Lesson #03ea -- Exercise Answers 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 the report to pageviews > 1000\n",
      "* Plot the filtered 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",
      "an = omniture.authenticate(\"labuser:Lab L721\",\"5b00fe37eb2659d0f3a1231cb3d803f9\")\n",
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "suite = an.suites['omniture.devportal']\n",
      "report = suite.report.element('page', top=50).metric('pageviews').metric('visits').range('2015-01-31','2015-03-15').run()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "."
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Print out the 1st 10 cells of the dataframe"
     ]
    },
    {
     "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>          DevConnection: Get Started: API Explorer</td>\n",
        "      <td> 4847</td>\n",
        "      <td> 3247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>                               DevConnection: Home</td>\n",
        "      <td> 4256</td>\n",
        "      <td> 2853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>                                             Other</td>\n",
        "      <td> 3092</td>\n",
        "      <td> 1413</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Meas...</td>\n",
        "      <td> 2364</td>\n",
        "      <td> 1727</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> DevConnection: Documentation: Page: Getting St...</td>\n",
        "      <td> 1991</td>\n",
        "      <td> 1424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Repo...</td>\n",
        "      <td> 1394</td>\n",
        "      <td> 1100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>      DevConnection: Documentation: Page: Overview</td>\n",
        "      <td> 1390</td>\n",
        "      <td> 1012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>                      DevConnection: Documentation</td>\n",
        "      <td> 1123</td>\n",
        "      <td>  801</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td> DevConnection: Documentation: Page: HTTP GET S...</td>\n",
        "      <td> 1046</td>\n",
        "      <td>  952</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>    DevConnection: Documentation: Page: What's New</td>\n",
        "      <td> 1014</td>\n",
        "      <td>  762</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "                                                page  pageviews  visits\n",
        "0           DevConnection: Get Started: API Explorer       4847    3247\n",
        "1                                DevConnection: Home       4256    2853\n",
        "2                                              Other       3092    1413\n",
        "3  DevConnection: Get Started: Content Page: Meas...       2364    1727\n",
        "4  DevConnection: Documentation: Page: Getting St...       1991    1424\n",
        "5  DevConnection: Get Started: Content Page: Repo...       1394    1100\n",
        "6       DevConnection: Documentation: Page: Overview       1390    1012\n",
        "7                       DevConnection: Documentation       1123     801\n",
        "8  DevConnection: Documentation: Page: HTTP GET S...       1046     952\n",
        "9     DevConnection: Documentation: Page: What's New       1014     762"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Find the mean and std deviation for page views"
     ]
    },
    {
     "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>  780.720000</td>\n",
        "      <td>  550.520000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
        "      <td>  968.904453</td>\n",
        "      <td>  631.286902</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
        "      <td>  230.000000</td>\n",
        "      <td>  146.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
        "      <td>  281.250000</td>\n",
        "      <td>  216.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
        "      <td>  359.000000</td>\n",
        "      <td>  294.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
        "      <td>  860.500000</td>\n",
        "      <td>  602.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
        "      <td> 4847.000000</td>\n",
        "      <td> 3247.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "         pageviews       visits\n",
        "count    50.000000    50.000000\n",
        "mean    780.720000   550.520000\n",
        "std     968.904453   631.286902\n",
        "min     230.000000   146.000000\n",
        "25%     281.250000   216.000000\n",
        "50%     359.000000   294.000000\n",
        "75%     860.500000   602.000000\n",
        "max    4847.000000  3247.000000"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Print out a list of just the `page` on the site"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe['page']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "0              DevConnection: Get Started: API Explorer\n",
