Basics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "star_wars = pd.read_csv(\"star_wars.csv\", encoding= \"ISO-8859-1\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # 2: Introduction\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['RespondentID',\n",
      "       'Have you seen any of the 6 films in the Star Wars franchise?',\n",
      "       'Do you consider yourself to be a fan of the Star Wars film franchise?',\n",
      "       'Which of the following Star Wars films have you seen? Please select all that apply.',\n",
      "       'Unnamed: 4', 'Unnamed: 5', 'Unnamed: 6', 'Unnamed: 7', 'Unnamed: 8',\n",
      "       'Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.',\n",
      "       'Unnamed: 10', 'Unnamed: 11', 'Unnamed: 12', 'Unnamed: 13',\n",
      "       'Unnamed: 14',\n",
      "       'Please state whether you view the following characters favorably, unfavorably, or are unfamiliar with him/her.',\n",
      "       'Unnamed: 16', 'Unnamed: 17', 'Unnamed: 18', 'Unnamed: 19',\n",
      "       'Unnamed: 20', 'Unnamed: 21', 'Unnamed: 22', 'Unnamed: 23',\n",
      "       'Unnamed: 24', 'Unnamed: 25', 'Unnamed: 26', 'Unnamed: 27',\n",
      "       'Unnamed: 28', 'Which character shot first?',\n",
      "       'Are you familiar with the Expanded Universe?',\n",
      "       'Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦',\n",
      "       'Do you consider yourself to be a fan of the Star Trek franchise?',\n",
      "       'Gender', 'Age', 'Household Income', 'Education',\n",
      "       'Location (Census Region)'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RespondentID</th>\n",
       "      <th>Have you seen any of the 6 films in the Star Wars franchise?</th>\n",
       "      <th>Do you consider yourself to be a fan of the Star Wars film franchise?</th>\n",
       "      <th>Which of the following Star Wars films have you seen? Please select all that apply.</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 28</th>\n",
       "      <th>Which character shot first?</th>\n",
       "      <th>Are you familiar with the Expanded Universe?</th>\n",
       "      <th>Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦</th>\n",
       "      <th>Do you consider yourself to be a fan of the Star Trek franchise?</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Household Income</th>\n",
       "      <th>Education</th>\n",
       "      <th>Location (Census Region)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>...</td>\n",
       "      <td>Yoda</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "      <td>Response</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.292880e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.292880e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.292765e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Unfamiliar (N/A)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.292763e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.292731e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.292719e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.292685e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.292664e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.292654e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   RespondentID Have you seen any of the 6 films in the Star Wars franchise?  \\\n",
       "0           NaN                                           Response             \n",
       "1  3.292880e+09                                                Yes             \n",
       "2  3.292880e+09                                                 No             \n",
       "3  3.292765e+09                                                Yes             \n",
       "4  3.292763e+09                                                Yes             \n",
       "5  3.292731e+09                                                Yes             \n",
       "6  3.292719e+09                                                Yes             \n",
       "7  3.292685e+09                                                Yes             \n",
       "8  3.292664e+09                                                Yes             \n",
       "9  3.292654e+09                                                Yes             \n",
       "\n",
       "  Do you consider yourself to be a fan of the Star Wars film franchise?  \\\n",
       "0                                           Response                      \n",
       "1                                                Yes                      \n",
       "2                                                NaN                      \n",
       "3                                                 No                      \n",
       "4                                                Yes                      \n",
       "5                                                Yes                      \n",
       "6                                                Yes                      \n",
       "7                                                Yes                      \n",
       "8                                                Yes                      \n",
       "9                                                Yes                      \n",
       "\n",
       "  Which of the following Star Wars films have you seen? Please select all that apply.  \\\n",
       "0           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1           Star Wars: Episode I  The Phantom Menace                                    \n",
       "2                                                NaN                                    \n",
       "3           Star Wars: Episode I  The Phantom Menace                                    \n",
       "4           Star Wars: Episode I  The Phantom Menace                                    \n",
       "5           Star Wars: Episode I  The Phantom Menace                                    \n",
       "6           Star Wars: Episode I  The Phantom Menace                                    \n",
       "7           Star Wars: Episode I  The Phantom Menace                                    \n",
       "8           Star Wars: Episode I  The Phantom Menace                                    \n",
       "9           Star Wars: Episode I  The Phantom Menace                                    \n",
       "\n",
       "                                    Unnamed: 4  \\\n",
       "0  Star Wars: Episode II  Attack of the Clones   \n",
       "1  Star Wars: Episode II  Attack of the Clones   \n",
       "2                                          NaN   \n",
       "3  Star Wars: Episode II  Attack of the Clones   \n",
       "4  Star Wars: Episode II  Attack of the Clones   \n",
       "5  Star Wars: Episode II  Attack of the Clones   \n",
       "6  Star Wars: Episode II  Attack of the Clones   \n",
       "7  Star Wars: Episode II  Attack of the Clones   \n",
       "8  Star Wars: Episode II  Attack of the Clones   \n",
       "9  Star Wars: Episode II  Attack of the Clones   \n",
       "\n",
       "                                    Unnamed: 5  \\\n",
       "0  Star Wars: Episode III  Revenge of the Sith   \n",
       "1  Star Wars: Episode III  Revenge of the Sith   \n",
       "2                                          NaN   \n",
       "3  Star Wars: Episode III  Revenge of the Sith   \n",
       "4  Star Wars: Episode III  Revenge of the Sith   \n",
       "5  Star Wars: Episode III  Revenge of the Sith   \n",
       "6  Star Wars: Episode III  Revenge of the Sith   \n",
       "7  Star Wars: Episode III  Revenge of the Sith   \n",
       "8  Star Wars: Episode III  Revenge of the Sith   \n",
       "9  Star Wars: Episode III  Revenge of the Sith   \n",
       "\n",
       "                          Unnamed: 6  \\\n",
       "0  Star Wars: Episode IV  A New Hope   \n",
       "1  Star Wars: Episode IV  A New Hope   \n",
       "2                                NaN   \n",
       "3                                NaN   \n",
       "4  Star Wars: Episode IV  A New Hope   \n",
       "5  Star Wars: Episode IV  A New Hope   \n",
       "6  Star Wars: Episode IV  A New Hope   \n",
       "7  Star Wars: Episode IV  A New Hope   \n",
       "8  Star Wars: Episode IV  A New Hope   \n",
       "9  Star Wars: Episode IV  A New Hope   \n",
       "\n",
       "                                     Unnamed: 7  \\\n",
       "0  Star Wars: Episode V The Empire Strikes Back   \n",
       "1  Star Wars: Episode V The Empire Strikes Back   \n",
       "2                                           NaN   \n",
       "3                                           NaN   \n",
       "4  Star Wars: Episode V The Empire Strikes Back   \n",
       "5  Star Wars: Episode V The Empire Strikes Back   \n",
       "6  Star Wars: Episode V The Empire Strikes Back   \n",
       "7  Star Wars: Episode V The Empire Strikes Back   \n",
       "8  Star Wars: Episode V The Empire Strikes Back   \n",
       "9  Star Wars: Episode V The Empire Strikes Back   \n",
       "\n",
       "                                 Unnamed: 8  \\\n",
       "0  Star Wars: Episode VI Return of the Jedi   \n",
       "1  Star Wars: Episode VI Return of the Jedi   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4  Star Wars: Episode VI Return of the Jedi   \n",
       "5  Star Wars: Episode VI Return of the Jedi   \n",
       "6  Star Wars: Episode VI Return of the Jedi   \n",
       "7  Star Wars: Episode VI Return of the Jedi   \n",
       "8  Star Wars: Episode VI Return of the Jedi   \n",
       "9  Star Wars: Episode VI Return of the Jedi   \n",
       "\n",
       "  Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.  \\\n",
       "0           Star Wars: Episode I  The Phantom Menace                                                                                              \n",
       "1                                                  3                                                                                              \n",
       "2                                                NaN                                                                                              \n",
       "3                                                  1                                                                                              \n",
       "4                                                  5                                                                                              \n",
       "5                                                  5                                                                                              \n",
       "6                                                  1                                                                                              \n",
       "7                                                  6                                                                                              \n",
       "8                                                  4                                                                                              \n",
       "9                                                  5                                                                                              \n",
       "\n",
       "            ...                    Unnamed: 28  \\\n",
       "0           ...                           Yoda   \n",
       "1           ...                 Very favorably   \n",
       "2           ...                            NaN   \n",
       "3           ...               Unfamiliar (N/A)   \n",
       "4           ...                 Very favorably   \n",
       "5           ...             Somewhat favorably   \n",
       "6           ...                 Very favorably   \n",
       "7           ...                 Very favorably   \n",
       "8           ...                 Very favorably   \n",
       "9           ...             Somewhat favorably   \n",
       "\n",
       "        Which character shot first?  \\\n",
       "0                          Response   \n",
       "1  I don't understand this question   \n",
       "2                               NaN   \n",
       "3  I don't understand this question   \n",
       "4  I don't understand this question   \n",
       "5                            Greedo   \n",
       "6                               Han   \n",
       "7                               Han   \n",
       "8                               Han   \n",
       "9                               Han   \n",
       "\n",
       "  Are you familiar with the Expanded Universe?  \\\n",
       "0                                     Response   \n",
       "1                                          Yes   \n",
       "2                                          NaN   \n",
       "3                                           No   \n",
       "4                                           No   \n",
       "5                                          Yes   \n",
       "6                                          Yes   \n",
       "7                                          Yes   \n",
       "8                                           No   \n",
       "9                                           No   \n",
       "\n",
       "  Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦  \\\n",
       "0                                           Response                   \n",
       "1                                                 No                   \n",
       "2                                                NaN                   \n",
       "3                                                NaN                   \n",
       "4                                                NaN                   \n",
       "5                                                 No                   \n",
       "6                                                 No                   \n",
       "7                                                 No                   \n",
       "8                                                NaN                   \n",
       "9                                                NaN                   \n",
       "\n",
       "  Do you consider yourself to be a fan of the Star Trek franchise?    Gender  \\\n",
       "0                                           Response                Response   \n",
       "1                                                 No                    Male   \n",
       "2                                                Yes                    Male   \n",
       "3                                                 No                    Male   \n",
       "4                                                Yes                    Male   \n",
       "5                                                 No                    Male   \n",
       "6                                                Yes                    Male   \n",
       "7                                                 No                    Male   \n",
       "8                                                Yes                    Male   \n",
       "9                                                 No                    Male   \n",
       "\n",
       "        Age     Household Income                         Education  \\\n",
       "0  Response             Response                          Response   \n",
       "1     18-29                  NaN                High school degree   \n",
       "2     18-29         $0 - $24,999                   Bachelor degree   \n",
       "3     18-29         $0 - $24,999                High school degree   \n",
       "4     18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "5     18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "6     18-29    $25,000 - $49,999                   Bachelor degree   \n",
