notes_reactions_file.ipynb

{
 "metadata": {
  "name": "notes_reactions_file"
 }, 
 "nbformat": 2, 
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown", 
     "source": [
      "# Reactions file from Oct 3, 2012 debate"
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "We are looking at the debates reaction data for the Oct 3 2012 presidential debate."
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "## Load and cleanup"
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "import pandas", 
      "from pandas.tools.plotting import scatter_matrix", 
      "import random"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 1
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Read in the Oct3 2012 debate file."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "%time reactions = pandas.read_csv('data/reactions_oct3_4project.csv', parse_dates=True)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "CPU times: user 1.77 s, sys: 0.17 s, total: 1.93 s", 
        "Wall time: 1.94 s"
       ]
      }
     ], 
     "prompt_number": 53
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "The columns are hard to read.  Rename."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "for i,c in enumerate(reactions.columns.tolist()): print c"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "UserID", 
        "Time", 
        "Reaction", 
        "<b>25.</b> How are you watching the debate? (It is especially important that we know if you are watching online, so please answer accurately.)#", 
        "<br /><b>10.</b> Economy:#", 
        "<br /><b>12.</b> Health Care:#", 
        "<br /><b>13.</b> Foreign Policy:#", 
        "<br /><b>14.</b> Abortion:#", 
        "<br /><b>15.</b> Economy:#", 
        "<br /><b>7.</b> Health Care:#", 
        "<br /><b>8.</b> Foreign Policy:#", 
        "<br /><b>9.</b> Abortion:#", 
        "<hr><b>23.</b> Some people don't pay much attention to political campaigns.  How about you? How interested have you been in the political campaigns (so far) this year?#", 
        "<hr><b>24.</b> What specific sources (newspapers, radio shows, television programs, websites) have you been using to get most of your campaign and election news? Just name a few specific sources you use MOST often.#", 
        "<hr><br /><b>16.</b> What is your gender?#", 
        "<hr><br /><b>17.</b> What is your age?#", 
        "<hr><br /><b>18.</b> What is your family's income?#", 
        "<hr><br /><b>19.</b> What is your race?#", 
        "<hr><br /><b>20.</b> What is your religion?#", 
        "<hr><br /><b>21.</b> If Christian, please be more specific. (Otherwise, skip this question.)#", 
        "<hr><br /><b>22.</b> In what state do you live? (Use 2-letter abbreviation, e.g., CA)#", 
        "<hr><br /><b>26.</b> If you are watching on TV, exactly how are you watching?#", 
        "<hr><br /><b>27.</b> Thinking about the economy, which candidate do you prefer at the moment?#", 
        "<hr><br /><b>28.</b> Thinking about foreign policy, which candidate do you prefer at the moment?#", 
        "<hr><br /><b>29.</b> Which candidate do you prefer at the moment?#", 
        "<hr><br /><b>3.</b> If the election was today, which one of the candidates would you pick?#", 
        "<hr><br /><b>4.</b> If you selected a candidate in the question above, how confident are you that this candidate is the best candidate for president? (Otherwise, skip this question.)#", 
        "<hr><br /><b>5.</b> How likely are you to vote in the 2012 presidential election?#", 
        "<hr><br /><i>Some of the following questions allow you to use a slider to register your answer anywhere you want along the scale.</i><br /><br /><b>2.</b> How would you describe your overall views on politics in general?#", 
        "<hr><br />Now we're ready to watch the debate! Use the app to respond in real time by selecting a person and then clicking a response button. If you see a question pop up, answer and then click Next. And don't forget to complete the brief follow-up questions that will appear once the debate ends. Ready to begin?#", 
        "<hr>Please indicate the priority of each of the following issue areas to you personally.<br /><br /><b>6.</b> Immigration:#", 
        "<hr>Which political party, if any, do you think is better at dealing with each of these issues?<br /><br /><b>11.</b> Immigration:#", 
        "<i>Remember, scroll down to answer all questions, then be sure to click Next to move to the next page of questions.</i><br /><br /><b>1.</b> Generally speaking, do you think of yourself as being closer to the Democratic Party or the Republican Party?#", 
        "This app allows you to react to the 2012 debates. We begin with a short pre-debate survey. Then, during the debate, additional questions may appear on your screen; answer these questions and then continue using the app. At the end of the debate, you will see a brief set of follow-up questions.  Please complete these questions -- we want to know what you think!  Students who have been offered credit for participating MUST complete these follow-up questions (including your name and the Course ID you have been given, but remember all other responses are anonymous).<br /><br />IMPORTANT: On each page, be sure to scroll down and answer all the questions.  After completing all the questions on each page (including this one), be sure to click Next.  Note that it might take each page several seconds to load; please be patient.#"
       ]
      }
     ], 
     "prompt_number": 54
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "r2 = reactions.copy()"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 55
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "r2.columns = [c.strip() for c in \"\"\"", 
      "UserID", 
      "Reaction", 
      "Time", 
      "how_watching_25", 
      "economy_priority_10", 
      "health_care_party_12", 
      "foreign_policy_party_13", 
      "abortion_party_14", 
      "economy_party_15", 
      "health_care_priority_7", 
      "foreign_policy_priority_8", 
      "abortion_priority_9", 
      "interested_23", 
      "news_sources_24", 
      "gender_16", 
      "age_17", 
      "family_income_18", 
      "race_19", 
      "religion_20", 
      "christian_21", 
      "state_22", 
      "tv_channel_26", 
      "economy_candidate_27", 
      "foreign_policy_candidate_28", 
      "candidate_preferred_29", 
      "candidate_choice_3", 
      "confidence_in_choice_4", 
      "likely_to_vote_5", 
      "political_views_2", 
      "ready", 
      "immigration_priority_6", 
      "immigration_party_11", 
      "party_1", 
      "next", 
      "\"\"\".split('\\n') if not c.strip()=='']"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 56
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Reorder."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "r3 = r2.reindex(columns=[c.strip() for c in \"\"\"", 
      "UserID", 
      "Time", 
      "Reaction", 
      "party_1", 
      "political_views_2", 
      "candidate_choice_3", 
      "confidence_in_choice_4", 
      "likely_to_vote_5", 
      "immigration_priority_6", 
      "health_care_priority_7", 
      "foreign_policy_priority_8", 
      "abortion_priority_9", 
      "economy_priority_10", 
      "immigration_party_11", 
      "health_care_party_12", 
      "foreign_policy_party_13", 
      "abortion_party_14", 
      "economy_party_15", 
      "gender_16", 
      "age_17", 
      "family_income_18", 
      "race_19", 
      "religion_20", 
      "christian_21", 
      "state_22", 
      "interested_23", 
      "news_sources_24", 
      "how_watching_25", 
      "tv_channel_26", 
      "economy_candidate_27", 
