                 Baby Blue Low Waist Jean\n",
        "33                 Quartz Chronograph Watch\n",
        "34            Super High-Rise Wide Leg Jean\n",
        "35                        Dark Slimmer Jean\n",
        "36                            Sale & Values\n",
        "37                            Campaign Cost\n",
        "38                        LA Flare Wide Leg\n",
        "39                       Mens:Desk & Travel\n",
        "40                    Return Product Orders\n",
        "41               Bling Belt High Waist Jean\n",
        "42                   Product Specifications\n",
        "43                             Mens:Apparel\n",
        "44                        Newsletter Signup\n",
        "45                Email Signup Confirmation\n",
        "46                      Company Information\n",
        "47                          My Account Info\n",
        "48                      Wool Crepe Trousers\n",
        "49                              JJ TV Video\n",
        "Name: page, dtype: object"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x10bc32050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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TkSFNraOqKiLtlpLHjx9PWVkZAH6/n4EDB+LP9XPEgN3Mv6OCu++Gn/882pXY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\nY4zJQJb8jTEmA/1/kOB3uc5RU4oAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10bad0950>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe[report.dataframe['pageviews'] > 1000]"
     ],
     "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>page</th>\n",
        "      <th>pageviews</th>\n",
        "      <th>visits</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>                             Home Page</td>\n",
        "      <td> 13030</td>\n",
        "      <td> 10828</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                        Search Results</td>\n",
        "      <td>  4176</td>\n",
        "      <td>  3919</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>                      Shopping Billing</td>\n",
        "      <td>  3334</td>\n",
        "      <td>  3171</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>                                Womens</td>\n",
        "      <td>  3312</td>\n",
        "      <td>  3168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>           Shopping Order Confirmation</td>\n",
        "      <td>  3303</td>\n",
        "      <td>  3125</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>                     Shopping Shipping</td>\n",
        "      <td>  3280</td>\n",
        "      <td>  3113</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>                          SearchCenter</td>\n",
        "      <td>  3220</td>\n",
        "      <td>  3097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>                     Shopping Checkout</td>\n",
        "      <td>  3215</td>\n",
        "      <td>  3059</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>                         Shopping Cart</td>\n",
        "      <td>  3211</td>\n",
        "      <td>  3063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>                                  Mens</td>\n",
        "      <td>  2523</td>\n",
        "      <td>  2417</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>                 Jewelry &amp; Accessories</td>\n",
        "      <td>  2523</td>\n",
        "      <td>  2414</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>                       Children &amp; Toys</td>\n",
        "      <td>  2517</td>\n",
        "      <td>  2424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> Jewelry &amp; Accessories:Jewelry:Watches</td>\n",
        "      <td>  2482</td>\n",
        "      <td>  2386</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>               Children &amp; Toys:Apparel</td>\n",
        "      <td>  2470</td>\n",
        "      <td>  2381</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>                      Order Completion</td>\n",
        "      <td>  2461</td>\n",
        "      <td>  2380</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>                       Womens:Handbags</td>\n",
        "      <td>  2458</td>\n",
        "      <td>  2372</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>             Order Satisfaction Survey</td>\n",
        "      <td>  2443</td>\n",
        "      <td>  2367</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>                        Offline Orders</td>\n",
        "      <td>  2437</td>\n",
        "      <td>  2343</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>                    Beauty &amp; Fragrance</td>\n",
        "      <td>  2416</td>\n",
        "      <td>  2333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>                        Womens:Apparel</td>\n",
        "      <td>  2405</td>\n",
        "      <td>  2322</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>                        Womens:Dresses</td>\n",
        "      <td>  2394</td>\n",
        "      <td>  2312</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>        Not Your Mom's High-Waist Jean</td>\n",
        "      <td>  1733</td>\n",
        "      <td>  1691</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>              Carry On black croc skin</td>\n",
        "      <td>  1695</td>\n",
        "      <td>  1648</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>                   Straight Light Jean</td>\n",
        "      <td>  1687</td>\n",
        "      <td>  1644</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>          Velvet Dream Skinny Leg Jean</td>\n",