        "1                                   DevConnection: Home\n",
        "2                                                 Other\n",
        "3     DevConnection: Get Started: Content Page: Meas...\n",
        "4     DevConnection: Documentation: Page: Getting St...\n",
        "5     DevConnection: Get Started: Content Page: Repo...\n",
        "6          DevConnection: Documentation: Page: Overview\n",
        "7                          DevConnection: Documentation\n",
        "8     DevConnection: Documentation: Page: HTTP GET S...\n",
        "9        DevConnection: Documentation: Page: What's New\n",
        "10    DevConnection: Gallery: Code: app-measurement-...\n",
        "11    DevConnection: Gallery: Code: bloodhound-app-m...\n",
        "12    DevConnection: Documentation: Page: Analytics ...\n",
        "13    DevConnection: Documentation: Page: Authentica...\n",
        "14    DevConnection: Documentation: Page: Analytics ...\n",
        "15               DevConnection: Forum: Topic: reporting\n",
        "16    DevConnection: Blog: Posts: calling-rest-api-i...\n",
        "17       DevConnection: Documentation: Page: Target API\n",
        "18    DevConnection: Get Started: Content Page: Intr...\n",
        "19    DevConnection: Documentation: Page: Visitor Id...\n",
        "20    DevConnection: Gallery: Code: app-measurement-...\n",
        "21    DevConnection: Get Started: Content Page: Ente...\n",
        "22    DevConnection: Documentation: Page: reportDesc...\n",
        "23    DevConnection: Documentation: Page: HTTP POST ...\n",
        "24    DevConnection: Documentation: Page: Data Wareh...\n",
        "25    DevConnection: Documentation: Page: Analytics ...\n",
        "26     DevConnection: Forum: Topic: general-topic-forum\n",
        "27    DevConnection: Get Started: Content Page: Step...\n",
        "28    DevConnection: Documentation: Page: Data Inser...\n",
        "29    DevConnection: Forum: Thread: how-sitecatalyst...\n",
        "30    DevConnection: Get Started: Content Page: Repo...\n",
        "31    DevConnection: Documentation: Page: Real-Time ...\n",
        "32              DevConnection: Documentation: Page: Get\n",
        "33    DevConnection: Get Started: Content Page: Auth...\n",
        "34    DevConnection: Get Started: Content Page: Repo...\n",
        "35    DevConnection: Documentation: Page: Data Feeds...\n",
        "36    DevConnection: Get Started: Content Page: Demo...\n",
        "37    DevConnection: Get Started: Content Page: Step...\n",
        "38    DevConnection: Documentation: Page: Analytics ...\n",
        "39                               DevConnection: Gallery\n",
        "40                  DevConnection: Forum: Topic: mobile\n",
        "41    DevConnection: Gallery: Code: marketing-cloud-...\n",
        "42    DevConnection: Documentation: Page: Data Conne...\n",
        "43    DevConnection: Forum: Thread: exception-the-ma...\n",
        "44    DevConnection: Blog: Posts: how-to-start-with-...\n",
        "45      DevConnection: Documentation: Page: Sample Code\n",
        "46    DevConnection: Get Started: Content Page: Step...\n",
        "47    DevConnection: Documentation: Page: Classifica...\n",
        "48    DevConnection: Documentation: Page: Analytics ...\n",
        "49            DevConnection: Documentation: Page: Queue\n",
        "Name: page, dtype: object"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "plot the dataframe"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10943fa10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VRnQYUWH7U5dO0XNeT47+4yi+jfWT1WgaBAfDunXQvn21+i6EEHWuwdbkQQ2j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\nk5O5lSkuhqQkVcM/cQLOnVM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       "text": [
        "<matplotlib.figure.Figure at 0x10943f790>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Advanced"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Filter down the report to pageviews > 1000"
     ]
    },
    {
     "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>          DevConnection: Get Started: API Explorer</td>\n",
        "      <td> 4847</td>\n",
        "      <td> 3247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>                               DevConnection: Home</td>\n",
        "      <td> 4256</td>\n",
        "      <td> 2853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>                                             Other</td>\n",
        "      <td> 3092</td>\n",
        "      <td> 1413</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Meas...</td>\n",
        "      <td> 2364</td>\n",
        "      <td> 1727</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> DevConnection: Documentation: Page: Getting St...</td>\n",