      "foreign_policy_candidate_28", 
      "candidate_preferred_29", 
      "ready", 
      "next", 
      "\"\"\".split('\\n') if not c.strip()==''])"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 57
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "r3[['UserID','Time','Reaction']].head()"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>UserID</th>", 
        "      <th>Time</th>", 
        "      <th>Reaction</th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>0</th>", 
        "      <td> ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...</td>", 
        "      <td> 2012-10-04 01:03:50.179</td>", 
        "      <td> Moderator:Agree</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>1</th>", 
        "      <td> ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...</td>", 
        "      <td> 2012-10-04 01:05:17.907</td>", 
        "      <td>      Obama:Spin</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>2</th>", 
        "      <td> ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...</td>", 
        "      <td> 2012-10-04 01:05:50.337</td>", 
        "      <td>     Obama:Dodge</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>3</th>", 
        "      <td> ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...</td>", 
        "      <td> 2012-10-04 01:06:18.192</td>", 
        "      <td>     Obama:Agree</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>4</th>", 
        "      <td> ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...</td>", 
        "      <td> 2012-10-04 01:07:08.096</td>", 
        "      <td>     Romney:Spin</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 58, 
       "text": [
        "                                              UserID                     Time  \\", 
        "0  ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...  2012-10-04 01:03:50.179   ", 
        "1  ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...  2012-10-04 01:05:17.907   ", 
        "2  ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...  2012-10-04 01:05:50.337   ", 
        "3  ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...  2012-10-04 01:06:18.192   ", 
        "4  ag1zfnJlYWN0bGFicy00ciwLEgRVc2VyIiJhX2E0Mjc1MD...  2012-10-04 01:07:08.096   ", 
        "", 
        "          Reaction  ", 
        "0  Moderator:Agree  ", 
        "1       Obama:Spin  ", 
        "2      Obama:Dodge  ", 
        "3      Obama:Agree  ", 
        "4      Romney:Spin  "
       ]
      }
     ], 
     "prompt_number": 58
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "##The questionnaire part"
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Some of the questionaire questions are difficult to interpret.  Also, the answers are duplicated for each reaction."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "questionnaire = r3[[c.strip() for c in \"\"\"", 
      "UserID", 
      "party_1", 
      "political_views_2", 
      "candidate_choice_3", 
      "confidence_in_choice_4", 
      "likely_to_vote_5", 
      "immigration_priority_6", 
      "health_care_priority_7", 
      "foreign_policy_priority_8", 
      "abortion_priority_9", 
      "economy_priority_10", 
      "immigration_party_11", 
      "health_care_party_12", 
      "foreign_policy_party_13", 
      "abortion_party_14", 
      "economy_party_15", 
      "gender_16", 
      "age_17", 
      "family_income_18", 
      "race_19", 
      "religion_20", 
      "christian_21", 
      "state_22", 
      "interested_23", 
      "news_sources_24", 
      "how_watching_25", 
      "tv_channel_26", 
      "economy_candidate_27", 
      "foreign_policy_candidate_28", 
      "candidate_preferred_29", 
      "ready", 
      "next", 
      "\"\"\".split('\\n') if not c.strip()=='']]"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 32
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "len(questionnaire)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 33, 
       "text": [
        "193286"
       ]
      }
     ], 
     "prompt_number": 33
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "%time q2 = questionnaire.drop_duplicates()", 
      "len(q2)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "CPU times: user 1.19 s, sys: 0.07 s, total: 1.26 s", 
        "Wall time: 1.26 s"
       ]
      }, 
      {
       "output_type": "pyout", 
       "prompt_number": 34, 
       "text": [
        "3767"
       ]
      }
     ], 
     "prompt_number": 34
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "So, there were ~190k reactions by 3767 users."
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "### Questionnaire: demographics"
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "We look at the demographic parts of the questionnaire."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "demos = q2[[c.strip() for c in \"\"\"", 
      "gender_16", 
      "age_17", 
      "family_income_18", 
      "race_19", 
      "religion_20", 
      "christian_21", 
      "state_22", 
      "\"\"\".split('\\n') if not c.strip()=='']]"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 35
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.head()"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>gender_16</th>", 
        "      <th>age_17</th>", 
        "      <th>family_income_18</th>", 
        "      <th>race_19</th>", 
        "      <th>religion_20</th>", 
        "      <th>christian_21</th>", 
        "      <th>state_22</th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>0  </th>", 
        "      <td>    female</td>", 
        "      <td>     18-24</td>", 
        "      <td> $100,000 or above</td>", 
        "      <td> white/caucasian</td>", 
        "      <td>  christian (see next question)</td>", 
        "      <td>  catholic</td>", 
        "      <td>        pa</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>62 </th>", 
        "      <td>      male</td>", 
        "      <td>     18-24</td>", 
        "      <td>   $25,000-$49,999</td>", 
        "      <td>        hispanic</td>", 
        "      <td>  christian (see next question)</td>", 
        "      <td>  catholic</td>", 
        "      <td>        tx</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>70 </th>", 
        "      <td>      male</td>", 
        "      <td>     18-24</td>", 
        "      <td> $100,000 or above</td>", 
        "      <td>       no answer</td>", 
        "      <td> none (e.g., atheist, agnostic)</td>", 
        "      <td> no answer</td>", 
        "      <td>        tx</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>105</th>", 
        "      <td> no answer</td>", 
        "      <td> no answer</td>", 
        "      <td>         no answer</td>", 
        "      <td>       no answer</td>", 
        "      <td>                      no answer</td>", 
        "      <td> no answer</td>", 
        "      <td> no answer</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>121</th>", 
        "      <td>    female</td>", 
        "      <td>     18-24</td>", 
        "      <td>         no answer</td>", 
        "      <td> white/caucasian</td>", 
        "      <td>  christian (see next question)</td>", 
        "      <td>  catholic</td>", 
        "      <td>        tx</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 36, 
       "text": [
        "     gender_16     age_17   family_income_18          race_19  \\", 
        "0       female      18-24  $100,000 or above  white/caucasian   ", 
        "62        male      18-24    $25,000-$49,999         hispanic   ", 
        "70        male      18-24  $100,000 or above        no answer   ", 