        "      <td>  1682</td>\n",
        "      <td>  1636</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>                   Product Review Read</td>\n",
        "      <td>  1681</td>\n",
        "      <td>  1639</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>                   Anyones Skinny Jean</td>\n",
        "      <td>  1676</td>\n",
        "      <td>  1642</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>                         Email Sources</td>\n",
        "      <td>  1676</td>\n",
        "      <td>  1637</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>                 Basic High Waist Jean</td>\n",
        "      <td>  1671</td>\n",
        "      <td>  1623</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>                       Virtual Catalog</td>\n",
        "      <td>  1669</td>\n",
        "      <td>  1638</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>                      Bell Bottom Jean</td>\n",
        "      <td>  1666</td>\n",
        "      <td>  1640</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>                       Ocean Blue Jean</td>\n",
        "      <td>  1664</td>\n",
        "      <td>  1621</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>              Baby Blue Low Waist Jean</td>\n",
        "      <td>  1645</td>\n",
        "      <td>  1615</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>              Quartz Chronograph Watch</td>\n",
        "      <td>  1643</td>\n",
        "      <td>  1604</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>         Super High-Rise Wide Leg Jean</td>\n",
        "      <td>  1641</td>\n",
        "      <td>  1607</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>                     Dark Slimmer Jean</td>\n",
        "      <td>  1634</td>\n",
        "      <td>  1584</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>                         Sale &amp; Values</td>\n",
        "      <td>  1630</td>\n",
        "      <td>  1589</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>                         Campaign Cost</td>\n",
        "      <td>  1626</td>\n",
        "      <td>  1591</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>                     LA Flare Wide Leg</td>\n",
        "      <td>  1623</td>\n",
        "      <td>  1581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>                    Mens:Desk &amp; Travel</td>\n",
        "      <td>  1617</td>\n",
        "      <td>  1573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>                 Return Product Orders</td>\n",
        "      <td>  1615</td>\n",
        "      <td>  1572</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>            Bling Belt High Waist Jean</td>\n",
        "      <td>  1595</td>\n",
        "      <td>  1552</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>                Product Specifications</td>\n",
        "      <td>  1592</td>\n",
        "      <td>  1559</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>                          Mens:Apparel</td>\n",
        "      <td>  1585</td>\n",
        "      <td>  1556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>                     Newsletter Signup</td>\n",
        "      <td>  1540</td>\n",
        "      <td>  1499</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "                                     page  pageviews  visits\n",
        "0                               Home Page      13030   10828\n",
        "1                          Search Results       4176    3919\n",
        "2                        Shopping Billing       3334    3171\n",
        "3                                  Womens       3312    3168\n",
        "4             Shopping Order Confirmation       3303    3125\n",
        "5                       Shopping Shipping       3280    3113\n",
        "6                            SearchCenter       3220    3097\n",
        "7                       Shopping Checkout       3215    3059\n",
        "8                           Shopping Cart       3211    3063\n",
        "9                                    Mens       2523    2417\n",
        "10                  Jewelry & Accessories       2523    2414\n",
        "11                        Children & Toys       2517    2424\n",
        "12  Jewelry & Accessories:Jewelry:Watches       2482    2386\n",
        "13                Children & Toys:Apparel       2470    2381\n",
        "14                       Order Completion       2461    2380\n",
        "15                        Womens:Handbags       2458    2372\n",
        "16              Order Satisfaction Survey       2443    2367\n",
        "17                         Offline Orders       2437    2343\n",
        "18                     Beauty & Fragrance       2416    2333\n",
        "19                         Womens:Apparel       2405    2322\n",
        "20                         Womens:Dresses       2394    2312\n",
        "21         Not Your Mom's High-Waist Jean       1733    1691\n",
        "22               Carry On black croc skin       1695    1648\n",
        "23                    Straight Light Jean       1687    1644\n",
        "24           Velvet Dream Skinny Leg Jean       1682    1636\n",
        "25                    Product Review Read       1681    1639\n",
        "26                    Anyones Skinny Jean       1676    1642\n",
        "27                          Email Sources       1676    1637\n",
        "28                  Basic High Waist Jean       1671    1623\n",
        "29                        Virtual Catalog       1669    1638\n",