       "7     18-29                  NaN                High school degree   \n",
       "8     18-29                  NaN                High school degree   \n",
       "9     18-29         $0 - $24,999  Some college or Associate degree   \n",
       "\n",
       "  Location (Census Region)  \n",
       "0                 Response  \n",
       "1           South Atlantic  \n",
       "2       West South Central  \n",
       "3       West North Central  \n",
       "4       West North Central  \n",
       "5       West North Central  \n",
       "6          Middle Atlantic  \n",
       "7       East North Central  \n",
       "8           South Atlantic  \n",
       "9           South Atlantic  \n",
       "\n",
       "[10 rows x 38 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(star_wars.columns)\n",
    "star_wars.head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RespondentID</th>\n",
       "      <th>Have you seen any of the 6 films in the Star Wars franchise?</th>\n",
       "      <th>Do you consider yourself to be a fan of the Star Wars film franchise?</th>\n",
       "      <th>Which of the following Star Wars films have you seen? Please select all that apply.</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 28</th>\n",
       "      <th>Which character shot first?</th>\n",
       "      <th>Are you familiar with the Expanded Universe?</th>\n",
       "      <th>Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦</th>\n",
       "      <th>Do you consider yourself to be a fan of the Star Trek franchise?</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Household Income</th>\n",
       "      <th>Education</th>\n",
       "      <th>Location (Census Region)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.292880e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.292880e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.292765e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Unfamiliar (N/A)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.292763e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.292731e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.292719e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.292685e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.292664e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.292654e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.292640e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.292638e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.292635e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.292609e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.292597e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>30-44</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>Mountain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3.292587e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3.292583e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3.292581e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very unfavorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>New England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3.292573e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3.292565e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3.292562e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3.292522e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3.292521e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Neither favorably nor unfavorably (neutral)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3.292512e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.292483e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.292465e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.292448e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>East South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3.292420e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.292384e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.292380e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3.292377e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$150,000+</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>3.288426e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158</th>\n",
       "      <td>3.288423e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>3.288423e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>3.288422e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>3.288421e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>3.288418e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Neither favorably nor unfavorably (neutral)</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>3.288418e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>3.288417e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>New England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>3.288415e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Neither favorably nor unfavorably (neutral)</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>3.288414e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Mountain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>3.288413e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$150,000+</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>3.288410e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>3.288410e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>$150,000+</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>3.288409e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>3.288403e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>3.288403e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat unfavorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>$25,000 - $49,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Mountain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>3.288403e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>3.288403e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>3.288402e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>3.288401e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>3.288398e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Neither favorably nor unfavorably (neutral)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>3.288396e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>3.288395e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less than high school degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>3.288392e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>3.288390e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>3.288389e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>3.288379e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Mountain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>3.288375e+09</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>30-44</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>Middle Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>3.288373e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>Han</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-60</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>East North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>3.288373e+09</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Very unfavorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>&gt; 60</td>\n",
       "      <td>$50,000 - $99,999</td>\n",
       "      <td>Graduate degree</td>\n",
       "      <td>Pacific</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1186 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      RespondentID  \\\n",
       "1     3.292880e+09   \n",
       "2     3.292880e+09   \n",
       "3     3.292765e+09   \n",
       "4     3.292763e+09   \n",
       "5     3.292731e+09   \n",
       "6     3.292719e+09   \n",
       "7     3.292685e+09   \n",
       "8     3.292664e+09   \n",
       "9     3.292654e+09   \n",
       "10    3.292640e+09   \n",
       "11    3.292638e+09   \n",
       "12    3.292635e+09   \n",
       "13    3.292609e+09   \n",
       "14    3.292597e+09   \n",
       "15    3.292587e+09   \n",
       "16    3.292583e+09   \n",
       "17    3.292581e+09   \n",
       "18    3.292573e+09   \n",
       "19    3.292565e+09   \n",
       "20    3.292562e+09   \n",
       "21    3.292522e+09   \n",
       "22    3.292521e+09   \n",
       "23    3.292512e+09   \n",
       "24    3.292483e+09   \n",
       "25    3.292465e+09   \n",
       "26    3.292448e+09   \n",
       "27    3.292420e+09   \n",
       "28    3.292384e+09   \n",
       "29    3.292380e+09   \n",
       "30    3.292377e+09   \n",
       "...            ...   \n",
       "1157  3.288426e+09   \n",
       "1158  3.288423e+09   \n",
       "1159  3.288423e+09   \n",
       "1160  3.288422e+09   \n",
       "1161  3.288421e+09   \n",
       "1162  3.288418e+09   \n",
       "1163  3.288418e+09   \n",
       "1164  3.288417e+09   \n",
       "1165  3.288415e+09   \n",
       "1166  3.288414e+09   \n",
       "1167  3.288413e+09   \n",
       "1168  3.288410e+09   \n",
       "1169  3.288410e+09   \n",
       "1170  3.288409e+09   \n",
       "1171  3.288403e+09   \n",
       "1172  3.288403e+09   \n",
       "1173  3.288403e+09   \n",
       "1174  3.288403e+09   \n",
       "1175  3.288402e+09   \n",
       "1176  3.288401e+09   \n",
       "1177  3.288398e+09   \n",
       "1178  3.288396e+09   \n",
       "1179  3.288395e+09   \n",
       "1180  3.288392e+09   \n",
       "1181  3.288390e+09   \n",
       "1182  3.288389e+09   \n",
       "1183  3.288379e+09   \n",
       "1184  3.288375e+09   \n",
       "1185  3.288373e+09   \n",
       "1186  3.288373e+09   \n",
       "\n",
       "     Have you seen any of the 6 films in the Star Wars franchise?  \\\n",
       "1                                                   Yes             \n",
       "2                                                    No             \n",
       "3                                                   Yes             \n",
       "4                                                   Yes             \n",
       "5                                                   Yes             \n",
       "6                                                   Yes             \n",
       "7                                                   Yes             \n",
       "8                                                   Yes             \n",
       "9                                                   Yes             \n",
       "10                                                  Yes             \n",
       "11                                                  Yes             \n",
       "12                                                   No             \n",
       "13                                                  Yes             \n",
       "14                                                  Yes             \n",
       "15                                                  Yes             \n",
       "16                                                  Yes             \n",
       "17                                                  Yes             \n",
       "18                                                  Yes             \n",
       "19                                                  Yes             \n",
       "20                                                  Yes             \n",
       "21                                                  Yes             \n",
       "22                                                  Yes             \n",
       "23                                                  Yes             \n",
       "24                                                  Yes             \n",
       "25                                                  Yes             \n",
       "26                                                   No             \n",
       "27                                                  Yes             \n",
       "28                                                  Yes             \n",
       "29                                                  Yes             \n",
       "30                                                  Yes             \n",
       "...                                                 ...             \n",
       "1157                                                Yes             \n",
       "1158                                                 No             \n",
       "1159                                                Yes             \n",
       "1160                                                 No             \n",
       "1161                                                Yes             \n",
       "1162                                                Yes             \n",
       "1163                                                Yes             \n",
       "1164                                                Yes             \n",
       "1165                                                Yes             \n",
       "1166                                                Yes             \n",
       "1167                                                Yes             \n",
       "1168                                                Yes             \n",
       "1169                                                 No             \n",
       "1170                                                Yes             \n",
       "1171                                                 No             \n",
       "1172                                                Yes             \n",
       "1173                                                Yes             \n",
       "1174                                                Yes             \n",
       "1175                                                Yes             \n",
       "1176                                                Yes             \n",
       "1177                                                Yes             \n",
       "1178                                                Yes             \n",
       "1179                                                 No             \n",
       "1180                                                Yes             \n",
       "1181                                                Yes             \n",
       "1182                                                Yes             \n",
       "1183                                                Yes             \n",
       "1184                                                 No             \n",
       "1185                                                Yes             \n",
       "1186                                                Yes             \n",
       "\n",
       "     Do you consider yourself to be a fan of the Star Wars film franchise?  \\\n",
       "1                                                   Yes                      \n",
       "2                                                   NaN                      \n",
       "3                                                    No                      \n",
       "4                                                   Yes                      \n",
       "5                                                   Yes                      \n",
       "6                                                   Yes                      \n",
       "7                                                   Yes                      \n",
       "8                                                   Yes                      \n",
       "9                                                   Yes                      \n",
       "10                                                   No                      \n",