        "105  no answer  no answer          no answer        no answer   ", 
        "121     female      18-24          no answer  white/caucasian   ", 
        "", 
        "                        religion_20 christian_21   state_22  ", 
        "0     christian (see next question)     catholic         pa  ", 
        "62    christian (see next question)     catholic         tx  ", 
        "70   none (e.g., atheist, agnostic)    no answer         tx  ", 
        "105                       no answer    no answer  no answer  ", 
        "121   christian (see next question)     catholic         tx  "
       ]
      }
     ], 
     "prompt_number": 36
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.describe()"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>gender_16</th>", 
        "      <th>age_17</th>", 
        "      <th>family_income_18</th>", 
        "      <th>race_19</th>", 
        "      <th>religion_20</th>", 
        "      <th>christian_21</th>", 
        "      <th>state_22</th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>count</th>", 
        "      <td> 3724</td>", 
        "      <td>  3724</td>", 
        "      <td>              3724</td>", 
        "      <td>            3724</td>", 
        "      <td>                          3724</td>", 
        "      <td>      3724</td>", 
        "      <td>      3724</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>unique</th>", 
        "      <td>    3</td>", 
        "      <td>     6</td>", 
        "      <td>                 6</td>", 
        "      <td>               6</td>", 
        "      <td>                             6</td>", 
        "      <td>         6</td>", 
        "      <td>        86</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>top</th>", 
        "      <td> male</td>", 
        "      <td> 18-24</td>", 
        "      <td> $100,000 or above</td>", 
        "      <td> white/caucasian</td>", 
        "      <td> christian (see next question)</td>", 
        "      <td> no answer</td>", 
        "      <td> no answer</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>freq</th>", 
        "      <td> 1485</td>", 
        "      <td>  2511</td>", 
        "      <td>              1014</td>", 
        "      <td>            1890</td>", 
        "      <td>                          1764</td>", 
        "      <td>      2062</td>", 
        "      <td>       769</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 37, 
       "text": [
        "       gender_16 age_17   family_income_18          race_19  \\", 
        "count       3724   3724               3724             3724   ", 
        "unique         3      6                  6                6   ", 
        "top         male  18-24  $100,000 or above  white/caucasian   ", 
        "freq        1485   2511               1014             1890   ", 
        "", 
        "                          religion_20 christian_21   state_22  ", 
        "count                            3724         3724       3724  ", 
        "unique                              6            6         86  ", 
        "top     christian (see next question)    no answer  no answer  ", 
        "freq                             1764         2062        769  "
       ]
      }
     ], 
     "prompt_number": 37
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.gender_16.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 38, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1307eb10>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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      }
     ], 
     "prompt_number": 38
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.age_17.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 39, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x13047c10>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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GRERkOC7TuXGZjojIe1ymIyIiZbAZBQiV161VzgYwn9mpnk8vbEZERGQ4zozcODMiIvIe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\nERGR4diMiIjIcP8PT6PhpeCASHwAAAAASUVORK5CYII=\n"
      }
     ], 
     "prompt_number": 39
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.family_income_18.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 40, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x13026f10>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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peOWVV5CYmAiz2YzQ0FDcvn0b8fHxOHToUIXYDQYDRowYATc3N/W/UQ7JqHUA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\nUdgAAAAASUVORK5CYII=\n"
      }
     ], 
     "prompt_number": 40
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.race_19.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 41, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x12fde750>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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y8vIaFNbw8HBMmDABjz76KKxWKz766CN06tQJCxcuhM1mw+TJkxEdHe16/rRp\n05CdnQ1/f3+YzWbXtluynpqaGkybNg0DBgxAVFQUEhMT0alTpwb78tJLL2HevHkICwuD1Wptcn+J\niEi/dHnv0Ndeew39+vXDY489pnUovyteIkFE7kOfl0josgi6CxZBInIf+iyCvG0aGYhD6wAMxKF1\nAAbj0DoAagaLIBERuS1Oh2qI06FE5D44HUpERKQrLIJkIA6tAzAQh9YBGIxD6wCoGSyCRETkttgT\n1BB7gkTkPtgTJCIi0pUWfYsE/R54ezUiMj6z2VPrEJrEIqgxzkarc/XXtNDNYS7VYj71iz1BDamc\n1yYichfsCRIRESnAIkiGUf9N1HTzmEu1mE/9YhEkw/jqq6+0DsEwmEu1mE/9YhEkw/j555+1DsEw\nmEu1mE/9YhEkIiK3xSJIhlFYWKh1CIbBXKrFfOoXL5HQUN1t04iIqKVUlS5eLK8h/v1BRKQtTocS\nEZHbYhEkIiK3xSKogd27d8Pb2xv9+vXDqlWrtA6nTbBYLBgwYAACAgJgs9kAAE6nE2PGjEGvXr0w\nduxYnD9/3vX8lStXol+/fvDx8cEXX3yhVdi6MXPmTHTr1g1+fn6ux24kf0ePHkVgYCDuu+8+LFq0\nqFX3QU+aymdiYiJ69uyJgIAABAQEYPv27a7fMZ/N+/HHHxEREYEHH3wQdrsdGzZsANCK70+hVme1\nWiUrK0sKCwvFy8tLSktLtQ5J9ywWi5w9e7bBY0uWLJE5c+ZIZWWlzJ49W5YuXSoiIj/99JN4eXnJ\nyZMnxeFwSEBAgBYh68ru3bvl4MGD4uvr63rsRvL3yCOPSFpampw5c0YeeughOXDgQKvvix40lc/E\nxERZvnx5o+cyn7/t1KlTcujQIRERKS0tlT59+khFRUWrvT95JNjKysvLAQBDhw5F7969MXz4cOTk\n5GgcVdsgvzqRaP/+/XjqqafQsWNHzJw505XHnJwcjBw5Er169UJ4eDhEBE6nU4uQdSMsLAyeng2/\nyqYl+av/K/zYsWOYPHky7rzzTowfP95t37tN5RNo+mQ35vO33XPPPbBarQCAu+66Cw8++CAOHDjQ\nau9PFsFWduDAAfTv39819vHxwb59+zSMqG0wmUyIjIzE2LFjsWXLFgANc9m/f3/s378fQN1/Em9v\nb9drvby8XL+jK1qSv5ycHHz33Xfo2rWr63G+dxtbtWoVBg4ciCVLlrj+8Nq/fz/zeZ2+++47fPvt\nt7DZbK11S7JjAAACT0lEQVT2/mQRpDYhOzsbhw8fxhtvvIH58+fj9OnTLbrEhNdkNnaz+WvJ691B\nXFwcTpw4gR07duD48eNITk4G0HSemM/GnE4nJk+ejLfffhudO3dutfcni2ArCwkJQUFBgWv87bff\nYuDAgRpG1DZ0794dAODt7Y3Ro0dj69atCAkJwdGjRwHUNcRDQkIAAKGhoThy5IjrtQUFBa7f0RUt\nzd/999+Pn376yfX4kSNH+N69SteuXWEymXDHHXdg9uzZ2LRpEwDm83pUVVVhwoQJmDZtGsaMGQOg\n9d6fLIKt7I477gBQd4ZoYWEhdu3ahdDQUI2j0rdffvnFNbVUWlqKHTt2YOTIkQgNDcW6detw8eJF\nrFu3zvWGt9ls2LFjB3744Qc4HA60a9cOZrNZy13QpRvJX//+/ZGWloYzZ85g06ZNfO9e5dSpUwCA\n6upqbNiwAdHR0QCYz2sRETz11FPw9fXFvHnzXI+32vtT1Rk+dP0cDof0799f+vbtKytWrNA6HN37\n/vvvxd/fX/z9/SUyMlLee+89ERGpqKiQ0aNHy7333itjxowRp9Ppes0777wjffv2FW9vb9m9e7dW\noevGlClTpHv37tKhQwfp2bOnrFu37oby9+2330pAQIBYLBZZuHChFruiC/X5vPXWW6Vnz57y3nvv\nybRp08TPz0+CgoLk+eefb3A2M/PZvD179ojJZBJ/f3+xWq1itVpl+/btrfb+5L1DiYjIbXE6lIiI\n3BaLIBERuS0WQSIiclssgkRE5LZYBImIyG2xCBIRkdv6f/yvIkCOIxMCAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 41
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.religion_20.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 42, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x12fd9a70>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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fevTogQsXLmDUqFHw9PTE6NGjERQUhLlz59Z5PpGRkRgxYgQGDx6MwMBAvP/+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\nAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 42