        "30                       Bell Bottom Jean       1666    1640\n",
        "31                        Ocean Blue Jean       1664    1621\n",
        "32               Baby Blue Low Waist Jean       1645    1615\n",
        "33               Quartz Chronograph Watch       1643    1604\n",
        "34          Super High-Rise Wide Leg Jean       1641    1607\n",
        "35                      Dark Slimmer Jean       1634    1584\n",
        "36                          Sale & Values       1630    1589\n",
        "37                          Campaign Cost       1626    1591\n",
        "38                      LA Flare Wide Leg       1623    1581\n",
        "39                     Mens:Desk & Travel       1617    1573\n",
        "40                  Return Product Orders       1615    1572\n",
        "41             Bling Belt High Waist Jean       1595    1552\n",
        "42                 Product Specifications       1592    1559\n",
        "43                           Mens:Apparel       1585    1556\n",
        "44                      Newsletter Signup       1540    1499"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe[report.dataframe['pageviews'] > 1000].plot(kind='bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x10bd24b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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7JIQID+UA8tCR6Z6u1RY7gOvgLoTIhh4ZAIo9K6ioLaW26wNL5c1vptGG6FMa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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10bd196d0>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe.plot(kind='scatter',x='pageviews',y='visits')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x10bec97d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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D8+vOkzIdQzEXsgpYmb6mUkwS3wE8CCwFWhre8+l0DGuB9obxI4HV6bXLajiW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\nZpVx0TEzs8q46JiZWWVcdMzMrDL/H/K1pzJPtHcrAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10be5ea50>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe['pv/visit'] = report.dataframe['pageviews']/report.dataframe['visits']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe.sort('pv/visit', ascending=False)"
     ],
     "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>page</th>\n",
        "      <th>pageviews</th>\n",
        "      <th>visits</th>\n",
        "      <th>pv/visit</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>                             Home Page</td>\n",
        "      <td> 13030</td>\n",
        "      <td> 10828</td>\n",
        "      <td> 1.203362</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                        Search Results</td>\n",
        "      <td>  4176</td>\n",
        "      <td>  3919</td>\n",
        "      <td> 1.065578</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>           Shopping Order Confirmation</td>\n",
        "      <td>  3303</td>\n",
        "      <td>  3125</td>\n",
        "      <td> 1.056960</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>                     Shopping Shipping</td>\n",
        "      <td>  3280</td>\n",
        "      <td>  3113</td>\n",
        "      <td> 1.053646</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>                      Shopping Billing</td>\n",
        "      <td>  3334</td>\n",
        "      <td>  3171</td>\n",
        "      <td> 1.051403</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>                     Shopping Checkout</td>\n",
        "      <td>  3215</td>\n",
        "      <td>  3059</td>\n",
        "      <td> 1.050997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>                         Shopping Cart</td>\n",
        "      <td>  3211</td>\n",
        "      <td>  3063</td>\n",
        "      <td> 1.048319</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>                                Womens</td>\n",
        "      <td>  3312</td>\n",
        "      <td>  3168</td>\n",
        "      <td> 1.045455</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>                 Jewelry &amp; Accessories</td>\n",
        "      <td>  2523</td>\n",
        "      <td>  2414</td>\n",
        "      <td> 1.045153</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>                                  Mens</td>\n",
        "      <td>  2523</td>\n",
        "      <td>  2417</td>\n",
        "      <td> 1.043856</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> Jewelry &amp; Accessories:Jewelry:Watches</td>\n",
        "      <td>  2482</td>\n",
        "      <td>  2386</td>\n",
        "      <td> 1.040235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>                        Offline Orders</td>\n",
        "      <td>  2437</td>\n",
        "      <td>  2343</td>\n",
        "      <td> 1.040120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>                          SearchCenter</td>\n",
        "      <td>  3220</td>\n",
        "      <td>  3097</td>\n",
        "      <td> 1.039716</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>                       Children &amp; Toys</td>\n",
        "      <td>  2517</td>\n",
        "      <td>  2424</td>\n",
        "      <td> 1.038366</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>               Children &amp; Toys:Apparel</td>\n",
        "      <td>  2470</td>\n",
        "      <td>  2381</td>\n",
        "      <td> 1.037379</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>                       Womens:Handbags</td>\n",
        "      <td>  2458</td>\n",
        "      <td>  2372</td>\n",