       "11                                                  NaN                      \n",
       "12                                                  NaN                      \n",
       "13                                                   No                      \n",
       "14                                                  Yes                      \n",
       "15                                                  Yes                      \n",
       "16                                                  Yes                      \n",
       "17                                                  Yes                      \n",
       "18                                                  Yes                      \n",
       "19                                                  Yes                      \n",
       "20                                                  Yes                      \n",
       "21                                                  Yes                      \n",
       "22                                                   No                      \n",
       "23                                                  Yes                      \n",
       "24                                                  Yes                      \n",
       "25                                                  Yes                      \n",
       "26                                                  NaN                      \n",
       "27                                                  Yes                      \n",
       "28                                                  Yes                      \n",
       "29                                                  Yes                      \n",
       "30                                                  Yes                      \n",
       "...                                                 ...                      \n",
       "1157                                                 No                      \n",
       "1158                                                NaN                      \n",
       "1159                                                 No                      \n",
       "1160                                                NaN                      \n",
       "1161                                                 No                      \n",
       "1162                                                 No                      \n",
       "1163                                                Yes                      \n",
       "1164                                                 No                      \n",
       "1165                                                 No                      \n",
       "1166                                                Yes                      \n",
       "1167                                                Yes                      \n",
       "1168                                                 No                      \n",
       "1169                                                NaN                      \n",
       "1170                                                Yes                      \n",
       "1171                                                NaN                      \n",
       "1172                                                Yes                      \n",
       "1173                                                Yes                      \n",
       "1174                                                Yes                      \n",
       "1175                                                 No                      \n",
       "1176                                                Yes                      \n",
       "1177                                                 No                      \n",
       "1178                                                 No                      \n",
       "1179                                                NaN                      \n",
       "1180                                                Yes                      \n",
       "1181                                                Yes                      \n",
       "1182                                                Yes                      \n",
       "1183                                                Yes                      \n",
       "1184                                                NaN                      \n",
       "1185                                                Yes                      \n",
       "1186                                                 No                      \n",
       "\n",
       "     Which of the following Star Wars films have you seen? Please select all that apply.  \\\n",
       "1              Star Wars: Episode I  The Phantom Menace                                    \n",
       "2                                                   NaN                                    \n",
       "3              Star Wars: Episode I  The Phantom Menace                                    \n",
       "4              Star Wars: Episode I  The Phantom Menace                                    \n",
       "5              Star Wars: Episode I  The Phantom Menace                                    \n",
       "6              Star Wars: Episode I  The Phantom Menace                                    \n",
       "7              Star Wars: Episode I  The Phantom Menace                                    \n",
       "8              Star Wars: Episode I  The Phantom Menace                                    \n",
       "9              Star Wars: Episode I  The Phantom Menace                                    \n",
       "10                                                  NaN                                    \n",
       "11                                                  NaN                                    \n",
       "12                                                  NaN                                    \n",
       "13             Star Wars: Episode I  The Phantom Menace                                    \n",
       "14             Star Wars: Episode I  The Phantom Menace                                    \n",
       "15             Star Wars: Episode I  The Phantom Menace                                    \n",
       "16             Star Wars: Episode I  The Phantom Menace                                    \n",
       "17                                                  NaN                                    \n",
       "18             Star Wars: Episode I  The Phantom Menace                                    \n",
       "19             Star Wars: Episode I  The Phantom Menace                                    \n",
       "20             Star Wars: Episode I  The Phantom Menace                                    \n",
       "21             Star Wars: Episode I  The Phantom Menace                                    \n",
       "22             Star Wars: Episode I  The Phantom Menace                                    \n",
       "23             Star Wars: Episode I  The Phantom Menace                                    \n",
       "24             Star Wars: Episode I  The Phantom Menace                                    \n",
       "25             Star Wars: Episode I  The Phantom Menace                                    \n",
       "26                                                  NaN                                    \n",
       "27             Star Wars: Episode I  The Phantom Menace                                    \n",
       "28             Star Wars: Episode I  The Phantom Menace                                    \n",
       "29             Star Wars: Episode I  The Phantom Menace                                    \n",
       "30             Star Wars: Episode I  The Phantom Menace                                    \n",
       "...                                                 ...                                    \n",
       "1157           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1158                                                NaN                                    \n",
       "1159                                                NaN                                    \n",
       "1160                                                NaN                                    \n",
       "1161           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1162           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1163           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1164                                                NaN                                    \n",
       "1165           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1166           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1167           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1168           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1169                                                NaN                                    \n",
       "1170           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1171                                                NaN                                    \n",
       "1172           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1173                                                NaN                                    \n",
       "1174           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1175           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1176           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1177           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1178           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1179                                                NaN                                    \n",
       "1180                                                NaN                                    \n",
       "1181           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1182           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1183           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1184                                                NaN                                    \n",
       "1185           Star Wars: Episode I  The Phantom Menace                                    \n",
       "1186           Star Wars: Episode I  The Phantom Menace                                    \n",
       "\n",
       "                                       Unnamed: 4  \\\n",
       "1     Star Wars: Episode II  Attack of the Clones   \n",
       "2                                             NaN   \n",
       "3     Star Wars: Episode II  Attack of the Clones   \n",
       "4     Star Wars: Episode II  Attack of the Clones   \n",
       "5     Star Wars: Episode II  Attack of the Clones   \n",
       "6     Star Wars: Episode II  Attack of the Clones   \n",
       "7     Star Wars: Episode II  Attack of the Clones   \n",
       "8     Star Wars: Episode II  Attack of the Clones   \n",
       "9     Star Wars: Episode II  Attack of the Clones   \n",
       "10    Star Wars: Episode II  Attack of the Clones   \n",
       "11                                            NaN   \n",
       "12                                            NaN   \n",
       "13    Star Wars: Episode II  Attack of the Clones   \n",
       "14    Star Wars: Episode II  Attack of the Clones   \n",
       "15    Star Wars: Episode II  Attack of the Clones   \n",
       "16    Star Wars: Episode II  Attack of the Clones   \n",
       "17                                            NaN   \n",
       "18    Star Wars: Episode II  Attack of the Clones   \n",
       "19    Star Wars: Episode II  Attack of the Clones   \n",
       "20    Star Wars: Episode II  Attack of the Clones   \n",
       "21    Star Wars: Episode II  Attack of the Clones   \n",
       "22    Star Wars: Episode II  Attack of the Clones   \n",
       "23    Star Wars: Episode II  Attack of the Clones   \n",
       "24    Star Wars: Episode II  Attack of the Clones   \n",
       "25    Star Wars: Episode II  Attack of the Clones   \n",
       "26                                            NaN   \n",
       "27    Star Wars: Episode II  Attack of the Clones   \n",
       "28    Star Wars: Episode II  Attack of the Clones   \n",
       "29    Star Wars: Episode II  Attack of the Clones   \n",
       "30    Star Wars: Episode II  Attack of the Clones   \n",
       "...                                           ...   \n",
       "1157  Star Wars: Episode II  Attack of the Clones   \n",
       "1158                                          NaN   \n",
       "1159                                          NaN   \n",
       "1160                                          NaN   \n",
       "1161                                          NaN   \n",
       "1162  Star Wars: Episode II  Attack of the Clones   \n",
       "1163                                          NaN   \n",
       "1164                                          NaN   \n",
       "1165  Star Wars: Episode II  Attack of the Clones   \n",
       "1166  Star Wars: Episode II  Attack of the Clones   \n",
       "1167  Star Wars: Episode II  Attack of the Clones   \n",
       "1168                                          NaN   \n",
       "1169                                          NaN   \n",
       "1170                                          NaN   \n",
       "1171                                          NaN   \n",
       "1172  Star Wars: Episode II  Attack of the Clones   \n",
       "1173                                          NaN   \n",
       "1174  Star Wars: Episode II  Attack of the Clones   \n",
       "1175  Star Wars: Episode II  Attack of the Clones   \n",
       "1176  Star Wars: Episode II  Attack of the Clones   \n",
       "1177  Star Wars: Episode II  Attack of the Clones   \n",
       "1178  Star Wars: Episode II  Attack of the Clones   \n",
       "1179                                          NaN   \n",
       "1180                                          NaN   \n",
       "1181  Star Wars: Episode II  Attack of the Clones   \n",
       "1182  Star Wars: Episode II  Attack of the Clones   \n",
       "1183  Star Wars: Episode II  Attack of the Clones   \n",
       "1184                                          NaN   \n",
       "1185  Star Wars: Episode II  Attack of the Clones   \n",
       "1186  Star Wars: Episode II  Attack of the Clones   \n",
       "\n",
       "                                       Unnamed: 5  \\\n",
       "1     Star Wars: Episode III  Revenge of the Sith   \n",
       "2                                             NaN   \n",
       "3     Star Wars: Episode III  Revenge of the Sith   \n",
       "4     Star Wars: Episode III  Revenge of the Sith   \n",
       "5     Star Wars: Episode III  Revenge of the Sith   \n",
       "6     Star Wars: Episode III  Revenge of the Sith   \n",
       "7     Star Wars: Episode III  Revenge of the Sith   \n",
       "8     Star Wars: Episode III  Revenge of the Sith   \n",
       "9     Star Wars: Episode III  Revenge of the Sith   \n",
       "10                                            NaN   \n",
       "11                                            NaN   \n",
       "12                                            NaN   \n",
       "13    Star Wars: Episode III  Revenge of the Sith   \n",
       "14    Star Wars: Episode III  Revenge of the Sith   \n",
       "15    Star Wars: Episode III  Revenge of the Sith   \n",
       "16    Star Wars: Episode III  Revenge of the Sith   \n",
       "17                                            NaN   \n",
       "18    Star Wars: Episode III  Revenge of the Sith   \n",
       "19    Star Wars: Episode III  Revenge of the Sith   \n",
       "20    Star Wars: Episode III  Revenge of the Sith   \n",