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.christian_21.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 43, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x12fbe5d0>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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miYiIGgIWYiIL7H+pmAsVc6FiLqyPhZiIiEhD7BETe8RERHXAHjEREZEdYCEmssD+l4q5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\nrOvmAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 43
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "demos.state_22.value_counts()[:25].plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 44, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x12f981b0>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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duKmnIlEZxqNlyAgwp9qYUzukm9OxxcPDw7osetSoUdi+fTuaNWuGFStW4Ny5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\n"
      }
     ], 
     "prompt_number": 44
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "### Questionnaire: political"
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Now the part of the questionnaire with political questions."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "pols = questionnaire[[c.strip() for c in \"\"\"", 
      "party_1", 
      "political_views_2", 
      "candidate_choice_3", 
      "confidence_in_choice_4", 
      "likely_to_vote_5", 
      "immigration_priority_6", 
      "health_care_priority_7", 
      "foreign_policy_priority_8", 
      "abortion_priority_9", 
      "economy_priority_10", 
      "immigration_party_11", 
      "health_care_party_12", 
      "foreign_policy_party_13", 
      "abortion_party_14", 
      "economy_party_15", 
      "interested_23", 
      "news_sources_24", 
      "economy_candidate_27", 
      "foreign_policy_candidate_28", 
      "candidate_preferred_29", 
      "\"\"\".split('\\n') if not c.strip()=='']]"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 45
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "pols.head(2)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>party_1</th>", 
        "      <th>political_views_2</th>", 
        "      <th>candidate_choice_3</th>", 
        "      <th>confidence_in_choice_4</th>", 
        "      <th>likely_to_vote_5</th>", 
        "      <th>immigration_priority_6</th>", 
        "      <th>health_care_priority_7</th>", 
        "      <th>foreign_policy_priority_8</th>", 
        "      <th>abortion_priority_9</th>", 
        "      <th>economy_priority_10</th>", 
        "      <th>immigration_party_11</th>", 
        "      <th>health_care_party_12</th>", 
        "      <th>foreign_policy_party_13</th>", 
        "      <th>abortion_party_14</th>", 
        "      <th>economy_party_15</th>", 
        "      <th>interested_23</th>", 
        "      <th>news_sources_24</th>", 
        "      <th>economy_candidate_27</th>", 
        "      <th>foreign_policy_candidate_28</th>", 
        "      <th>candidate_preferred_29</th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>0</th>", 
        "      <td> closest to republican party</td>", 
        "      <td> 73</td>", 
        "      <td> romney</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 72</td>", 
        "      <td> 99</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 68</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 56</td>", 
        "      <td> 100</td>", 
        "      <td> 78</td>", 
        "      <td> internet</td>", 
        "      <td>NaN</td>", 
        "      <td> 100</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>1</th>", 
        "      <td> closest to republican party</td>", 
        "      <td> 73</td>", 
        "      <td> romney</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 72</td>", 
        "      <td> 99</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 68</td>", 
        "      <td> 100</td>", 
        "      <td> 100</td>", 
        "      <td> 56</td>", 
        "      <td> 100</td>", 
        "      <td> 78</td>", 
        "      <td> internet</td>", 
        "      <td>NaN</td>", 
        "      <td> 100</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 48, 
       "text": [
        "                       party_1  political_views_2 candidate_choice_3  \\", 
        "0  closest to republican party                 73             romney   ", 
        "1  closest to republican party                 73             romney   ", 
        "", 
        "   confidence_in_choice_4  likely_to_vote_5  immigration_priority_6  \\", 
        "0                     100               100                      72   ", 
        "1                     100               100                      72   ", 
        "", 
        "   health_care_priority_7  foreign_policy_priority_8  abortion_priority_9  \\", 
        "0                      99                        100                  100   ", 
        "1                      99                        100                  100   ", 
        "", 
        "   economy_priority_10  immigration_party_11  health_care_party_12  \\", 
        "0                  100                    68                   100   ", 
        "1                  100                    68                   100   ", 
        "", 
        "   foreign_policy_party_13  abortion_party_14  economy_party_15  interested_23  \\", 
        "0                      100                 56               100             78   ", 
        "1                      100                 56               100             78   ", 
        "", 
        "  news_sources_24  economy_candidate_27  foreign_policy_candidate_28  \\", 
        "0        internet                   NaN                          100   ", 
        "1        internet                   NaN                          100   ", 
        "", 
        "   candidate_preferred_29  ", 
        "0                     NaN  ", 
        "1                     NaN  "
       ]
      }
     ], 
     "prompt_number": 48
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "pols.describe()"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>political_views_2</th>", 
        "      <th>confidence_in_choice_4</th>", 
        "      <th>likely_to_vote_5</th>", 
        "      <th>immigration_priority_6</th>", 
        "      <th>health_care_priority_7</th>", 
        "      <th>foreign_policy_priority_8</th>", 
        "      <th>abortion_priority_9</th>", 
        "      <th>economy_priority_10</th>", 
        "      <th>immigration_party_11</th>", 
        "      <th>health_care_party_12</th>", 
        "      <th>foreign_policy_party_13</th>", 
        "      <th>abortion_party_14</th>", 
        "      <th>economy_party_15</th>", 
        "      <th>interested_23</th>", 
        "      <th>economy_candidate_27</th>", 
        "      <th>foreign_policy_candidate_28</th>", 
        "      <th>candidate_preferred_29</th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>count</th>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191841.000000</td>", 
        "      <td> 191696.000000</td>", 
        "      <td> 28585.000000</td>", 
        "      <td> 47908.000000</td>", 
        "      <td> 115203.000000</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>mean</th>", 
        "      <td>     40.546567</td>", 
        "      <td>     75.755011</td>", 
        "      <td>     87.692302</td>", 
        "      <td>     63.013485</td>", 
        "      <td>     77.507128</td>", 
        "      <td>     75.696139</td>", 
        "      <td>     60.767985</td>", 
        "      <td>     86.688393</td>", 
        "      <td>     38.314437</td>", 
        "      <td>     34.607816</td>", 
        "      <td>     43.009930</td>", 
        "      <td>     31.870815</td>", 