        "      <td> 1991</td>\n",
        "      <td> 1424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Repo...</td>\n",
        "      <td> 1394</td>\n",
        "      <td> 1100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>      DevConnection: Documentation: Page: Overview</td>\n",
        "      <td> 1390</td>\n",
        "      <td> 1012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>                      DevConnection: Documentation</td>\n",
        "      <td> 1123</td>\n",
        "      <td>  801</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td> DevConnection: Documentation: Page: HTTP GET S...</td>\n",
        "      <td> 1046</td>\n",
        "      <td>  952</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>    DevConnection: Documentation: Page: What's New</td>\n",
        "      <td> 1014</td>\n",
        "      <td>  762</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "                                                page  pageviews  visits\n",
        "0           DevConnection: Get Started: API Explorer       4847    3247\n",
        "1                                DevConnection: Home       4256    2853\n",
        "2                                              Other       3092    1413\n",
        "3  DevConnection: Get Started: Content Page: Meas...       2364    1727\n",
        "4  DevConnection: Documentation: Page: Getting St...       1991    1424\n",
        "5  DevConnection: Get Started: Content Page: Repo...       1394    1100\n",
        "6       DevConnection: Documentation: Page: Overview       1390    1012\n",
        "7                       DevConnection: Documentation       1123     801\n",
        "8  DevConnection: Documentation: Page: HTTP GET S...       1046     952\n",
        "9     DevConnection: Documentation: Page: What's New       1014     762"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Plot the filtered results in a bar chart"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe[report.dataframe.pageviews > 1000].plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1094e6190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QwlnSfX/4rnT6+mlq/FSD0N6hFMlVxOo4KbJvH7zwghou8e23rU4jhHAGOWnr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\nCCGEEEIIIZLm/wGx5c8gFNQEoQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109456290>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Plot a scatter chart of pageviews and visits to each page"
     ]
    },
    {
     "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": 11,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10969bb50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ltG3b9rjnOvfcNJKS3sWc1ABiY+eTlpYWiR9DRCyn6a8o8N1339G+fScOHEgB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\nIiIiIiJil/8H1nKbHnhFp1cAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10969dd50>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Create a new metric of pageivews per visit (which one has the highest?)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "report.dataframe['pv/visit'] = report.dataframe['pageviews']/report.dataframe['visits']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "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>2 </th>\n",
        "      <td>                                             Other</td>\n",
        "      <td> 3092</td>\n",
        "      <td> 1413</td>\n",
        "      <td> 2.188252</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> DevConnection: Documentation: Page: Authentica...</td>\n",
        "      <td>  763</td>\n",
        "      <td>  365</td>\n",
        "      <td> 2.090411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>               DevConnection: Forum: Topic: mobile</td>\n",
        "      <td>  254</td>\n",
        "      <td>  152</td>\n",
        "      <td> 1.671053</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td> DevConnection: Documentation: Page: Analytics ...</td>\n",
        "      <td>  231</td>\n",
        "      <td>  146</td>\n",
        "      <td> 1.582192</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> DevConnection: Gallery: Code: app-measurement-...</td>\n",
        "      <td>  956</td>\n",
        "      <td>  605</td>\n",
        "      <td> 1.580165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Repo...</td>\n",
        "      <td>  303</td>\n",
        "      <td>  198</td>\n",
        "      <td> 1.530303</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td> DevConnection: Documentation: Page: Classifica...</td>\n",
        "      <td>  234</td>\n",
        "      <td>  154</td>\n",
        "      <td> 1.519481</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>          DevConnection: Get Started: API Explorer</td>\n",
        "      <td> 4847</td>\n",
        "      <td> 3247</td>\n",