       "21    Star Wars: Episode III  Revenge of the Sith   \n",
       "22    Star Wars: Episode III  Revenge of the Sith   \n",
       "23    Star Wars: Episode III  Revenge of the Sith   \n",
       "24    Star Wars: Episode III  Revenge of the Sith   \n",
       "25    Star Wars: Episode III  Revenge of the Sith   \n",
       "26                                            NaN   \n",
       "27    Star Wars: Episode III  Revenge of the Sith   \n",
       "28    Star Wars: Episode III  Revenge of the Sith   \n",
       "29    Star Wars: Episode III  Revenge of the Sith   \n",
       "30    Star Wars: Episode III  Revenge of the Sith   \n",
       "...                                           ...   \n",
       "1157  Star Wars: Episode III  Revenge of the Sith   \n",
       "1158                                          NaN   \n",
       "1159                                          NaN   \n",
       "1160                                          NaN   \n",
       "1161  Star Wars: Episode III  Revenge of the Sith   \n",
       "1162  Star Wars: Episode III  Revenge of the Sith   \n",
       "1163                                          NaN   \n",
       "1164                                          NaN   \n",
       "1165  Star Wars: Episode III  Revenge of the Sith   \n",
       "1166  Star Wars: Episode III  Revenge of the Sith   \n",
       "1167  Star Wars: Episode III  Revenge of the Sith   \n",
       "1168                                          NaN   \n",
       "1169                                          NaN   \n",
       "1170                                          NaN   \n",
       "1171                                          NaN   \n",
       "1172  Star Wars: Episode III  Revenge of the Sith   \n",
       "1173                                          NaN   \n",
       "1174  Star Wars: Episode III  Revenge of the Sith   \n",
       "1175  Star Wars: Episode III  Revenge of the Sith   \n",
       "1176  Star Wars: Episode III  Revenge of the Sith   \n",
       "1177                                          NaN   \n",
       "1178  Star Wars: Episode III  Revenge of the Sith   \n",
       "1179                                          NaN   \n",
       "1180                                          NaN   \n",
       "1181  Star Wars: Episode III  Revenge of the Sith   \n",
       "1182  Star Wars: Episode III  Revenge of the Sith   \n",
       "1183  Star Wars: Episode III  Revenge of the Sith   \n",
       "1184                                          NaN   \n",
       "1185  Star Wars: Episode III  Revenge of the Sith   \n",
       "1186                                          NaN   \n",
       "\n",
       "                             Unnamed: 6  \\\n",
       "1     Star Wars: Episode IV  A New Hope   \n",
       "2                                   NaN   \n",
       "3                                   NaN   \n",
       "4     Star Wars: Episode IV  A New Hope   \n",
       "5     Star Wars: Episode IV  A New Hope   \n",
       "6     Star Wars: Episode IV  A New Hope   \n",
       "7     Star Wars: Episode IV  A New Hope   \n",
       "8     Star Wars: Episode IV  A New Hope   \n",
       "9     Star Wars: Episode IV  A New Hope   \n",
       "10                                  NaN   \n",
       "11                                  NaN   \n",
       "12                                  NaN   \n",
       "13    Star Wars: Episode IV  A New Hope   \n",
       "14    Star Wars: Episode IV  A New Hope   \n",
       "15    Star Wars: Episode IV  A New Hope   \n",
       "16    Star Wars: Episode IV  A New Hope   \n",
       "17    Star Wars: Episode IV  A New Hope   \n",
       "18                                  NaN   \n",
       "19    Star Wars: Episode IV  A New Hope   \n",
       "20    Star Wars: Episode IV  A New Hope   \n",
       "21    Star Wars: Episode IV  A New Hope   \n",
       "22    Star Wars: Episode IV  A New Hope   \n",
       "23    Star Wars: Episode IV  A New Hope   \n",
       "24    Star Wars: Episode IV  A New Hope   \n",
       "25    Star Wars: Episode IV  A New Hope   \n",
       "26                                  NaN   \n",
       "27    Star Wars: Episode IV  A New Hope   \n",
       "28    Star Wars: Episode IV  A New Hope   \n",
       "29    Star Wars: Episode IV  A New Hope   \n",
       "30    Star Wars: Episode IV  A New Hope   \n",
       "...                                 ...   \n",
       "1157  Star Wars: Episode IV  A New Hope   \n",
       "1158                                NaN   \n",
       "1159                                NaN   \n",
       "1160                                NaN   \n",
       "1161                                NaN   \n",
       "1162                                NaN   \n",
       "1163  Star Wars: Episode IV  A New Hope   \n",
       "1164  Star Wars: Episode IV  A New Hope   \n",
       "1165                                NaN   \n",
       "1166  Star Wars: Episode IV  A New Hope   \n",
       "1167  Star Wars: Episode IV  A New Hope   \n",
       "1168                                NaN   \n",
       "1169                                NaN   \n",
       "1170  Star Wars: Episode IV  A New Hope   \n",
       "1171                                NaN   \n",
       "1172  Star Wars: Episode IV  A New Hope   \n",
       "1173  Star Wars: Episode IV  A New Hope   \n",
       "1174  Star Wars: Episode IV  A New Hope   \n",
       "1175                                NaN   \n",
       "1176  Star Wars: Episode IV  A New Hope   \n",
       "1177                                NaN   \n",
       "1178                                NaN   \n",
       "1179                                NaN   \n",
       "1180                                NaN   \n",
       "1181  Star Wars: Episode IV  A New Hope   \n",
       "1182  Star Wars: Episode IV  A New Hope   \n",
       "1183  Star Wars: Episode IV  A New Hope   \n",
       "1184                                NaN   \n",
       "1185  Star Wars: Episode IV  A New Hope   \n",
       "1186                                NaN   \n",
       "\n",
       "                                        Unnamed: 7  \\\n",
       "1     Star Wars: Episode V The Empire Strikes Back   \n",
       "2                                              NaN   \n",
       "3                                              NaN   \n",
       "4     Star Wars: Episode V The Empire Strikes Back   \n",
       "5     Star Wars: Episode V The Empire Strikes Back   \n",
       "6     Star Wars: Episode V The Empire Strikes Back   \n",
       "7     Star Wars: Episode V The Empire Strikes Back   \n",
       "8     Star Wars: Episode V The Empire Strikes Back   \n",
       "9     Star Wars: Episode V The Empire Strikes Back   \n",
       "10                                             NaN   \n",
       "11                                             NaN   \n",
       "12                                             NaN   \n",
       "13    Star Wars: Episode V The Empire Strikes Back   \n",
       "14    Star Wars: Episode V The Empire Strikes Back   \n",
       "15    Star Wars: Episode V The Empire Strikes Back   \n",
       "16    Star Wars: Episode V The Empire Strikes Back   \n",
       "17                                             NaN   \n",
       "18                                             NaN   \n",
       "19    Star Wars: Episode V The Empire Strikes Back   \n",
       "20    Star Wars: Episode V The Empire Strikes Back   \n",
       "21    Star Wars: Episode V The Empire Strikes Back   \n",
       "22    Star Wars: Episode V The Empire Strikes Back   \n",
       "23    Star Wars: Episode V The Empire Strikes Back   \n",
       "24    Star Wars: Episode V The Empire Strikes Back   \n",
       "25    Star Wars: Episode V The Empire Strikes Back   \n",
       "26                                             NaN   \n",
       "27    Star Wars: Episode V The Empire Strikes Back   \n",
       "28    Star Wars: Episode V The Empire Strikes Back   \n",
       "29    Star Wars: Episode V The Empire Strikes Back   \n",
       "30    Star Wars: Episode V The Empire Strikes Back   \n",
       "...                                            ...   \n",
       "1157  Star Wars: Episode V The Empire Strikes Back   \n",
       "1158                                           NaN   \n",
       "1159  Star Wars: Episode V The Empire Strikes Back   \n",
       "1160                                           NaN   \n",
       "1161                                           NaN   \n",
       "1162  Star Wars: Episode V The Empire Strikes Back   \n",
       "1163  Star Wars: Episode V The Empire Strikes Back   \n",
       "1164  Star Wars: Episode V The Empire Strikes Back   \n",
       "1165  Star Wars: Episode V The Empire Strikes Back   \n",
       "1166  Star Wars: Episode V The Empire Strikes Back   \n",
       "1167  Star Wars: Episode V The Empire Strikes Back   \n",
       "1168  Star Wars: Episode V The Empire Strikes Back   \n",
       "1169                                           NaN   \n",
       "1170  Star Wars: Episode V The Empire Strikes Back   \n",
       "1171                                           NaN   \n",
       "1172  Star Wars: Episode V The Empire Strikes Back   \n",
       "1173  Star Wars: Episode V The Empire Strikes Back   \n",
       "1174  Star Wars: Episode V The Empire Strikes Back   \n",
       "1175                                           NaN   \n",
       "1176  Star Wars: Episode V The Empire Strikes Back   \n",
       "1177                                           NaN   \n",
       "1178  Star Wars: Episode V The Empire Strikes Back   \n",
       "1179                                           NaN   \n",
       "1180  Star Wars: Episode V The Empire Strikes Back   \n",
       "1181  Star Wars: Episode V The Empire Strikes Back   \n",
       "1182  Star Wars: Episode V The Empire Strikes Back   \n",
       "1183  Star Wars: Episode V The Empire Strikes Back   \n",
       "1184                                           NaN   \n",
       "1185  Star Wars: Episode V The Empire Strikes Back   \n",
       "1186  Star Wars: Episode V The Empire Strikes Back   \n",
       "\n",
       "                                    Unnamed: 8  \\\n",
       "1     Star Wars: Episode VI Return of the Jedi   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4     Star Wars: Episode VI Return of the Jedi   \n",
       "5     Star Wars: Episode VI Return of the Jedi   \n",
       "6     Star Wars: Episode VI Return of the Jedi   \n",
       "7     Star Wars: Episode VI Return of the Jedi   \n",
       "8     Star Wars: Episode VI Return of the Jedi   \n",
       "9     Star Wars: Episode VI Return of the Jedi   \n",
       "10                                         NaN   \n",
       "11                                         NaN   \n",
       "12                                         NaN   \n",
       "13    Star Wars: Episode VI Return of the Jedi   \n",
       "14    Star Wars: Episode VI Return of the Jedi   \n",
       "15    Star Wars: Episode VI Return of the Jedi   \n",
       "16    Star Wars: Episode VI Return of the Jedi   \n",
       "17                                         NaN   \n",
       "18    Star Wars: Episode VI Return of the Jedi   \n",
       "19    Star Wars: Episode VI Return of the Jedi   \n",
       "20    Star Wars: Episode VI Return of the Jedi   \n",
       "21    Star Wars: Episode VI Return of the Jedi   \n",
       "22                                         NaN   \n",
       "23    Star Wars: Episode VI Return of the Jedi   \n",
       "24    Star Wars: Episode VI Return of the Jedi   \n",
       "25    Star Wars: Episode VI Return of the Jedi   \n",
       "26                                         NaN   \n",
       "27    Star Wars: Episode VI Return of the Jedi   \n",
       "28    Star Wars: Episode VI Return of the Jedi   \n",
       "29    Star Wars: Episode VI Return of the Jedi   \n",
       "30    Star Wars: Episode VI Return of the Jedi   \n",
       "...                                        ...   \n",
       "1157  Star Wars: Episode VI Return of the Jedi   \n",
       "1158                                       NaN   \n",
       "1159  Star Wars: Episode VI Return of the Jedi   \n",
       "1160                                       NaN   \n",
       "1161  Star Wars: Episode VI Return of the Jedi   \n",
       "1162  Star Wars: Episode VI Return of the Jedi   \n",
       "1163  Star Wars: Episode VI Return of the Jedi   \n",
       "1164  Star Wars: Episode VI Return of the Jedi   \n",
       "1165  Star Wars: Episode VI Return of the Jedi   \n",
       "1166  Star Wars: Episode VI Return of the Jedi   \n",
       "1167  Star Wars: Episode VI Return of the Jedi   \n",
       "1168  Star Wars: Episode VI Return of the Jedi   \n",
       "1169                                       NaN   \n",
       "1170  Star Wars: Episode VI Return of the Jedi   \n",
       "1171                                       NaN   \n",
       "1172  Star Wars: Episode VI Return of the Jedi   \n",
       "1173  Star Wars: Episode VI Return of the Jedi   \n",
       "1174  Star Wars: Episode VI Return of the Jedi   \n",
       "1175                                       NaN   \n",
       "1176  Star Wars: Episode VI Return of the Jedi   \n",
       "1177                                       NaN   \n",
       "1178  Star Wars: Episode VI Return of the Jedi   \n",
       "1179                                       NaN   \n",
       "1180  Star Wars: Episode VI Return of the Jedi   \n",
       "1181  Star Wars: Episode VI Return of the Jedi   \n",
       "1182  Star Wars: Episode VI Return of the Jedi   \n",
       "1183  Star Wars: Episode VI Return of the Jedi   \n",
       "1184                                       NaN   \n",
       "1185  Star Wars: Episode VI Return of the Jedi   \n",
       "1186  Star Wars: Episode VI Return of the Jedi   \n",
       "\n",
       "     Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.  \\\n",
       "1                                                     3                                                                                              \n",
       "2                                                   NaN                                                                                              \n",
       "3                                                     1                                                                                              \n",
       "4                                                     5                                                                                              \n",
       "5                                                     5                                                                                              \n",
       "6                                                     1                                                                                              \n",
       "7                                                     6                                                                                              \n",
       "8                                                     4                                                                                              \n",
       "9                                                     5                                                                                              \n",
       "10                                                    1                                                                                              \n",
       "11                                                  NaN                                                                                              \n",