        "      <td>     44.824115</td>", 
        "      <td>     71.459394</td>", 
        "      <td>    36.568480</td>", 
        "      <td>    35.639643</td>", 
        "      <td>     33.145916</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>std</th>", 
        "      <td>     25.575280</td>", 
        "      <td>     22.215299</td>", 
        "      <td>     26.482706</td>", 
        "      <td>     23.840604</td>", 
        "      <td>     20.024258</td>", 
        "      <td>     19.675739</td>", 
        "      <td>     31.344281</td>", 
        "      <td>     15.996298</td>", 
        "      <td>     30.370757</td>", 
        "      <td>     31.451872</td>", 
        "      <td>     29.526781</td>", 
        "      <td>     32.563023</td>", 
        "      <td>     31.674727</td>", 
        "      <td>     24.401624</td>", 
        "      <td>    34.282127</td>", 
        "      <td>    30.504289</td>", 
        "      <td>     35.377988</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>min</th>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>      0.000000</td>", 
        "      <td>     0.000000</td>", 
        "      <td>     0.000000</td>", 
        "      <td>      0.000000</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>25%</th>", 
        "      <td>     21.000000</td>", 
        "      <td>     59.000000</td>", 
        "      <td>     95.000000</td>", 
        "      <td>     50.000000</td>", 
        "      <td>     66.000000</td>", 
        "      <td>     64.000000</td>", 
        "      <td>     42.000000</td>", 
        "      <td>     78.000000</td>", 
        "      <td>     11.000000</td>", 
        "      <td>      3.000000</td>", 
        "      <td>     20.000000</td>", 
        "      <td>      1.000000</td>", 
        "      <td>     18.000000</td>", 
        "      <td>     50.000000</td>", 
        "      <td>     5.000000</td>", 
        "      <td>     5.000000</td>", 
        "      <td>      1.000000</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>50%</th>", 
        "      <td>     39.000000</td>", 
        "      <td>     79.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>     65.000000</td>", 
        "      <td>     79.000000</td>", 
        "      <td>     77.000000</td>", 
        "      <td>     64.000000</td>", 
        "      <td>     93.000000</td>", 
        "      <td>     36.000000</td>", 
        "      <td>     28.000000</td>", 
        "      <td>     50.000000</td>", 
        "      <td>     23.000000</td>", 
        "      <td>     50.000000</td>", 
        "      <td>     73.000000</td>", 
        "      <td>    29.000000</td>", 
        "      <td>    33.000000</td>", 
        "      <td>     19.000000</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>75%</th>", 
        "      <td>     55.000000</td>", 
        "      <td>     99.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>     79.000000</td>", 
        "      <td>     97.000000</td>", 
        "      <td>     94.000000</td>", 
        "      <td>     88.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>     51.000000</td>", 
        "      <td>     50.000000</td>", 
        "      <td>     61.000000</td>", 
        "      <td>     50.000000</td>", 
        "      <td>     67.000000</td>", 
        "      <td>     98.000000</td>", 
        "      <td>    62.000000</td>", 
        "      <td>    50.000000</td>", 
        "      <td>     56.000000</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>max</th>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>    100.000000</td>", 
        "      <td>   100.000000</td>", 
        "      <td>   100.000000</td>", 
        "      <td>    100.000000</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 49, 
       "text": [
        "       political_views_2  confidence_in_choice_4  likely_to_vote_5  \\", 
        "count      191841.000000           191841.000000     191841.000000   ", 
        "mean           40.546567               75.755011         87.692302   ", 
        "std            25.575280               22.215299         26.482706   ", 
        "min             0.000000                0.000000          0.000000   ", 
        "25%            21.000000               59.000000         95.000000   ", 
        "50%            39.000000               79.000000        100.000000   ", 
        "75%            55.000000               99.000000        100.000000   ", 
        "max           100.000000              100.000000        100.000000   ", 
        "", 
        "       immigration_priority_6  health_care_priority_7  foreign_policy_priority_8  \\", 
        "count           191841.000000           191841.000000              191841.000000   ", 
        "mean                63.013485               77.507128                  75.696139   ", 
        "std                 23.840604               20.024258                  19.675739   ", 
        "min                  0.000000                0.000000                   0.000000   ", 
        "25%                 50.000000               66.000000                  64.000000   ", 
        "50%                 65.000000               79.000000                  77.000000   ", 
        "75%                 79.000000               97.000000                  94.000000   ", 
        "max                100.000000              100.000000                 100.000000   ", 
        "", 
        "       abortion_priority_9  economy_priority_10  immigration_party_11  \\", 
        "count        191841.000000        191841.000000         191841.000000   ", 
        "mean             60.767985            86.688393             38.314437   ", 
        "std              31.344281            15.996298             30.370757   ", 
        "min               0.000000             0.000000              0.000000   ", 
        "25%              42.000000            78.000000             11.000000   ", 
        "50%              64.000000            93.000000             36.000000   ", 
        "75%              88.000000           100.000000             51.000000   ", 
        "max             100.000000           100.000000            100.000000   ", 
        "", 
        "       health_care_party_12  foreign_policy_party_13  abortion_party_14  \\", 
        "count         191841.000000            191841.000000      191841.000000   ", 
        "mean              34.607816                43.009930          31.870815   ", 
        "std               31.451872                29.526781          32.563023   ", 
        "min                0.000000                 0.000000           0.000000   ", 
        "25%                3.000000                20.000000           1.000000   ", 
        "50%               28.000000                50.000000          23.000000   ", 
        "75%               50.000000                61.000000          50.000000   ", 
        "max              100.000000               100.000000         100.000000   ", 
        "", 
        "       economy_party_15  interested_23  economy_candidate_27  \\", 
        "count     191841.000000  191696.000000          28585.000000   ", 
        "mean          44.824115      71.459394             36.568480   ", 
        "std           31.674727      24.401624             34.282127   ", 
        "min            0.000000       0.000000              0.000000   ", 
        "25%           18.000000      50.000000              5.000000   ", 
        "50%           50.000000      73.000000             29.000000   ", 
        "75%           67.000000      98.000000             62.000000   ", 
        "max          100.000000     100.000000            100.000000   ", 