        "      <td> 1.492763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                               DevConnection: Home</td>\n",
        "      <td> 4256</td>\n",
        "      <td> 2853</td>\n",
        "      <td> 1.491763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>         DevConnection: Documentation: Page: Queue</td>\n",
        "      <td>  230</td>\n",
        "      <td>  155</td>\n",
        "      <td> 1.483871</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>  DevConnection: Forum: Topic: general-topic-forum</td>\n",
        "      <td>  352</td>\n",
        "      <td>  239</td>\n",
        "      <td> 1.472803</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td> DevConnection: Documentation: Page: Data Wareh...</td>\n",
        "      <td>  362</td>\n",
        "      <td>  246</td>\n",
        "      <td> 1.471545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>           DevConnection: Documentation: Page: Get</td>\n",
        "      <td>  313</td>\n",
        "      <td>  216</td>\n",
        "      <td> 1.449074</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>    DevConnection: Documentation: Page: Target API</td>\n",
        "      <td>  578</td>\n",
        "      <td>  405</td>\n",
        "      <td> 1.427160</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td> DevConnection: Documentation: Page: reportDesc...</td>\n",
        "      <td>  423</td>\n",
        "      <td>  297</td>\n",
        "      <td> 1.424242</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td> DevConnection: Gallery: Code: app-measurement-...</td>\n",
        "      <td>  503</td>\n",
        "      <td>  357</td>\n",
        "      <td> 1.408964</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td> DevConnection: Gallery: Code: marketing-cloud-...</td>\n",
        "      <td>  253</td>\n",
        "      <td>  180</td>\n",
        "      <td> 1.405556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>                      DevConnection: Documentation</td>\n",
        "      <td> 1123</td>\n",
        "      <td>  801</td>\n",
        "      <td> 1.401998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> DevConnection: Documentation: Page: Getting St...</td>\n",
        "      <td> 1991</td>\n",
        "      <td> 1424</td>\n",
        "      <td> 1.398174</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>            DevConnection: Forum: Topic: reporting</td>\n",
        "      <td>  690</td>\n",
        "      <td>  494</td>\n",
        "      <td> 1.396761</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> DevConnection: Gallery: Code: bloodhound-app-m...</td>\n",
        "      <td>  944</td>\n",
        "      <td>  676</td>\n",
        "      <td> 1.396450</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td> DevConnection: Documentation: Page: Real-Time ...</td>\n",
        "      <td>  322</td>\n",
        "      <td>  232</td>\n",
        "      <td> 1.387931</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td> DevConnection: Documentation: Page: Analytics ...</td>\n",
        "      <td>  356</td>\n",
        "      <td>  258</td>\n",
        "      <td> 1.379845</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Demo...</td>\n",
        "      <td>  282</td>\n",
        "      <td>  205</td>\n",
        "      <td> 1.375610</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>      DevConnection: Documentation: Page: Overview</td>\n",
        "      <td> 1390</td>\n",
        "      <td> 1012</td>\n",
        "      <td> 1.373518</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Step...</td>\n",
        "      <td>  236</td>\n",
        "      <td>  172</td>\n",
        "      <td> 1.372093</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> DevConnection: Get Started: Content Page: Meas...</td>\n",
        "      <td> 2364</td>\n",
        "      <td> 1727</td>\n",
        "      <td> 1.368848</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Ente...</td>\n",
        "      <td>  443</td>\n",
        "      <td>  332</td>\n",
        "      <td> 1.334337</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>    DevConnection: Documentation: Page: What's New</td>\n",
        "      <td> 1014</td>\n",
        "      <td>  762</td>\n",
        "      <td> 1.330709</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td> DevConnection: Documentation: Page: Analytics ...</td>\n",
        "      <td>  270</td>\n",
        "      <td>  203</td>\n",
        "      <td> 1.330049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Intr...</td>\n",
        "      <td>  540</td>\n",
        "      <td>  410</td>\n",
        "      <td> 1.317073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td> DevConnection: Documentation: Page: Data Conne...</td>\n",
        "      <td>  252</td>\n",
        "      <td>  192</td>\n",