       "12                                                  NaN                                                                                              \n",
       "13                                                    3                                                                                              \n",
       "14                                                    4                                                                                              \n",
       "15                                                    4                                                                                              \n",
       "16                                                    4                                                                                              \n",
       "17                                                    4                                                                                              \n",
       "18                                                    1                                                                                              \n",
       "19                                                    6                                                                                              \n",
       "20                                                    6                                                                                              \n",
       "21                                                    6                                                                                              \n",
       "22                                                    3                                                                                              \n",
       "23                                                    6                                                                                              \n",
       "24                                                    6                                                                                              \n",
       "25                                                    1                                                                                              \n",
       "26                                                  NaN                                                                                              \n",
       "27                                                    4                                                                                              \n",
       "28                                                    6                                                                                              \n",
       "29                                                    6                                                                                              \n",
       "30                                                    4                                                                                              \n",
       "...                                                 ...                                                                                              \n",
       "1157                                                  3                                                                                              \n",
       "1158                                                NaN                                                                                              \n",
       "1159                                                  2                                                                                              \n",
       "1160                                                NaN                                                                                              \n",
       "1161                                                  3                                                                                              \n",
       "1162                                                  3                                                                                              \n",
       "1163                                                  4                                                                                              \n",
       "1164                                                  5                                                                                              \n",
       "1165                                                  5                                                                                              \n",
       "1166                                                  5                                                                                              \n",
       "1167                                                  6                                                                                              \n",
       "1168                                                  3                                                                                              \n",
       "1169                                                NaN                                                                                              \n",
       "1170                                                  4                                                                                              \n",
       "1171                                                NaN                                                                                              \n",
       "1172                                                  6                                                                                              \n",
       "1173                                                  2                                                                                              \n",
       "1174                                                  5                                                                                              \n",
       "1175                                                  1                                                                                              \n",
       "1176                                                  1                                                                                              \n",
       "1177                                                  2                                                                                              \n",
       "1178                                                  1                                                                                              \n",
       "1179                                                NaN                                                                                              \n",
       "1180                                                  3                                                                                              \n",
       "1181                                                  3                                                                                              \n",
       "1182                                                  5                                                                                              \n",
       "1183                                                  4                                                                                              \n",
       "1184                                                NaN                                                                                              \n",
       "1185                                                  4                                                                                              \n",
       "1186                                                  6                                                                                              \n",
       "\n",
       "               ...                                             Unnamed: 28  \\\n",
       "1              ...                                          Very favorably   \n",
       "2              ...                                                     NaN   \n",
       "3              ...                                        Unfamiliar (N/A)   \n",
       "4              ...                                          Very favorably   \n",
       "5              ...                                      Somewhat favorably   \n",
       "6              ...                                          Very favorably   \n",
       "7              ...                                          Very favorably   \n",
       "8              ...                                          Very favorably   \n",
       "9              ...                                      Somewhat favorably   \n",
       "10             ...                                          Very favorably   \n",
       "11             ...                                                     NaN   \n",
       "12             ...                                                     NaN   \n",
       "13             ...                                          Very favorably   \n",
       "14             ...                                          Very favorably   \n",
       "15             ...                                          Very favorably   \n",
       "16             ...                                      Somewhat favorably   \n",
       "17             ...                                        Very unfavorably   \n",
       "18             ...                                          Very favorably   \n",
       "19             ...                                          Very favorably   \n",
       "20             ...                                          Very favorably   \n",
       "21             ...                                          Very favorably   \n",
       "22             ...             Neither favorably nor unfavorably (neutral)   \n",
       "23             ...                                          Very favorably   \n",
       "24             ...                                          Very favorably   \n",
       "25             ...                                          Very favorably   \n",
       "26             ...                                                     NaN   \n",
       "27             ...                                          Very favorably   \n",
       "28             ...                                          Very favorably   \n",
       "29             ...                                          Very favorably   \n",
       "30             ...                                          Very favorably   \n",
       "...            ...                                                     ...   \n",
       "1157           ...                                          Very favorably   \n",
       "1158           ...                                                     NaN   \n",
       "1159           ...                                          Very favorably   \n",
       "1160           ...                                                     NaN   \n",
       "1161           ...                                          Very favorably   \n",
       "1162           ...             Neither favorably nor unfavorably (neutral)   \n",
       "1163           ...                                          Very favorably   \n",
       "1164           ...                                          Very favorably   \n",
       "1165           ...             Neither favorably nor unfavorably (neutral)   \n",
       "1166           ...                                          Very favorably   \n",
       "1167           ...                                          Very favorably   \n",
       "1168           ...                                          Very favorably   \n",
       "1169           ...                                                     NaN   \n",
       "1170           ...                                          Very favorably   \n",
       "1171           ...                                                     NaN   \n",
       "1172           ...                                    Somewhat unfavorably   \n",
       "1173           ...                                      Somewhat favorably   \n",
       "1174           ...                                          Very favorably   \n",
       "1175           ...                                          Very favorably   \n",
       "1176           ...                                      Somewhat favorably   \n",
       "1177           ...             Neither favorably nor unfavorably (neutral)   \n",
       "1178           ...                                          Very favorably   \n",
       "1179           ...                                                     NaN   \n",
       "1180           ...                                          Very favorably   \n",
       "1181           ...                                          Very favorably   \n",
       "1182           ...                                          Very favorably   \n",
       "1183           ...                                          Very favorably   \n",
       "1184           ...                                                     NaN   \n",
       "1185           ...                                          Very favorably   \n",
       "1186           ...                                        Very unfavorably   \n",
       "\n",
       "           Which character shot first?  \\\n",
       "1     I don't understand this question   \n",
       "2                                  NaN   \n",
       "3     I don't understand this question   \n",
       "4     I don't understand this question   \n",
       "5                               Greedo   \n",
       "6                                  Han   \n",
       "7                                  Han   \n",
       "8                                  Han   \n",
       "9                                  Han   \n",
       "10    I don't understand this question   \n",
       "11                                 NaN   \n",
       "12                                 NaN   \n",
       "13                              Greedo   \n",
       "14    I don't understand this question   \n",
       "15                                 Han   \n",
       "16                                 Han   \n",
       "17                                 Han   \n",
       "18                              Greedo   \n",
       "19                                 Han   \n",
       "20                              Greedo   \n",
       "21                                 Han   \n",
       "22    I don't understand this question   \n",
       "23                              Greedo   \n",
       "24                                 Han   \n",
       "25                                 Han   \n",
       "26                                 NaN   \n",
       "27                              Greedo   \n",
       "28                              Greedo   \n",
       "29                                 Han   \n",
       "30                                 Han   \n",
       "...                                ...   \n",
       "1157  I don't understand this question   \n",
       "1158                               NaN   \n",
       "1159  I don't understand this question   \n",
       "1160                               NaN   \n",
       "1161  I don't understand this question   \n",
       "1162                            Greedo   \n",