        "", 
        "       foreign_policy_candidate_28  candidate_preferred_29  ", 
        "count                 47908.000000           115203.000000  ", 
        "mean                     35.639643               33.145916  ", 
        "std                      30.504289               35.377988  ", 
        "min                       0.000000                0.000000  ", 
        "25%                       5.000000                1.000000  ", 
        "50%                      33.000000               19.000000  ", 
        "75%                      50.000000               56.000000  ", 
        "max                     100.000000              100.000000  "
       ]
      }
     ], 
     "prompt_number": 49
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "pols.party_1.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 50, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x12f4fb90>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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FBRITE6Mud+zYMfHw8FDXP3HihJw7d05SU1PF3d1d3da0adMkNjZWREQiIyNl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\nEZEDYgdPRETkgNjBExEROaD/BzMQEeDRh7mkAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 50
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "pols.candidate_choice_3.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 51, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x12f35a10>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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03traWhQWFrrXf3eb5vT666+7p7aLioq0yP/OO++gc+fOiIiIuGK9GfJbrjiZ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\nRGQ6/w9ACEKwAAAABElEQVR92tEyo5yKfgAAAABJRU5ErkJggg==\n"
      }
     ], 
     "prompt_number": 51
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "pols.news_sources_24.value_counts()[:25].plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 27, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x5693870>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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PHiE4OLiJHfkaRW3XBAcH44033kBpaSnefvttzJ8/v0kbpaWliI6Oxo4dOxAb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\n"
      }
     ], 
     "prompt_number": 27
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "### Interpreting questionnaire answers that are given with a slider"
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "#### What does a high or low value in the party-specific slider questions mean?"
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "%time scatter(pols.political_views_2, pols.candidate_preferred_29, alpha=1.0/400)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "CPU times: user 1.24 s, sys: 0.01 s, total: 1.25 s", 
        "Wall time: 1.25 s"
       ]
      }, 
      {
       "output_type": "pyout", 
       "prompt_number": 52, 
       "text": [
        "<matplotlib.collections.PathCollection at 0x1df82f50>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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0Bb+5dKl8Gqds2eLeScqp8HP+8Q89/uMfnb/vp5/0it2HHnKfLCXRB7Twm+Gi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\n"
      }
     ], 
     "prompt_number": 52
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Clearly the political views slider correlates with the candidate slider, which suggests that the conservative choice is always on one side and the liberal on the other, for example."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "p2 = pols[[c.strip() for c in \"\"\"", 
      "party_1", 
      "political_views_2", 
      "foreign_policy_party_13", 
      "abortion_party_14", 
      "economy_party_15", 
      "economy_candidate_27", 
      "foreign_policy_candidate_28", 
      "candidate_preferred_29", 
      "\"\"\".split('\\n') if not c.strip()=='']].groupby('party_1')"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 61
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "p2.head(2)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th>party_1</th>", 
        "      <th>political_views_2</th>", 
        "      <th>foreign_policy_party_13</th>", 
        "      <th>abortion_party_14</th>", 
        "      <th>economy_party_15</th>", 
        "      <th>economy_candidate_27</th>", 
        "      <th>foreign_policy_candidate_28</th>", 
        "      <th>candidate_preferred_29</th>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>party_1</th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th rowspan=\"2\" valign=\"top\">closest to democratic party</th>", 
        "      <th>62 </th>", 
        "      <td> closest to democratic party</td>", 
        "      <td> 20</td>", 
        "      <td>  23</td>", 
        "      <td> 50</td>", 
        "      <td>  27</td>", 
        "      <td>NaN</td>", 
        "      <td>  28</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>63 </th>", 
        "      <td> closest to democratic party</td>", 
        "      <td> 20</td>", 
        "      <td>  23</td>", 
        "      <td> 50</td>", 
        "      <td>  27</td>", 
        "      <td>NaN</td>", 
        "      <td>  28</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th rowspan=\"2\" valign=\"top\">closest to republican party</th>", 
        "      <th>0  </th>", 
        "      <td> closest to republican party</td>", 
        "      <td> 73</td>", 
        "      <td> 100</td>", 
        "      <td> 56</td>", 
        "      <td> 100</td>", 
        "      <td>NaN</td>", 
        "      <td> 100</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>1  </th>", 
        "      <td> closest to republican party</td>", 
        "      <td> 73</td>", 
        "      <td> 100</td>", 
        "      <td> 56</td>", 
        "      <td> 100</td>", 
        "      <td>NaN</td>", 
        "      <td> 100</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th rowspan=\"2\" valign=\"top\">independent</th>", 
        "      <th>581</th>", 
        "      <td>                 independent</td>", 
        "      <td> 23</td>", 
        "      <td>   5</td>", 
        "      <td>  5</td>", 
        "      <td>   4</td>", 
        "      <td>NaN</td>", 
        "      <td>  50</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>582</th>", 
        "      <td>                 independent</td>", 
        "      <td> 23</td>", 
        "      <td>   5</td>", 
        "      <td>  5</td>", 
        "      <td>   4</td>", 
        "      <td>NaN</td>", 
        "      <td>  50</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th rowspan=\"2\" valign=\"top\">lean democrat</th>", 
        "      <th>105</th>", 
        "      <td>               lean democrat</td>", 
        "      <td> 34</td>", 
        "      <td>  31</td>", 
        "      <td> 10</td>", 
        "      <td>  21</td>", 
        "      <td>NaN</td>", 
        "      <td>   0</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>106</th>", 
        "      <td>               lean democrat</td>", 
        "      <td> 34</td>", 
        "      <td>  31</td>", 
        "      <td> 10</td>", 
        "      <td>  21</td>", 
        "      <td>NaN</td>", 
        "      <td>   0</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th rowspan=\"2\" valign=\"top\">lean republican</th>", 
        "      <th>168</th>", 
        "      <td>             lean republican</td>", 
        "      <td> 63</td>", 
        "      <td>  78</td>", 
        "      <td> 46</td>", 
        "      <td>  90</td>", 
        "      <td>NaN</td>", 
        "      <td>  81</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>169</th>", 
        "      <td>             lean republican</td>", 
        "      <td> 63</td>", 