        "      <td> 1.036256</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>                        Womens:Apparel</td>\n",
        "      <td>  2405</td>\n",
        "      <td>  2322</td>\n",
        "      <td> 1.035745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>                    Beauty &amp; Fragrance</td>\n",
        "      <td>  2416</td>\n",
        "      <td>  2333</td>\n",
        "      <td> 1.035577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>                        Womens:Dresses</td>\n",
        "      <td>  2394</td>\n",
        "      <td>  2312</td>\n",
        "      <td> 1.035467</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>                      Order Completion</td>\n",
        "      <td>  2461</td>\n",
        "      <td>  2380</td>\n",
        "      <td> 1.034034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>             Order Satisfaction Survey</td>\n",
        "      <td>  2443</td>\n",
        "      <td>  2367</td>\n",
        "      <td> 1.032108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>                     Dark Slimmer Jean</td>\n",
        "      <td>  1634</td>\n",
        "      <td>  1584</td>\n",
        "      <td> 1.031566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>                 Basic High Waist Jean</td>\n",
        "      <td>  1671</td>\n",
        "      <td>  1623</td>\n",
        "      <td> 1.029575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>              Carry On black croc skin</td>\n",
        "      <td>  1695</td>\n",
        "      <td>  1648</td>\n",
        "      <td> 1.028519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>          Velvet Dream Skinny Leg Jean</td>\n",
        "      <td>  1682</td>\n",
        "      <td>  1636</td>\n",
        "      <td> 1.028117</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>                    Mens:Desk &amp; Travel</td>\n",
        "      <td>  1617</td>\n",
        "      <td>  1573</td>\n",
        "      <td> 1.027972</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>            Bling Belt High Waist Jean</td>\n",
        "      <td>  1595</td>\n",
        "      <td>  1552</td>\n",
        "      <td> 1.027706</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>                 Return Product Orders</td>\n",
        "      <td>  1615</td>\n",
        "      <td>  1572</td>\n",
        "      <td> 1.027354</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>                     Newsletter Signup</td>\n",
        "      <td>  1540</td>\n",
        "      <td>  1499</td>\n",
        "      <td> 1.027352</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>                     LA Flare Wide Leg</td>\n",
        "      <td>  1623</td>\n",
        "      <td>  1581</td>\n",
        "      <td> 1.026565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>                       Ocean Blue Jean</td>\n",
        "      <td>  1664</td>\n",
        "      <td>  1621</td>\n",
        "      <td> 1.026527</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>                   Straight Light Jean</td>\n",
        "      <td>  1687</td>\n",
        "      <td>  1644</td>\n",
        "      <td> 1.026156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>                         Sale &amp; Values</td>\n",
        "      <td>  1630</td>\n",
        "      <td>  1589</td>\n",
        "      <td> 1.025802</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>                   Product Review Read</td>\n",
        "      <td>  1681</td>\n",
        "      <td>  1639</td>\n",
        "      <td> 1.025625</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>        Not Your Mom's High-Waist Jean</td>\n",
        "      <td>  1733</td>\n",
        "      <td>  1691</td>\n",
        "      <td> 1.024837</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>              Quartz Chronograph Watch</td>\n",
        "      <td>  1643</td>\n",
        "      <td>  1604</td>\n",
        "      <td> 1.024314</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>                         Email Sources</td>\n",
        "      <td>  1676</td>\n",
        "      <td>  1637</td>\n",
        "      <td> 1.023824</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>                         Campaign Cost</td>\n",
        "      <td>  1626</td>\n",
        "      <td>  1591</td>\n",
        "      <td> 1.021999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>                   Wool Crepe Trousers</td>\n",
        "      <td>   860</td>\n",
        "      <td>   842</td>\n",
        "      <td> 1.021378</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>                Product Specifications</td>\n",
        "      <td>  1592</td>\n",
        "      <td>  1559</td>\n",
        "      <td> 1.021167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>         Super High-Rise Wide Leg Jean</td>\n",
        "      <td>  1641</td>\n",
        "      <td>  1607</td>\n",
        "      <td> 1.021157</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>                   Anyones Skinny Jean</td>\n",
        "      <td>  1676</td>\n",
        "      <td>  1642</td>\n",
        "      <td> 1.020706</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>                       Virtual Catalog</td>\n",
        "      <td>  1669</td>\n",
        "      <td>  1638</td>\n",
        "      <td> 1.018926</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>                          Mens:Apparel</td>\n",
        "      <td>  1585</td>\n",
        "      <td>  1556</td>\n",