        "      <td> 1.312500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td> DevConnection: Documentation: Page: Data Inser...</td>\n",
        "      <td>  349</td>\n",
        "      <td>  268</td>\n",
        "      <td> 1.302239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Auth...</td>\n",
        "      <td>  303</td>\n",
        "      <td>  233</td>\n",
        "      <td> 1.300429</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Step...</td>\n",
        "      <td>  281</td>\n",
        "      <td>  219</td>\n",
        "      <td> 1.283105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> DevConnection: Documentation: Page: Analytics ...</td>\n",
        "      <td>  734</td>\n",
        "      <td>  573</td>\n",
        "      <td> 1.280977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> DevConnection: Get Started: Content Page: Repo...</td>\n",
        "      <td> 1394</td>\n",
        "      <td> 1100</td>\n",
        "      <td> 1.267273</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td> DevConnection: Documentation: Page: Data Feeds...</td>\n",
        "      <td>  284</td>\n",
        "      <td>  226</td>\n",
        "      <td> 1.256637</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> DevConnection: Documentation: Page: Analytics ...</td>\n",
        "      <td>  893</td>\n",
        "      <td>  717</td>\n",
        "      <td> 1.245467</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td> DevConnection: Blog: Posts: how-to-start-with-...</td>\n",
        "      <td>  249</td>\n",
        "      <td>  201</td>\n",
        "      <td> 1.238806</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>                            DevConnection: Gallery</td>\n",
        "      <td>  265</td>\n",
        "      <td>  216</td>\n",
        "      <td> 1.226852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Step...</td>\n",
        "      <td>  350</td>\n",
        "      <td>  291</td>\n",
        "      <td> 1.202749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>   DevConnection: Documentation: Page: Sample Code</td>\n",
        "      <td>  239</td>\n",
        "      <td>  201</td>\n",
        "      <td> 1.189055</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td> DevConnection: Get Started: Content Page: Repo...</td>\n",
        "      <td>  331</td>\n",
        "      <td>  282</td>\n",
        "      <td> 1.173759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td> DevConnection: Documentation: Page: Visitor Id...</td>\n",
        "      <td>  511</td>\n",
        "      <td>  438</td>\n",
        "      <td> 1.166667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td> DevConnection: Forum: Thread: how-sitecatalyst...</td>\n",
        "      <td>  346</td>\n",
        "      <td>  299</td>\n",
        "      <td> 1.157191</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td> DevConnection: Documentation: Page: HTTP POST ...</td>\n",
        "      <td>  409</td>\n",
        "      <td>  354</td>\n",
        "      <td> 1.155367</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> DevConnection: Documentation: Page: HTTP GET S...</td>\n",
        "      <td> 1046</td>\n",
        "      <td>  952</td>\n",
        "      <td> 1.098739</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> DevConnection: Blog: Posts: calling-rest-api-i...</td>\n",
        "      <td>  634</td>\n",
        "      <td>  593</td>\n",
        "      <td> 1.069140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td> DevConnection: Forum: Thread: exception-the-ma...</td>\n",
        "      <td>  251</td>\n",
        "      <td>  235</td>\n",
        "      <td> 1.068085</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
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        "                                                 page  pageviews  visits  \\\n",
        "2                                               Other       3092    1413   \n",
        "13  DevConnection: Documentation: Page: Authentica...        763     365   \n",
        "40                DevConnection: Forum: Topic: mobile        254     152   \n",
        "48  DevConnection: Documentation: Page: Analytics ...        231     146   \n",
        "10  DevConnection: Gallery: Code: app-measurement-...        956     605   \n",
        "34  DevConnection: Get Started: Content Page: Repo...        303     198   \n",
        "47  DevConnection: Documentation: Page: Classifica...        234     154   \n",
        "0            DevConnection: Get Started: API Explorer       4847    3247   \n",
        "1                                 DevConnection: Home       4256    2853   \n",
        "49          DevConnection: Documentation: Page: Queue        230     155   \n",
        "26   DevConnection: Forum: Topic: general-topic-forum        352     239   \n",
        "24  DevConnection: Documentation: Page: Data Wareh...        362     246   \n",