       "1163  I don't understand this question   \n",
       "1164                               Han   \n",
       "1165                               Han   \n",
       "1166                            Greedo   \n",
       "1167  I don't understand this question   \n",
       "1168                            Greedo   \n",
       "1169                               NaN   \n",
       "1170                               Han   \n",
       "1171                               NaN   \n",
       "1172                               Han   \n",
       "1173                            Greedo   \n",
       "1174                               Han   \n",
       "1175  I don't understand this question   \n",
       "1176                               Han   \n",
       "1177  I don't understand this question   \n",
       "1178  I don't understand this question   \n",
       "1179                               NaN   \n",
       "1180                               Han   \n",
       "1181                               Han   \n",
       "1182                               Han   \n",
       "1183  I don't understand this question   \n",
       "1184                               NaN   \n",
       "1185                               Han   \n",
       "1186  I don't understand this question   \n",
       "\n",
       "     Are you familiar with the Expanded Universe?  \\\n",
       "1                                             Yes   \n",
       "2                                             NaN   \n",
       "3                                              No   \n",
       "4                                              No   \n",
       "5                                             Yes   \n",
       "6                                             Yes   \n",
       "7                                             Yes   \n",
       "8                                              No   \n",
       "9                                              No   \n",
       "10                                             No   \n",
       "11                                            NaN   \n",
       "12                                            NaN   \n",
       "13                                             No   \n",
       "14                                             No   \n",
       "15                                             No   \n",
       "16                                            Yes   \n",
       "17                                            Yes   \n",
       "18                                             No   \n",
       "19                                             No   \n",
       "20                                             No   \n",
       "21                                             No   \n",
       "22                                             No   \n",
       "23                                            Yes   \n",
       "24                                             No   \n",
       "25                                             No   \n",
       "26                                            NaN   \n",
       "27                                            Yes   \n",
       "28                                             No   \n",
       "29                                            Yes   \n",
       "30                                            Yes   \n",
       "...                                           ...   \n",
       "1157                                           No   \n",
       "1158                                          NaN   \n",
       "1159                                           No   \n",
       "1160                                          NaN   \n",
       "1161                                           No   \n",
       "1162                                           No   \n",
       "1163                                           No   \n",
       "1164                                          Yes   \n",
       "1165                                           No   \n",
       "1166                                           No   \n",
       "1167                                           No   \n",
       "1168                                          Yes   \n",
       "1169                                          NaN   \n",
       "1170                                           No   \n",
       "1171                                          NaN   \n",
       "1172                                          Yes   \n",
       "1173                                          Yes   \n",
       "1174                                           No   \n",
       "1175                                           No   \n",
       "1176                                          Yes   \n",
       "1177                                           No   \n",
       "1178                                           No   \n",
       "1179                                          NaN   \n",
       "1180                                           No   \n",
       "1181                                           No   \n",
       "1182                                           No   \n",
       "1183                                           No   \n",
       "1184                                          NaN   \n",
       "1185                                           No   \n",
       "1186                                           No   \n",
       "\n",
       "     Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦  \\\n",
       "1                                                    No                   \n",
       "2                                                   NaN                   \n",
       "3                                                   NaN                   \n",
       "4                                                   NaN                   \n",
       "5                                                    No                   \n",
       "6                                                    No                   \n",
       "7                                                    No                   \n",
       "8                                                   NaN                   \n",
       "9                                                   NaN                   \n",
       "10                                                  NaN                   \n",
       "11                                                  NaN                   \n",
       "12                                                  NaN                   \n",
       "13                                                  NaN                   \n",
       "14                                                  NaN                   \n",
       "15                                                  NaN                   \n",
       "16                                                  Yes                   \n",
       "17                                                  Yes                   \n",
       "18                                                  NaN                   \n",
       "19                                                  NaN                   \n",
       "20                                                  NaN                   \n",
       "21                                                  NaN                   \n",
       "22                                                  NaN                   \n",
       "23                                                  Yes                   \n",
       "24                                                  NaN                   \n",
       "25                                                  NaN                   \n",
       "26                                                  NaN                   \n",
       "27                                                   No                   \n",
       "28                                                  NaN                   \n",
       "29                                                   No                   \n",
       "30                                                  Yes                   \n",
       "...                                                 ...                   \n",
       "1157                                                NaN                   \n",
       "1158                                                NaN                   \n",
       "1159                                                NaN                   \n",
       "1160                                                NaN                   \n",
       "1161                                                NaN                   \n",
       "1162                                                NaN                   \n",
       "1163                                                NaN                   \n",
       "1164                                                 No                   \n",
       "1165                                                NaN                   \n",
       "1166                                                NaN                   \n",
       "1167                                                NaN                   \n",
       "1168                                                 No                   \n",
       "1169                                                NaN                   \n",
       "1170                                                NaN                   \n",
       "1171                                                NaN                   \n",
       "1172                                                Yes                   \n",
       "1173                                                 No                   \n",
       "1174                                                NaN                   \n",
       "1175                                                NaN                   \n",
       "1176                                                 No                   \n",
       "1177                                                NaN                   \n",
       "1178                                                NaN                   \n",
       "1179                                                NaN                   \n",
       "1180                                                NaN                   \n",
       "1181                                                NaN                   \n",
       "1182                                                NaN                   \n",
       "1183                                                NaN                   \n",
       "1184                                                NaN                   \n",
       "1185                                                NaN                   \n",
       "1186                                                NaN                   \n",
       "\n",
       "     Do you consider yourself to be a fan of the Star Trek franchise?  Gender  \\\n",
       "1                                                    No                  Male   \n",
       "2                                                   Yes                  Male   \n",
       "3                                                    No                  Male   \n",
       "4                                                   Yes                  Male   \n",
       "5                                                    No                  Male   \n",
       "6                                                   Yes                  Male   \n",
       "7                                                    No                  Male   \n",
       "8                                                   Yes                  Male   \n",
       "9                                                    No                  Male   \n",
       "10                                                   No                  Male   \n",
       "11                                                  NaN                   NaN   \n",
       "12                                                  NaN                   NaN   \n",
       "13                                                   No                  Male   \n",
       "14                                                   No                  Male   \n",
       "15                                                   No                  Male   \n",
       "16                                                  Yes                  Male   \n",
       "17                                                   No                  Male   \n",
       "18                                                   No                  Male   \n",
       "19                                                   No                  Male   \n",
       "20                                                  Yes                  Male   \n",
       "21                                                   No                  Male   \n",
       "22                                                   No                  Male   \n",
       "23                                                  Yes                  Male   \n",
       "24                                                   No                  Male   \n",
       "25                                                   No                  Male   \n",
       "26                                                  Yes                  Male   \n",
       "27                                                   No                  Male   \n",
       "28                                                   No                  Male   \n",
       "29                                                   No                  Male   \n",
       "30                                                  Yes                  Male   \n",
       "...                                                 ...                   ...   \n",
       "1157                                                 No                Female   \n",
       "1158                                                 No                  Male   \n",
       "1159                                                 No                Female   \n",
       "1160                                                 No                Female   \n",
       "1161                                                 No                Female   \n",
       "1162                                                 No                   NaN   \n",
       "1163                                                 No                Female   \n",
       "1164                                                 No                Female   \n",
       "1165                                                 No                  Male   \n",
       "1166                                                Yes                Female   \n",
       "1167                                                 No                Female   \n",
       "1168                                                 No                Female   \n",
       "1169                                                 No                Female   \n",
       "1170                                                Yes                  Male   \n",
       "1171                                                 No                Female   \n",
       "1172                                                Yes                Female   \n",
       "1173                                                Yes                Female   \n",
       "1174                                                Yes                Female   \n",
       "1175                                                Yes                Female   \n",
       "1176                                                Yes                Female   \n",
       "1177                                                 No                Female   \n",
       "1178                                                Yes                  Male   \n",