        "      <td>  78</td>", 
        "      <td> 46</td>", 
        "      <td>  90</td>", 
        "      <td>NaN</td>", 
        "      <td>  81</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th rowspan=\"2\" valign=\"top\">no answer</th>", 
        "      <th>121</th>", 
        "      <td>                   no answer</td>", 
        "      <td> 58</td>", 
        "      <td>  79</td>", 
        "      <td>  0</td>", 
        "      <td>  27</td>", 
        "      <td>NaN</td>", 
        "      <td>  50</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>122</th>", 
        "      <td>                   no answer</td>", 
        "      <td> 58</td>", 
        "      <td>  79</td>", 
        "      <td>  0</td>", 
        "      <td>  27</td>", 
        "      <td>NaN</td>", 
        "      <td>  50</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 62, 
       "text": [
        "                                                     party_1  political_views_2  \\", 
        "party_1                                                                           ", 
        "closest to democratic party 62   closest to democratic party                 20   ", 
        "                            63   closest to democratic party                 20   ", 
        "closest to republican party 0    closest to republican party                 73   ", 
        "                            1    closest to republican party                 73   ", 
        "independent                 581                  independent                 23   ", 
        "                            582                  independent                 23   ", 
        "lean democrat               105                lean democrat                 34   ", 
        "                            106                lean democrat                 34   ", 
        "lean republican             168              lean republican                 63   ", 
        "                            169              lean republican                 63   ", 
        "no answer                   121                    no answer                 58   ", 
        "                            122                    no answer                 58   ", 
        "", 
        "                                 foreign_policy_party_13  abortion_party_14  \\", 
        "party_1                                                                       ", 
        "closest to democratic party 62                        23                 50   ", 
        "                            63                        23                 50   ", 
        "closest to republican party 0                        100                 56   ", 
        "                            1                        100                 56   ", 
        "independent                 581                        5                  5   ", 
        "                            582                        5                  5   ", 
        "lean democrat               105                       31                 10   ", 
        "                            106                       31                 10   ", 
        "lean republican             168                       78                 46   ", 
        "                            169                       78                 46   ", 
        "no answer                   121                       79                  0   ", 
        "                            122                       79                  0   ", 
        "", 
        "                                 economy_party_15  economy_candidate_27  \\", 
        "party_1                                                                   ", 
        "closest to democratic party 62                 27                   NaN   ", 
        "                            63                 27                   NaN   ", 
        "closest to republican party 0                 100                   NaN   ", 
        "                            1                 100                   NaN   ", 
        "independent                 581                 4                   NaN   ", 
        "                            582                 4                   NaN   ", 
        "lean democrat               105                21                   NaN   ", 
        "                            106                21                   NaN   ", 
        "lean republican             168                90                   NaN   ", 
        "                            169                90                   NaN   ", 
        "no answer                   121                27                   NaN   ", 
        "                            122                27                   NaN   ", 
        "", 
        "                                 foreign_policy_candidate_28  \\", 
        "party_1                                                        ", 
        "closest to democratic party 62                            28   ", 
        "                            63                            28   ", 
        "closest to republican party 0                            100   ", 
        "                            1                            100   ", 
        "independent                 581                           50   ", 
        "                            582                           50   ", 
        "lean democrat               105                            0   ", 
        "                            106                            0   ", 
        "lean republican             168                           81   ", 
        "                            169                           81   ", 
        "no answer                   121                           50   ", 
        "                            122                           50   ", 
        "", 
        "                                 candidate_preferred_29  ", 
        "party_1                                                  ", 
        "closest to democratic party 62                      NaN  ", 
        "                            63                      NaN  ", 
        "closest to republican party 0                       NaN  ", 
        "                            1                       NaN  ", 
        "independent                 581                     NaN  ", 
        "                            582                     NaN  ", 
        "lean democrat               105                     NaN  ", 
        "                            106                     NaN  ", 
        "lean republican             168                     NaN  ", 
        "                            169                     NaN  ", 
        "no answer                   121                     NaN  ", 
        "                            122                     NaN  "
       ]
      }
     ], 
     "prompt_number": 62
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "p2.aggregate(np.average)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>political_views_2</th>", 
        "      <th>foreign_policy_party_13</th>", 
        "      <th>abortion_party_14</th>", 
        "      <th>economy_party_15</th>", 
        "      <th>economy_candidate_27</th>", 
        "      <th>foreign_policy_candidate_28</th>", 
        "      <th>candidate_preferred_29</th>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>party_1</th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "      <th></th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>closest to democratic party</th>", 
        "      <td> 20.332649</td>", 
        "      <td> 24.421116</td>", 
        "      <td> 14.377450</td>", 