        "32            DevConnection: Documentation: Page: Get        313     216   \n",
        "17     DevConnection: Documentation: Page: Target API        578     405   \n",
        "22  DevConnection: Documentation: Page: reportDesc...        423     297   \n",
        "20  DevConnection: Gallery: Code: app-measurement-...        503     357   \n",
        "41  DevConnection: Gallery: Code: marketing-cloud-...        253     180   \n",
        "7                        DevConnection: Documentation       1123     801   \n",
        "4   DevConnection: Documentation: Page: Getting St...       1991    1424   \n",
        "15             DevConnection: Forum: Topic: reporting        690     494   \n",
        "11  DevConnection: Gallery: Code: bloodhound-app-m...        944     676   \n",
        "31  DevConnection: Documentation: Page: Real-Time ...        322     232   \n",
        "25  DevConnection: Documentation: Page: Analytics ...        356     258   \n",
        "36  DevConnection: Get Started: Content Page: Demo...        282     205   \n",
        "6        DevConnection: Documentation: Page: Overview       1390    1012   \n",
        "46  DevConnection: Get Started: Content Page: Step...        236     172   \n",
        "3   DevConnection: Get Started: Content Page: Meas...       2364    1727   \n",
        "21  DevConnection: Get Started: Content Page: Ente...        443     332   \n",
        "9      DevConnection: Documentation: Page: What's New       1014     762   \n",
        "38  DevConnection: Documentation: Page: Analytics ...        270     203   \n",
        "18  DevConnection: Get Started: Content Page: Intr...        540     410   \n",
        "42  DevConnection: Documentation: Page: Data Conne...        252     192   \n",
        "28  DevConnection: Documentation: Page: Data Inser...        349     268   \n",
        "33  DevConnection: Get Started: Content Page: Auth...        303     233   \n",
        "37  DevConnection: Get Started: Content Page: Step...        281     219   \n",
        "14  DevConnection: Documentation: Page: Analytics ...        734     573   \n",
        "5   DevConnection: Get Started: Content Page: Repo...       1394    1100   \n",
        "35  DevConnection: Documentation: Page: Data Feeds...        284     226   \n",
        "12  DevConnection: Documentation: Page: Analytics ...        893     717   \n",
        "44  DevConnection: Blog: Posts: how-to-start-with-...        249     201   \n",
        "39                             DevConnection: Gallery        265     216   \n",
        "27  DevConnection: Get Started: Content Page: Step...        350     291   \n",
        "45    DevConnection: Documentation: Page: Sample Code        239     201   \n",
        "30  DevConnection: Get Started: Content Page: Repo...        331     282   \n",
        "19  DevConnection: Documentation: Page: Visitor Id...        511     438   \n",
        "29  DevConnection: Forum: Thread: how-sitecatalyst...        346     299   \n",
        "23  DevConnection: Documentation: Page: HTTP POST ...        409     354   \n",
        "8   DevConnection: Documentation: Page: HTTP GET S...       1046     952   \n",
        "16  DevConnection: Blog: Posts: calling-rest-api-i...        634     593   \n",
        "43  DevConnection: Forum: Thread: exception-the-ma...        251     235   \n",
        "\n",
        "    pv/visit  \n",
        "2   2.188252  \n",
        "13  2.090411  \n",
        "40  1.671053  \n",
        "48  1.582192  \n",
        "10  1.580165  \n",
        "34  1.530303  \n",
        "47  1.519481  \n",
        "0   1.492763  \n",
        "1   1.491763  \n",
        "49  1.483871  \n",
        "26  1.472803  \n",
        "24  1.471545  \n",
        "32  1.449074  \n",
        "17  1.427160  \n",
        "22  1.424242  \n",
        "20  1.408964  \n",
        "41  1.405556  \n",
        "7   1.401998  \n",
        "4   1.398174  \n",
        "15  1.396761  \n",
        "11  1.396450  \n",
        "31  1.387931  \n",
        "25  1.379845  \n",
        "36  1.375610  \n",
        "6   1.373518  \n",
        "46  1.372093  \n",
        "3   1.368848  \n",
        "21  1.334337  \n",
        "9   1.330709  \n",
        "38  1.330049  \n",
        "18  1.317073  \n",
        "42  1.312500  \n",
        "28  1.302239  \n",
        "33  1.300429  \n",
        "37  1.283105  \n",
        "14  1.280977  \n",
        "5   1.267273  \n",
        "35  1.256637  \n",
        "12  1.245467  \n",
        "44  1.238806  \n",
        "39  1.226852  \n",
        "27  1.202749  \n",
        "45  1.189055  \n",
        "30  1.173759  \n",
        "19  1.166667  \n",
        "29  1.157191  \n",
        "23  1.155367  \n",
        "8   1.098739  \n",
        "16  1.069140  \n",
        "43  1.068085  "
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