       "1179                                                 No                Female   \n",
       "1180                                                Yes                Female   \n",
       "1181                                                 No                Female   \n",
       "1182                                                Yes                Female   \n",
       "1183                                                Yes                Female   \n",
       "1184                                                 No                Female   \n",
       "1185                                                Yes                Female   \n",
       "1186                                                 No                Female   \n",
       "\n",
       "        Age     Household Income                         Education  \\\n",
       "1     18-29                  NaN                High school degree   \n",
       "2     18-29         $0 - $24,999                   Bachelor degree   \n",
       "3     18-29         $0 - $24,999                High school degree   \n",
       "4     18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "5     18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "6     18-29    $25,000 - $49,999                   Bachelor degree   \n",
       "7     18-29                  NaN                High school degree   \n",
       "8     18-29                  NaN                High school degree   \n",
       "9     18-29         $0 - $24,999  Some college or Associate degree   \n",
       "10    18-29    $25,000 - $49,999  Some college or Associate degree   \n",
       "11      NaN                  NaN                               NaN   \n",
       "12      NaN                  NaN                               NaN   \n",
       "13    18-29    $25,000 - $49,999                   Bachelor degree   \n",
       "14    30-44    $50,000 - $99,999                   Graduate degree   \n",
       "15    18-29                  NaN                High school degree   \n",
       "16    18-29         $0 - $24,999  Some college or Associate degree   \n",
       "17    18-29    $50,000 - $99,999                   Bachelor degree   \n",
       "18    18-29                  NaN  Some college or Associate degree   \n",
       "19    18-29                  NaN                High school degree   \n",
       "20    18-29    $50,000 - $99,999  Some college or Associate degree   \n",
       "21    18-29                  NaN  Some college or Associate degree   \n",
       "22    18-29                  NaN                   Bachelor degree   \n",
       "23    18-29    $50,000 - $99,999                   Bachelor degree   \n",
       "24    18-29         $0 - $24,999                   Bachelor degree   \n",
       "25    18-29                  NaN                               NaN   \n",
       "26    18-29         $0 - $24,999                High school degree   \n",
       "27    18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "28    18-29                  NaN  Some college or Associate degree   \n",
       "29    18-29                  NaN  Some college or Associate degree   \n",
       "30    18-29            $150,000+  Some college or Associate degree   \n",
       "...     ...                  ...                               ...   \n",
       "1157  30-44    $50,000 - $99,999                   Graduate degree   \n",
       "1158  45-60  $100,000 - $149,999                   Graduate degree   \n",
       "1159  45-60         $0 - $24,999                   Bachelor degree   \n",
       "1160   > 60         $0 - $24,999  Some college or Associate degree   \n",
       "1161  18-29    $25,000 - $49,999  Some college or Associate degree   \n",
       "1162    NaN                  NaN                               NaN   \n",
       "1163  18-29    $25,000 - $49,999                   Graduate degree   \n",
       "1164   > 60                  NaN                   Bachelor degree   \n",
       "1165  45-60  $100,000 - $149,999                   Graduate degree   \n",
       "1166  30-44    $50,000 - $99,999                   Bachelor degree   \n",
       "1167  18-29            $150,000+  Some college or Associate degree   \n",
       "1168  30-44                  NaN                   Graduate degree   \n",
       "1169  30-44            $150,000+                   Graduate degree   \n",
       "1170  45-60    $25,000 - $49,999                   Bachelor degree   \n",
       "1171  45-60                  NaN                   Graduate degree   \n",
       "1172   > 60    $25,000 - $49,999                   Bachelor degree   \n",
       "1173   > 60                  NaN                High school degree   \n",
       "1174  30-44                  NaN                   Bachelor degree   \n",
       "1175   > 60                  NaN  Some college or Associate degree   \n",
       "1176  45-60    $50,000 - $99,999                   Graduate degree   \n",
       "1177  45-60         $0 - $24,999                High school degree   \n",
       "1178   > 60    $50,000 - $99,999  Some college or Associate degree   \n",
       "1179  18-29                  NaN      Less than high school degree   \n",
       "1180  45-60         $0 - $24,999  Some college or Associate degree   \n",
       "1181  45-60         $0 - $24,999  Some college or Associate degree   \n",
       "1182  18-29         $0 - $24,999  Some college or Associate degree   \n",
       "1183  30-44    $50,000 - $99,999                   Bachelor degree   \n",
       "1184  30-44    $50,000 - $99,999                   Bachelor degree   \n",
       "1185  45-60  $100,000 - $149,999  Some college or Associate degree   \n",
       "1186   > 60    $50,000 - $99,999                   Graduate degree   \n",
       "\n",
       "     Location (Census Region)  \n",
       "1              South Atlantic  \n",
       "2          West South Central  \n",
       "3          West North Central  \n",
       "4          West North Central  \n",
       "5          West North Central  \n",
       "6             Middle Atlantic  \n",
       "7          East North Central  \n",
       "8              South Atlantic  \n",
       "9              South Atlantic  \n",
       "10                    Pacific  \n",
       "11                        NaN  \n",
       "12                        NaN  \n",
       "13             South Atlantic  \n",
       "14                   Mountain  \n",
       "15         East North Central  \n",
       "16         West South Central  \n",
       "17                New England  \n",
       "18            Middle Atlantic  \n",
       "19             South Atlantic  \n",
       "20         West North Central  \n",
       "21                    Pacific  \n",
       "22                    Pacific  \n",
       "23             South Atlantic  \n",
       "24                    Pacific  \n",
       "25         East North Central  \n",
       "26         East South Central  \n",
       "27             South Atlantic  \n",
       "28            Middle Atlantic  \n",
       "29            Middle Atlantic  \n",
       "30         East North Central  \n",
       "...                       ...  \n",
       "1157          Middle Atlantic  \n",
       "1158          Middle Atlantic  \n",
       "1159                  Pacific  \n",
       "1160       West South Central  \n",
       "1161                  Pacific  \n",
       "1162                      NaN  \n",
       "1163           South Atlantic  \n",
       "1164              New England  \n",
       "1165          Middle Atlantic  \n",
       "1166                 Mountain  \n",
       "1167           South Atlantic  \n",
       "1168       East North Central  \n",
       "1169       East North Central  \n",
       "1170           South Atlantic  \n",
       "1171       East North Central  \n",
       "1172                 Mountain  \n",
       "1173                  Pacific  \n",
       "1174          Middle Atlantic  \n",
       "1175       West North Central  \n",
       "1176       West South Central  \n",
       "1177          Middle Atlantic  \n",
       "1178                  Pacific  \n",
       "1179       West North Central  \n",
       "1180       West North Central  \n",
       "1181                  Pacific  \n",
       "1182       East North Central  \n",
       "1183                 Mountain  \n",
       "1184          Middle Atlantic  \n",
       "1185       East North Central  \n",
       "1186                  Pacific  \n",
       "\n",
       "[1186 rows x 38 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars = star_wars[pd.notnull(star_wars[\"RespondentID\"])]\n",
    "star_wars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3: Cleaning Up Yes/No Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Yes    936\n",
       "No     250\n",
       "Name: Have you seen any of the 6 films in the Star Wars franchise?, dtype: int64"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[\"Have you seen any of the 6 films in the Star Wars franchise?\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     936\n",
       "False    250\n",
       "Name: Have you seen any of the 6 films in the Star Wars franchise?, dtype: int64"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yes_no = {\"Yes\": True,\"No\" : False}\n",
    "star_wars[\"Have you seen any of the 6 films in the Star Wars franchise?\"] = star_wars[\"Have you seen any of the 6 films in the Star Wars franchise?\"].map(yes_no)\n",
    "star_wars[\"Do you consider yourself to be a fan of the Star Wars film franchise?\"] = star_wars[\"Do you consider yourself to be a fan of the Star Wars film franchise?\"].map(yes_no)\n",
    "\n",
    "star_wars[\"Have you seen any of the 6 films in the Star Wars franchise?\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     552\n",
       "False    284\n",
       "Name: Do you consider yourself to be a fan of the Star Wars film franchise?, dtype: int64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[\"Do you consider yourself to be a fan of the Star Wars film franchise?\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4: Cleaning Up Checkbox Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RespondentID</th>\n",
       "      <th>Have you seen any of the 6 films in the Star Wars franchise?</th>\n",
       "      <th>Do you consider yourself to be a fan of the Star Wars film franchise?</th>\n",
       "      <th>seen_1</th>\n",
       "      <th>seen_2</th>\n",
       "      <th>seen_3</th>\n",
       "      <th>seen_4</th>\n",
       "      <th>seen_5</th>\n",
       "      <th>seen_6</th>\n",
       "      <th>Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 28</th>\n",
       "      <th>Which character shot first?</th>\n",
       "      <th>Are you familiar with the Expanded Universe?</th>\n",
       "      <th>Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦</th>\n",
       "      <th>Do you consider yourself to be a fan of the Star Trek franchise?</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Household Income</th>\n",
       "      <th>Education</th>\n",
       "      <th>Location (Census Region)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.292880e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.292880e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.292765e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Unfamiliar (N/A)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.292763e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.292731e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>Somewhat favorably</td>\n",
       "      <td>Greedo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$100,000 - $149,999</td>\n",
       "      <td>Some college or Associate degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   RespondentID Have you seen any of the 6 films in the Star Wars franchise?  \\\n",
       "1  3.292880e+09                                               True             \n",
       "2  3.292880e+09                                              False             \n",
       "3  3.292765e+09                                               True             \n",
       "4  3.292763e+09                                               True             \n",
       "5  3.292731e+09                                               True             \n",
       "\n",
       "  Do you consider yourself to be a fan of the Star Wars film franchise?  \\\n",
       "1                                               True                      \n",
       "2                                                NaN                      \n",
       "3                                              False                      \n",
       "4                                               True                      \n",
       "5                                               True                      \n",
       "\n",
       "  seen_1 seen_2 seen_3 seen_4 seen_5 seen_6  \\\n",
       "1   True   True   True   True   True   True   \n",
       "2  False  False  False  False  False  False   \n",
       "3   True   True   True  False  False  False   \n",
       "4   True   True   True   True   True   True   \n",
       "5   True   True   True   True   True   True   \n",
       "\n",
       "  Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.  \\\n",
       "1                                                  3                                                                                              \n",
       "2                                                NaN                                                                                              \n",
       "3                                                  1                                                                                              \n",
       "4                                                  5                                                                                              \n",
       "5                                                  5                                                                                              \n",
       "\n",
       "            ...                    Unnamed: 28  \\\n",
       "1           ...                 Very favorably   \n",
       "2           ...                            NaN   \n",
       "3           ...               Unfamiliar (N/A)   \n",
       "4           ...                 Very favorably   \n",
       "5           ...             Somewhat favorably   \n",
       "\n",
       "        Which character shot first?  \\\n",
       "1  I don't understand this question   \n",
       "2                               NaN   \n",
       "3  I don't understand this question   \n",
       "4  I don't understand this question   \n",
       "5                            Greedo   \n",
       "\n",
       "  Are you familiar with the Expanded Universe?  \\\n",
       "1                                          Yes   \n",
       "2                                          NaN   \n",
       "3                                           No   \n",
       "4                                           No   \n",
       "5                                          Yes   \n",
       "\n",
       "  Do you consider yourself to be a fan of the Expanded Universe?ÂÃ¦  \\\n",
       "1                                                 No                   \n",
       "2                                                NaN                   \n",
       "3                                                NaN                   \n",
       "4                                                NaN                   \n",
       "5                                                 No                   \n",
       "\n",