        "      <td> 21.843162</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>closest to republican party</th>", 
        "      <td> 79.671523</td>", 
        "      <td> 80.305494</td>", 
        "      <td> 68.528184</td>", 
        "      <td> 87.919181</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>independent</th>", 
        "      <td> 46.119535</td>", 
        "      <td> 48.697849</td>", 
        "      <td> 40.619739</td>", 
        "      <td> 52.364417</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>lean democrat</th>", 
        "      <td> 35.226116</td>", 
        "      <td> 36.128599</td>", 
        "      <td> 24.834810</td>", 
        "      <td> 36.727172</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>lean republican</th>", 
        "      <td> 62.788921</td>", 
        "      <td> 64.867993</td>", 
        "      <td> 47.917152</td>", 
        "      <td> 74.031268</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>no answer</th>", 
        "      <td> 42.362053</td>", 
        "      <td> 43.073551</td>", 
        "      <td> 32.219754</td>", 
        "      <td> 42.798259</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "      <td>NaN</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 63, 
       "text": [
        "                             political_views_2  foreign_policy_party_13  \\", 
        "party_1                                                                   ", 
        "closest to democratic party          20.332649                24.421116   ", 
        "closest to republican party          79.671523                80.305494   ", 
        "independent                          46.119535                48.697849   ", 
        "lean democrat                        35.226116                36.128599   ", 
        "lean republican                      62.788921                64.867993   ", 
        "no answer                            42.362053                43.073551   ", 
        "", 
        "                             abortion_party_14  economy_party_15  \\", 
        "party_1                                                            ", 
        "closest to democratic party          14.377450         21.843162   ", 
        "closest to republican party          68.528184         87.919181   ", 
        "independent                          40.619739         52.364417   ", 
        "lean democrat                        24.834810         36.727172   ", 
        "lean republican                      47.917152         74.031268   ", 
        "no answer                            32.219754         42.798259   ", 
        "", 
        "                             economy_candidate_27  foreign_policy_candidate_28  \\", 
        "party_1                                                                          ", 
        "closest to democratic party                   NaN                          NaN   ", 
        "closest to republican party                   NaN                          NaN   ", 
        "independent                                   NaN                          NaN   ", 
        "lean democrat                                 NaN                          NaN   ", 
        "lean republican                               NaN                          NaN   ", 
        "no answer                                     NaN                          NaN   ", 
        "", 
        "                             candidate_preferred_29  ", 
        "party_1                                              ", 
        "closest to democratic party                     NaN  ", 
        "closest to republican party                     NaN  ", 
        "independent                                     NaN  ", 
        "lean democrat                                   NaN  ", 
        "lean republican                                 NaN  ", 
        "no answer                                       NaN  "
       ]
      }
     ], 
     "prompt_number": 63
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Clearly, the slider was set such that the high number (close to 100) was the republican choice and the low number (close to 0) was the democratic choice."
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "## The reactions part"
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "r3['Reaction_who'] = r3.Reaction.str.split(':').str.get(0)", 
      "r3['Reaction_what'] = r3.Reaction.str.split(':').str.get(1)"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 18
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "r3[['Time','Reaction','Reaction_who','Reaction_what']].head(2)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">", 
        "<table border=\"1\" class=\"dataframe\">", 
        "  <thead>", 
        "    <tr style=\"text-align: right;\">", 
        "      <th></th>", 
        "      <th>Time</th>", 
        "      <th>Reaction</th>", 
        "      <th>Reaction_who</th>", 
        "      <th>Reaction_what</th>", 
        "    </tr>", 
        "  </thead>", 
        "  <tbody>", 
        "    <tr>", 
        "      <th>0</th>", 
        "      <td> 2012-10-04 01:03:50.179</td>", 
        "      <td> Moderator:Agree</td>", 
        "      <td> Moderator</td>", 
        "      <td> Agree</td>", 
        "    </tr>", 
        "    <tr>", 
        "      <th>1</th>", 
        "      <td> 2012-10-04 01:05:17.907</td>", 
        "      <td>      Obama:Spin</td>", 
        "      <td>     Obama</td>", 
        "      <td>  Spin</td>", 
        "    </tr>", 
        "  </tbody>", 
        "</table>", 
        "</div>"
       ], 
       "output_type": "pyout", 
       "prompt_number": 29, 
       "text": [
        "                      Time         Reaction Reaction_who Reaction_what", 
        "0  2012-10-04 01:03:50.179  Moderator:Agree    Moderator         Agree", 
        "1  2012-10-04 01:05:17.907       Obama:Spin        Obama          Spin"
       ]
      }
     ], 
     "prompt_number": 29
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "r3.Reaction_who.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 25, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1312e8d0>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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      }
     ], 
     "prompt_number": 25
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "r3.Reaction_what.value_counts().plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 26, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x13129bb0>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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m+kw+bV+rjYiIfJNWS21EROT72HiIiEgpNh4iIlKKjYeIiJRi4yEiIqXYeIiI\nSKn/ByJwvql5KcBEAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 26
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "r3.UserID.value_counts()[:50].plot(kind='barh')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 28, 
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x130c2a90>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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9998z1e6wsLBeL90RFxeHtbU1sx9saGhAXV0dFBQUhJin7r8bGhrg7++Ply9f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\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J6erqUlZWFhER3bt3jwwNDampqYlkZWVJT0+Pnj59Sl9//TVxuVxas2YNNTU1kbKyMkPS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NSknZ0du3btyl27drGsrIzOzs68e/cuc3NzhShNbTGVvLw81q1bl2ZmZgwKCqKjoyMNDAxY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\nAABJRU5ErkJggg==\n"
      }
     ], 
     "prompt_number": 28
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [], 
     "language": "python", 
     "outputs": []
    }
   ]
  }
 ]
}