        "      <td> 1.018638</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>              Baby Blue Low Waist Jean</td>\n",
        "      <td>  1645</td>\n",
        "      <td>  1615</td>\n",
        "      <td> 1.018576</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>                      Bell Bottom Jean</td>\n",
        "      <td>  1666</td>\n",
        "      <td>  1640</td>\n",
        "      <td> 1.015854</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>                           JJ TV Video</td>\n",
        "      <td>   859</td>\n",
        "      <td>   850</td>\n",
        "      <td> 1.010588</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>                   Company Information</td>\n",
        "      <td>   863</td>\n",
        "      <td>   854</td>\n",
        "      <td> 1.010539</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>             Email Signup Confirmation</td>\n",
        "      <td>   873</td>\n",
        "      <td>   865</td>\n",
        "      <td> 1.009249</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>                       My Account Info</td>\n",
        "      <td>   861</td>\n",
        "      <td>   854</td>\n",
        "      <td> 1.008197</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "                                     page  pageviews  visits  pv/visit\n",
        "0                               Home Page      13030   10828  1.203362\n",
        "1                          Search Results       4176    3919  1.065578\n",
        "4             Shopping Order Confirmation       3303    3125  1.056960\n",
        "5                       Shopping Shipping       3280    3113  1.053646\n",
        "2                        Shopping Billing       3334    3171  1.051403\n",
        "7                       Shopping Checkout       3215    3059  1.050997\n",
        "8                           Shopping Cart       3211    3063  1.048319\n",
        "3                                  Womens       3312    3168  1.045455\n",
        "10                  Jewelry & Accessories       2523    2414  1.045153\n",
        "9                                    Mens       2523    2417  1.043856\n",
        "12  Jewelry & Accessories:Jewelry:Watches       2482    2386  1.040235\n",
        "17                         Offline Orders       2437    2343  1.040120\n",
        "6                            SearchCenter       3220    3097  1.039716\n",
        "11                        Children & Toys       2517    2424  1.038366\n",
        "13                Children & Toys:Apparel       2470    2381  1.037379\n",
        "15                        Womens:Handbags       2458    2372  1.036256\n",
        "19                         Womens:Apparel       2405    2322  1.035745\n",
        "18                     Beauty & Fragrance       2416    2333  1.035577\n",
        "20                         Womens:Dresses       2394    2312  1.035467\n",
        "14                       Order Completion       2461    2380  1.034034\n",
        "16              Order Satisfaction Survey       2443    2367  1.032108\n",
        "35                      Dark Slimmer Jean       1634    1584  1.031566\n",
        "28                  Basic High Waist Jean       1671    1623  1.029575\n",
        "22               Carry On black croc skin       1695    1648  1.028519\n",
        "24           Velvet Dream Skinny Leg Jean       1682    1636  1.028117\n",
        "39                     Mens:Desk & Travel       1617    1573  1.027972\n",
        "41             Bling Belt High Waist Jean       1595    1552  1.027706\n",
        "40                  Return Product Orders       1615    1572  1.027354\n",
        "44                      Newsletter Signup       1540    1499  1.027352\n",
        "38                      LA Flare Wide Leg       1623    1581  1.026565\n",
        "31                        Ocean Blue Jean       1664    1621  1.026527\n",
        "23                    Straight Light Jean       1687    1644  1.026156\n",
        "36                          Sale & Values       1630    1589  1.025802\n",
        "25                    Product Review Read       1681    1639  1.025625\n",
        "21         Not Your Mom's High-Waist Jean       1733    1691  1.024837\n",
        "33               Quartz Chronograph Watch       1643    1604  1.024314\n",
        "27                          Email Sources       1676    1637  1.023824\n",
        "37                          Campaign Cost       1626    1591  1.021999\n",
        "48                    Wool Crepe Trousers        860     842  1.021378\n",
        "42                 Product Specifications       1592    1559  1.021167\n",
        "34          Super High-Rise Wide Leg Jean       1641    1607  1.021157\n",
        "26                    Anyones Skinny Jean       1676    1642  1.020706\n",
        "29                        Virtual Catalog       1669    1638  1.018926\n",
        "43                           Mens:Apparel       1585    1556  1.018638\n",
        "32               Baby Blue Low Waist Jean       1645    1615  1.018576\n",
        "30                       Bell Bottom Jean       1666    1640  1.015854\n",
        "49                            JJ TV Video        859     850  1.010588\n",
        "46                    Company Information        863     854  1.010539\n",
        "45              Email Signup Confirmation        873     865  1.009249\n",
        "47                        My Account Info        861     854  1.008197"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
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   ],
   "metadata": {}
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 ]
}