       "  Do you consider yourself to be a fan of the Star Trek franchise? Gender  \\\n",
       "1                                                 No                 Male   \n",
       "2                                                Yes                 Male   \n",
       "3                                                 No                 Male   \n",
       "4                                                Yes                 Male   \n",
       "5                                                 No                 Male   \n",
       "\n",
       "     Age     Household Income                         Education  \\\n",
       "1  18-29                  NaN                High school degree   \n",
       "2  18-29         $0 - $24,999                   Bachelor degree   \n",
       "3  18-29         $0 - $24,999                High school degree   \n",
       "4  18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "5  18-29  $100,000 - $149,999  Some college or Associate degree   \n",
       "\n",
       "  Location (Census Region)  \n",
       "1           South Atlantic  \n",
       "2       West South Central  \n",
       "3       West North Central  \n",
       "4       West North Central  \n",
       "5       West North Central  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from numpy import nan\n",
    "\n",
    "film_names = star_wars.iloc[4][3:9].tolist()\n",
    "column_names = star_wars.columns[3:9]\n",
    "\n",
    "film_names_dict =dict()\n",
    "\n",
    "for i in range(6):\n",
    "    film = film_names[i]\n",
    "    dic = {film : True, nan : False}\n",
    "    star_wars[column_names[i]] = star_wars[column_names[i]].map(dic)\n",
    "    film_names_dict[column_names[i]]= \"seen_\" + str(i+1)\n",
    "    \n",
    "star_wars.rename(columns = film_names_dict,inplace = True)\n",
    "\n",
    "star_wars.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5: Cleaning Up Ranking Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ranking_1', 'ranking_2', 'ranking_3', 'ranking_4', 'ranking_5',\n",
       "       'ranking_6'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[star_wars.columns[9:15]]= star_wars[star_wars.columns[9:15]].astype(float)\n",
    "\n",
    "column_names = star_wars.columns[9:15]\n",
    "new_names = [\"ranking_\"+str(i) for i in range(1,7)]\n",
    "\n",
    "ranking_dict = dict(zip(column_names,new_names))\n",
    "\n",
    "star_wars.rename(columns=ranking_dict,inplace = True)\n",
    "\n",
    "star_wars.columns[9:15]\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6: Finding The Highest Ranked Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2b3834f4a8>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2b383b6ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "\n",
    "star_wars[star_wars.columns[9:15]].apply(np.mean).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Primero he convertido los si y no de dos columnas en booleanos para que se puedan tratar mejor.\n",
    "- Despues he hecho lo mismo con las columnas en las que se preuguntaba si habian visto alguna de las peliculas, y ademas he renombrado esas columnas para hacer mas facil la lectura de los datos.\n",
    "- Por ultimo he convertido los datos del ranking a float y renombrado las columnas de los rankings\n",
    "- Al final el orden quedaria(de mejor a peor) : 5>6>4>1>2>3. Es evidente que las tres primeras peliculas(en tiempo) son las que mejor acogida tienen, mientras que las mas recientes estan peor valoradas. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2b3836e4a8>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2b3832a278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "star_wars[star_wars.columns[3:9]].apply(np.sum).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Existe una correlacion negativa entre las dos. La unica que \"emperoa\" la correlacion es la primera, que a pesar de estar peor valorada que la 4, fue mas vista. Esto seguramente sea debido a que la 4 fue la primera pelicula en salir, unido al hecho que el episodio 1 genero mucha expectacion al ser la primera de star wars en mas de 20 años. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f2b0810d358>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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C9O7dOwYMGBAvv/xyvO9974svfOELceqpp5bGLFmyJL7xjW/E4sWLY8WKFXHJ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\nRYti1qxZERExfvz42Lp1a2z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fz4QJE7p7iE1FnuXJtDyZliXP8mRKFdjPy5JneTItS57l\nybSs3panj4NtxfHHH5877rgjTz/9dJ555pnceeedOemkk3LNNdfk3HPP7e7hNR15lifT8mRaljzL\nkylVYD8vS57lybQseZYn07J6XZ51tuiQQw55zbKxY8fW6/V6/bDDDnuzh9P05FmeTMuTaVnyLE+m\nVIH9vCx5lifTsuRZnkzL6m159uvuEqqn2n///XP55Zdn2rRpSZKbb745LS0t2bhxY/r0cQDVjpJn\neTItT6ZlybM8mVIF9vOy5FmeTMuSZ3kyLau35emcQFvx9NNPZ/bs2bn33nuTJO973/tyySWXZK+9\n9soTTzyRP/iDP+jmETYXeZYn0/JkWpY8y5MpVWA/L0ue5cm0LHmWJ9OyelueSiAAAACACvBxsK14\n5JFHcsUVV2TZsmXZsGFDY/kPfvCDbhxV85JneTItT6ZlybM8mVIF9vOy5FmeTMuSZ3kyLau35elI\noK047LDDcs4552TChAnp27dvY3mzXf6tp5BneTItT6ZlybM8mVIF9vOy5FmeTMuSZ3kyLau35akE\n2ooJEybkZz/7WXcPo9eQZ3kyLU+mZcmzPJlSBfbzsuRZnkzLkmd5Mi2rt+XZd9asWbO6exA90ZNP\nPpklS5Zk2LBhefnll7N+/fqsX78+u+++e3cPrSnJszyZlifTsuRZnkypAvt5WfIsT6ZlybM8mZbV\n2/J0JNBWvOMd73jNslqtlt/85jfdMJrmJ8/yZFqeTMuSZ3kypQrs52XJszyZliXP8mRaVm/LUwkE\nAAAAUAGuDvYqP/jBD3Lcccfllltu2eL9p5122ps8ouYmz/JkWp5My5JneTKlCuznZcmzPJmWJc/y\nZFpWb81TCfQq99xzT4477rh897vffc19tVqtab/R3UWe5cm0PJmWJc/yZEoV2M/Lkmd5Mi1LnuXJ\ntKzemqePg23Fiy++mLe85S2bLXv22WczePDgbhpRc5NneTItT6ZlybM8mVIF9vOy5FmeTMuSZ3ky\nLau35dmnuwfQU5122mnZsGFD498rV67M8ccf340jam7yLE+m5cm0LHmWJ1OqwH5eljzLk2lZ8ixP\npmX1tjyVQFtx6qmn5iMf+Ug2btyYZcuWZdKkSZkzZ053D6tpybM8mZYn07LkWZ5MqQL7eVnyLE+m\nZcmzPJmW1dvy9HGw13H11Vfne9/7XpYtW5Zrr702733ve7t7SE1NnuXJtDyZliXP8mRKFdjPy5Jn\neTItS57lybSs3pSnEuhVrrzyysbX9Xo9f/u3f5tDDz0048ePT5J87nOf666hNSV5lifT8mRaljzL\nkylVYD8vS57lybQseZYn07J6a56uDvYqzz333Gb//s8zfr96OdtHnuXJtDyZliXP8mRKFdjPy5Jn\neTItS57lybSs3pqnI4EAAAAAKsCRQFvxyCOP5IorrsiyZcs2OxP4D37wg24cVfOSZ3kyLU+mZcmz\nPJlSBfbzsuRZnkzLkmd5Mi2rt+XpSKCtOOyww3LOOedkwoQJ6du3b2P5hAkTunFUzUue5cm0PJmW\nJc/yZEoV2M/Lkmd5Mi1LnuXJtKzelqcSaCsmTJiQn/3sZ909jF5DnuXJtDyZliXP8mRKFdjPy5Jn\neTItS57lybSs3pZn31mzZs3q7kH0RE8++WSWLFmSYcOG5eWXX8769euzfv367L777t09tKYkz/Jk\nWp5My5JneTKlCuznZcmzPJmWJc/yZFpWb8vTkUBb8Y53vOM1y2q1Wn7zm990w2ianzzLk2l5Mi1L\nnuXJlCqwn5clz/JkWpY8y5NpWb0tTyUQAAAAQAW4OtjrePjhh7NkyZK88MILjWUf+9jHunFEzU2e\n5cm0PJmWJc/yZEoV2M/Lkmd5Mi1LnuXJtKzelKcjgbZi9uzZ6ejoyJIlS3LiiSfmzjvvzDHHHJN/\n/Md/7O6hNSV5lifT8mRaljzLkylVYD8vS57lybQseZYn07J6XZ51tuiQQw6pb9y4sX7ooYfW6/V6\nfeXKlfWJEyd286ialzzLk2l5Mi1LnuXJlCqwn5clz/JkWpY8y5NpWb0tzz7dXUL1VG9961vTp0+f\n9OvXL2vXrs2QIUOyYsWK7h5W05JneTItT6ZlybM8mVIF9vOy5FmeTMuSZ3kyLau35emcQFtQr9dz\n6KGH5ne/+10++clPZsKECRkwYECOPvro7h5aU5JneTItT6ZlybM8mVIF9vOy5FmeTMuSZ3kyLas3\n5umcQFsxduzY/OpXv0qSLFu2LGvXrs2hhx7azaNqXvIsT6blybQseZYnU6rAfl6WPMuTaVnyLE+m\nZfW2PPvOmjVrVncPoie6//77M2zYsAwdOjR77713WlpauntITU2e5cm0PJmWJc/yZEoV2M/Lkmd5\nMi1LnuXJtKzelqcjgbbi4IMPzmOPPZYRI0bkbW97W+r1emq1Wn75y19299CakjzLk2l5Mi1LnuXJ\nlEKs4JQAACAASURBVCqwn5clz/JkWpY8y5NpWb0tTyXQVixfvnyLy0eMGPEmj6R3kGd5Mi1PpmXJ\nszyZUgX287LkWZ5My5JneTItq7flqQQCAAAAqACXiAcAAACoACUQAAAAQAUogQAAAAAqQAkEAAAA\nUAFKIAAAAIAKUAIBAAAAVIASCAAAAKAClEAAAAAAFaAEAgAAAKgAJRAAAABABSiBAAAAACpACQQA\nAABQAUogAAAAgApQAgEAAABUgBIIAAAAoAKUQAAAAAAVoAQCAAAAqAAlEAAAAEAFKIEAAAAAKkAJ\nBAAAAFABSiAAAACAClACAQAAAFSAEggAAACgApRAAAAAABWgBAIAAACoACUQAAAAQAUogQAAAAAq\nQAkEAAAAUAFKIAAAAIAKUAIBAAAAVIASCAAAAKAClEAAAAAAFaAEgia35557ZuDAgRk4cGD69u2b\nPfbYo7Hs29/+9i7f/kc/+tG85S1vycCBAxvbvfXWW4tvp6OjI0cffXT23nvv7Lvvvnn/+9+fX/7y\nl8W3AwBUU1tbW1paWrJ+/frGsm984xv5wz/8w+16/h/+4R/m+uuv3+J99957b2OeNGDAgPTp02ez\nuVNnZ2eR1/B6hg0blj322GOz7T799NPFt/O//tf/ykEHHZSBAwfmgAMOyOTJk/Piiy8W3w6wc/p1\n9wCAN+a5555rfH3ggQduc7KycePG9O3bt9j2a7Va/uqv/ioXX3xxsXW+2rPPPptTTz01N954Y049\n9dS88MILueeee7Lbbrvtsm0CANVSq9WyadOmfPWrX81f/MVfbLb8jTrmmGMac7bly5fnwAMPzJo1\na7a67nq9Xmzb/6lWq+Wuu+7KscceW2ydr3bXXXflsssuy1133ZXRo0fn2WefzcKFC3fZ9oAd50gg\n6EXq9Xpj0vCfLrrookybNi1nnHFG9tprr/z93/99ZsyYkf/5P/9n4zF333133vGOdzT+3dXVldNO\nOy1DhgzJO9/5zlxzzTU7NZ5LL700Bx54YAYOHJhDDz00d9xxR+O+a6+9NhMnTsx5552XQYMGZeTI\nkbn77ru3uJ6lS5dmjz32yKmnnpokeetb35oTTjghBx988GbrO/jgg7Pvvvvm5JNPzm9/+9vGfQ8/\n/HA++MEPZvDgwRkzZkwWLFjQuO/000/P+eefnw996EMZOHBgjj322KxYsWKnXi8A0Nz+/M//PF/5\nyleydu3aLd7/4x//OEceeWQGDRqU97znPfnXf/3XJMkXv/jF/OhHP8qnP/3pDBw4MJ/5zGe2ua1X\nz9mOPfbYXHzxxXnve9+bAQMG5Iknnsjw4cPzL//yL43HXHTRRTnrrLMa/77vvvty9NFHZ9CgQTn8\n8MPzox/9aIe2mbzyB8IpU6aktbU1gwcPzgc/+ME88sgjjft3ZK7005/+NMcee2xGjx6dJBk8eHA+\n/vGP5y1veUuS5IUXXshnP/vZvP3tb88BBxyQ8847Ly+//HLj+bfeemsOO+ywDBo0KB/4wAeydOnS\nxn37779/vvrVr2bs2LEZNGhQZsyYkQ0bNrzu6wVeSwkEFXDbbbflox/9aNasWZOpU6du8TH/+Zem\ner2ek046Ke95z3vy5JNP5vvf/36uuOKK/PCHP9zh7R588MH5yU9+krVr1+bCCy/MtGnT8uyzzzbu\n/9GPfpQjjzwyzz77bP70T/80Z5999hbXM2rUqKxfvz5nn312Fi1alDVr1mx2/80335yrrroqt99+\ne1atWpXx48fnox/9aJJXjpSaNGlSPvnJT+bZZ5/N3/7t3+ass87Kb37zm8bzv/3tb+fyyy/P6tWr\n09ramksuuWSHXysA0PyOOOKItLe358tf/vJr7lu9enVOOumkfPazn80zzzyT888/P3/0R3+U1atX\n56//+q9z7LHH5mtf+1rWrl2bq666aqe2/3//7//NjTfemLVr12bYsGGv+9gVK1bklFNOyaWXXprV\nq1dn7ty5Oe2007J69eod3u6pp56axx9/PCtXrszBBx+cmTNnbnb/9s6VjjrqqCxcuDCXXnppfvKT\nn2xW8CTJ+eefn9/+9rf5t3/7t/z617/OI488krlz5yZJfvKTn+TTn/50vvnNb+bZZ5/NjBkzcuqp\np2bTpk2N53/nO9/JD3/4wzz22GP5yU9+km9961s7/Fqh6pRAUAHHHHNMTjzxxCSvHEXzen784x/n\nueeey4UXXpi+ffvmwAMPzFlnnZWbbrppq8+ZM2dOBg8enEGDBuWAAw5oLP/IRz6SIUOGJEmmT5+e\noUOH5mc/+1nj/oMOOijTp09PrVbLzJkz88QTT2zxL2+DBw/Offfdlw0bNuSss87KkCFD8sd//MeN\nQunaa6/NF7/4xbzzne9M3759c9FFF+Xee+/Nf/zHf+TWW2/N2LFjM23atCTJhAkTcvLJJ+c73/lO\nY/1Tp07NYYcdlr59++aMM87IQw89tK1IAYBeavbs2fna176WZ555ZrPlt99+e971rnfljDPOSJ8+\nfTJt2rQcfPDB+e53v1ts22eddVbe9a53pW/fvtv8+P7f/d3f5ZRTTsnEiROTJJMmTcphhx2W733v\ne1t9zkknnZTBgwdn8ODBjT8M9u3bNx/96Eez++67Z7fddstFF12UBx54IC+99FLjeds7V/rgBz+Y\nm266KYsXL86HPvSh7LfffvnCF76Q5JUjjq6//vrMmzcve+65Z/bcc89ceOGFjXNY/p//83/y6U9/\nOuPGjUutVsvZZ5+dF198cbO54+c+97nsu+++2WeffXLiiSeas8FOcE4gqIDhw4dv92OfeOKJLF++\nPIMHD07yypFBmzZtet3zDP3FX/zFFs8J9I1vfCNXXXVVVqxYkXq9nt///vebnYCwtbW18fUee+yR\ner2edevWZeDAga9Z1+jRo3PjjTcmeeXjYaeffnr+/M//PN/4xjeyfPnynHPOOfnTP/3Txph32223\ndHZ2Zvny5bnnnns2ez0bN27MPvvss9VxrFu3bnuiAgB6oTFjxuSkk07KnDlzMmrUqMby3/72txkx\nYsRmjx0xYkS6urqKbXtH5mzLly/Pt771rcYFOer1ejZs2JD/9t/+21afc/vtt7/mnEAbN27MBRdc\nkNtuuy3PPPNMarVa6vV6nnnmmey///5JdmyudNJJJ+Wkk05Kknz/+9/PlClTMmbMmLS3t+fll1/O\nmDFjGo/dtGlT4xyPy5cvzz/8wz80jsKq1+t5+eWX09XVlXe/+91JkpaWls3G8eqiDtg2JRBUwKtP\nKvi2t70tzz//fOPfTz75ZOPr4cOH513velf+7d/+7Q1t89FHH81nPvOZdHR0NN64R40atcXPou+o\nUaNGZcaMGZk/f35jzFdccUU+/OEPv+axv/jFL3LCCSdsdh4gAIDXM2vWrBx++OH5/Oc/31h2wAEH\nbHYkcfLKH8/+s3QpcRLnbc3ZVq5c2fh6+PDhOeuss3L11Vdv9/q3NA+74YYbcvfdd+eee+7JsGHD\nsmrVqhxwwAFF5mzHH3983v/+9+fhhx/O6aefnv79++ff//3fM2jQoNc8dvjw4TnppJNy/vnnv+Ht\nAlvn42BQQePGjcvtt9+e3/3ud3nyySfzN3/zN437jj766Oy222658sor8+KLL2bjxo15+OGH8+CD\nD+7QNtatW5e+fftm3333zYYNG/K///f/zmOPPbZT43344Yczb968xsmely1blptvvjlHH310kuSc\nc87JpZde2jiJ4erVq3PLLbckeeUz7j//+c8zf/78bNiwIS+99FLuv//+nR4LAND7vfOd78yf/Mmf\nbHZunxNPPDGPPvpobrrppmzcuDE333xzli5d2jjqpaWlZbNzDr6e7S1Yxo0b19je4sWLG/ObJJkx\nY0ZuvfXW/PM//3M2bdqUF154IR0dHZsVRdvjueeey1vf+tYMGjQo69aty1/91V/t0PP/q+985zv5\nx3/8x8b5G3/84x83Tl7dr1+/nHXWWfnMZz7TOIJnxYoV+ed//uckyac+9an8zd/8TePjX+vWrct3\nv/vdvPDCCzs9HuC1lEDQi2zvX6A+/vGP5+CDD86IESNy4okn5vTTT2/c17dv39xxxx1ZvHhx2tra\nMmTIkJxzzjmbXYp+e7Y5fvz4nHPOOZkwYUKGDh2a5cuXN44I2tHxDxw4MPfee2/e/e53Z88998z7\n3//+HHXUUZkzZ06SZNq0afmzP/uznHbaadl7771z+OGHNyYUe++9d+66667ccMMN2X///TNs2LBc\ndNFFjRMVlrz0KgDQvF49J7j44ovz/PPPN5YPHjw4//RP/5Qrrrgi++67b6644orcfvvtjY+cn3fe\nefmHf/iH7LPPPvnsZz+7Q9va2rIvfelLWbp0aQYNGpQvfelLmT59euO+ESNG5NZbb82ll16a/fbb\nL21tbbnyyis3O5HyttafJJ/4xCey7777prW1NYcddlje//73b9fztmTQoEG55ppr8gd/8AfZa6+9\ncvbZZ2f27NmNK7x+9atfzQEHHJAjjjgie++9d0488cT8+7//e5Lkve99b6666qr89//+3zNo0KAc\nfPDB+fa3v93YvjkblFGrb0cNvWbNmpx99tl5+OGH06dPn1x//fV517velT/5kz/J8uXL09bWlvnz\n52evvfZK8spJYq+//vr069cv8+bNy6RJk3b5CwEA6E06OzvzsY99LKtWrUqfPn3yqU99Kn/2Z3+W\n2bNn5+tf/3rjxPuXXXZZPvShDyUxBwMAXt92lUAf//jH84EPfCBnnnlmNmzYkN///ve57LLLss8+\n++SCCy5oXC5w7ty5WbJkSaZPn54HHnggnZ2dmThxYh599FHNLQDADli5cmVWrlyZcePGZd26dZkw\nYUIWLFiQm2++OXvuuWc+97nPbfb4pUuX5owzzjAHAwC2apsfB1u7dm1+9KMf5cwzz0yS9OvXL3vt\ntVcWLFiQmTNnJklmzpyZ2267LUmycOHCTJs2Lf369UtbW1tGjhyZxYsX78KXAADQ+7S2tmbcuHFJ\nkgEDBmTUqFGNqxBt6W94CxYsMAcDAF7XNkugxx9/PPvuu2/OPPPMHH744fnUpz6V559/PqtWrWpc\noq+1tTVPPfVUkqSrq2uzSxsOHTq06GUTAQCqZtmyZXnooYfynve8J0nyta99LePGjcvZZ5/dOAGr\nORgAsC3bvET8hg0b8uCDD+bqq6/OEUcckfPPPz9z5859zaHFO3qosUOTAaAaSlxmuMrWrVuXKVOm\nZN68eRkwYEDOPffcXHzxxanVavniF7+Yz3/+87nuuuu2e33mYADQ+21t/rXNI4GGDRuW4cOH54gj\njkiS/PEf/3EefPDBtLS0ZNWqVUle+cz6f56ccOjQoVmxYkXj+Z2dnRk6dOhWB9UMt0suuaTbx9Cb\nbvKUaU+/yVOmPf3WTHnyxmzYsCFTpkzJjBkzcsoppyRJ9ttvv0aR88lPfrLxka/eNgdrpv28WW4y\nlWdPv8lUpj391ix5vp5tlkAtLS0ZPnx4HnnkkSTJ3XffnTFjxmTy5Mm58cYbkyTf/OY3GxOTyZMn\n56abbspLL72Uxx9/PI899liOPPLIbW0GAIBXOeusszJ69Oicd955jWUrV65sfH3LLbfkkEMOSWIO\nBgBs2zY/DpYkV111VaZPn56XX345Bx54YG644YZs3LgxU6dOzfXXX58RI0Zk/vz5SZLRo0dn6tSp\nGT16dPr3759rrrnGYccAADvovvvuy9///d9n7NixGT9+fGq1Wi677LJ861vfykMPPZQ+ffqkra0t\n1157bRJzMABg27brEvG7ZMO12jYPU+opOjo60t7e3t3D6DXkWZ5My5JneTItq5nybKb3+6polu9J\nM+3nzUKmZcmzPJmWJ9OymiXP13uvVwIBALuM9/uex/cEAHq313uv3+Y5gQAAAABofkogAAAAgApQ\nAgEAAABUgBIIAAAAoAKUQAAAAAAVoAQCAAAAqAAlEAAAAEAFKIEAAAAAKkAJBAAAAFABSiAAAACA\nClACAQAAAFSAEggAAACgApRAAAAAABWgBAIAAACoACUQAAAAQAUogQAAAAAqQAkEAAAAUAFKIAAA\nAIAKUAIBAAAAVIASCAAAAKAClEAAAAAAFaAEAgAAAKgAJRAAAABABSiBAAAAACpACQQAAABQAUog\nAAAAgApQAgEAAABUgBIIAAAAoAKUQAAAAAAVoAQCAAAAqAAlEAAAAEAFKIEAAAAAKkAJBAAAAFAB\nSiAAAACAClACAQAAAFSAEggAAACgApRAAAAAABWgBAIAAACoACUQAAAAQAUogQAAAAAqQAkEAAAA\nUAFKIAAAAIAKUAIBAAAAVIASCAAAAKAClEAAAAAAFaAEAgAAAKgAJRAAAABABSiBANhMa2tbarVa\nj7+1trZ1d1QAANBUavV6vd4tG67V0k2bBuB11Gq1JM3w+7k53kdaW9uyatXy7h7GNrW0jMjKlcuK\nr9f7fc/jewIAvdvrvdcrgQDYjBKorKrn6f2+5/E9AYDe7fXe630cDAAAAKAClEAAAAAAFaAEAgAA\nAKgAJRAAAABABSiBAAAAACpACQQAAADdqLW1LbVarSlura1t3R0Xb4BLxAOwmapf0ry0qufp/b7n\n8T0B6HmaZ76QNMscrMpcIh4AAACg4pRAAAAAABWgBAIAAACoACUQAAAAQAUogQAAAAAqQAkEAAAA\nUAFKIAAAAIAKUAIBAAAAVIASCAAAAKAClEAAAAAAFaAEAgAAAKgAJRAAAABABSiBAAAAACpACQQA\nAABQAUogAAAAgApQAgEAAABUgBIIAAAAoAK2qwRqa2vLYYcdlvHjx+fII49MkqxevTqTJk3KQQcd\nlBNOOCFr1qxpPH7OnDkZOXJkRo0alUWLFu2akQMAAACw3barBOrTp086Ojry85//PIsXL06SzJ07\nNxMnTsyvf/3rHHfccZkzZ06SZMmSJZk/f36WLl2aO++8M+eee27q9fquewUAAAAAbNN2lUD1ej2b\nNm3abNmCBQsyc+bMJMnMmTNz2223JUkWLlyYadOmpV+/fmlra8vIkSMbxREAAAAA3WO7SqBarZbj\njz8+7373u3PdddclSVatWpWWlpYkSWtra5566qkkSVdXV4YPH9547tChQ9PV1VV63AAAAADsgH7b\n86D77rsv+++/f/7jP/6jcR6gWq222WNe/W8AAAAAeo7tKoH233//JMl+++2XU089NYsXL05LS0vj\naKCVK1dmyJAhSV458mfFihWN53Z2dmbo0KFbXO+sWbMaX7e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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2b084516a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "true_fan = star_wars[star_wars[\"Do you consider yourself to be a fan of the Star Wars film franchise?\"]==True]\n",
    "not_true_fan = star_wars[star_wars[\"Do you consider yourself to be a fan of the Star Wars film franchise?\"] ==False]\n",
    "\n",
    "fig , ax = plt.subplots(2,2, figsize = (20,20))\n",
    "\n",
    "true_fan[true_fan.columns[9:15]].apply(np.mean).plot.bar(ax=ax[0][0])\n",
    "not_true_fan[true_fan.columns[9:15]].apply(np.mean).plot.bar(ax=ax[0][1])\n",
    "true_fan[true_fan.columns[3:9]].apply(np.sum).plot.bar(ax=ax[1][0])\n",
    "not_true_fan[true_fan.columns[3:9]].apply(np.sum).plot.bar(ax=ax[1][1])\n",
    "\n",
    "ax[0][0].set_title(\"True Fan Rate-Mean\")\n",
    "ax[0][1].set_title(\"Not True Fan Rate-Mean\")\n",
    "ax[1][0].set_title(\"True Fan Seen\")\n",
    "ax[1][1].set_title(\"Not True Fan Seen\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- A la hora de evaluar hay una clara diferencia entre los fans y no fans. Sin embargo, siguen tendencias parecidas, en cuanto creciemineto y decrecimiento en el del numero de peliculas vistas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}