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+{
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 82,
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+ "metadata": {
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+ "collapsed": false
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+ },
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+ "outputs": [],
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+ "source": [
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+ "import pandas as pd\n",
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+ "star_wars = pd.read_csv(\"star_wars.csv\", encoding=\"ISO-8859-1\")"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 83,
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+ "metadata": {
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+ "collapsed": true
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+ },
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+ "outputs": [],
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+ "source": [
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+ "star_wars = star_wars[pd.notnull(star_wars[\"RespondentID\"])]"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 84,
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+ "metadata": {
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+ "collapsed": false
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+ },
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>RespondentID</th>\n",
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+ " <th>Have you seen any of the 6 films in the Star Wars franchise?</th>\n",
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+ " <th>Do you consider yourself to be a fan of the Star Wars film franchise?</th>\n",
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+ " <th>Which of the following Star Wars films have you seen? Please select all that apply.</th>\n",
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+ " <th>Unnamed: 4</th>\n",
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+ " <th>Unnamed: 5</th>\n",
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+ " <th>Unnamed: 6</th>\n",
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+ " <th>Unnamed: 7</th>\n",
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+ " <th>Unnamed: 8</th>\n",
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+ " <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",
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+ " <th>...</th>\n",
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+ " <th>Unnamed: 28</th>\n",
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+ " <th>Which character shot first?</th>\n",
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+ " <th>Are you familiar with the Expanded Universe?</th>\n",
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+ " <th>Do you consider yourself to be a fan of the Expanded Universe?Âæ</th>\n",
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+ " <th>Do you consider yourself to be a fan of the Star Trek franchise?</th>\n",
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+ " <th>Gender</th>\n",
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+ " <th>Age</th>\n",
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+ " <th>Household Income</th>\n",
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+ " <th>Education</th>\n",
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+ " <th>Location (Census Region)</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>1</th>\n",
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+ " <td>3292879998</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Star Wars: Episode I The Phantom Menace</td>\n",
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+ " <td>Star Wars: Episode II Attack of the Clones</td>\n",
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+ " <td>Star Wars: Episode III Revenge of the Sith</td>\n",
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+ " <td>Star Wars: Episode IV A New Hope</td>\n",
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+ " <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
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+ " <td>Star Wars: Episode VI Return of the Jedi</td>\n",
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+ " <td>3</td>\n",
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+ " <td>...</td>\n",
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+ " <td>Very favorably</td>\n",
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+ " <td>I don't understand this question</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>No</td>\n",
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+ " <td>No</td>\n",
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+ " <td>Male</td>\n",
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+ " <td>18-29</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>High school degree</td>\n",
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+ " <td>South Atlantic</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>3292879538</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Male</td>\n",
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+ " <td>18-29</td>\n",
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+ " <td>$0 - $24,999</td>\n",
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+ " <td>Bachelor degree</td>\n",
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+ " <td>West South Central</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>3</th>\n",
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+ " <td>3292765271</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>No</td>\n",
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+ " <td>Star Wars: Episode I The Phantom Menace</td>\n",
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+ " <td>Star Wars: Episode II Attack of the Clones</td>\n",
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+ " <td>Star Wars: Episode III Revenge of the Sith</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>1</td>\n",
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+ " <td>...</td>\n",
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+ " <td>Unfamiliar (N/A)</td>\n",
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+ " <td>I don't understand this question</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>No</td>\n",
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+ " <td>Male</td>\n",
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+ " <td>18-29</td>\n",
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+ " <td>$0 - $24,999</td>\n",
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+ " <td>High school degree</td>\n",
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+ " <td>West North Central</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>4</th>\n",
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+ " <td>3292763116</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Star Wars: Episode I The Phantom Menace</td>\n",
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+ " <td>Star Wars: Episode II Attack of the Clones</td>\n",
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+ " <td>Star Wars: Episode III Revenge of the Sith</td>\n",
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+ " <td>Star Wars: Episode IV A New Hope</td>\n",
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+ " <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
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+ " <td>Star Wars: Episode VI Return of the Jedi</td>\n",
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+ " <td>5</td>\n",
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+ " <td>...</td>\n",
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+ " <td>Very favorably</td>\n",
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+ " <td>I don't understand this question</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Male</td>\n",
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+ " <td>18-29</td>\n",
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+ " <td>$100,000 - $149,999</td>\n",
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+ " <td>Some college or Associate degree</td>\n",
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+ " <td>West North Central</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>5</th>\n",
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+ " <td>3292731220</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Star Wars: Episode I The Phantom Menace</td>\n",
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+ " <td>Star Wars: Episode II Attack of the Clones</td>\n",
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+ " <td>Star Wars: Episode III Revenge of the Sith</td>\n",
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+ " <td>Star Wars: Episode IV A New Hope</td>\n",
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+ " <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
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+ " <td>Star Wars: Episode VI Return of the Jedi</td>\n",
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+ " <td>5</td>\n",
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+ " <td>...</td>\n",
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+ " <td>Somewhat favorably</td>\n",
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+ " <td>Greedo</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>No</td>\n",
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+ " <td>No</td>\n",
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+ " <td>Male</td>\n",
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+ " <td>18-29</td>\n",
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+ " <td>$100,000 - $149,999</td>\n",
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+ " <td>Some college or Associate degree</td>\n",
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+ " <td>West North Central</td>\n",
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+ " </tr>\n",
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+ " </tbody>\n",
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+ "</table>\n",
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+ "<p>5 rows × 38 columns</p>\n",
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+ "</div>"
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+ ],
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+ "text/plain": [
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+ " RespondentID Have you seen any of the 6 films in the Star Wars franchise? \\\n",
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+ "1 3292879998 Yes \n",
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+ "2 3292879538 No \n",
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+ "3 3292765271 Yes \n",
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+ "4 3292763116 Yes \n",
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+ "5 3292731220 Yes \n",
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+ "\n",
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+ " Do you consider yourself to be a fan of the Star Wars film franchise? \\\n",
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+ "1 Yes \n",
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+ "2 NaN \n",
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+ "3 No \n",
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+ "4 Yes \n",
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+ "5 Yes \n",
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+ "\n",
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+ " Which of the following Star Wars films have you seen? Please select all that apply. \\\n",
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+ "1 Star Wars: Episode I The Phantom Menace \n",
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+ "2 NaN \n",
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+ "3 Star Wars: Episode I The Phantom Menace \n",
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+ "4 Star Wars: Episode I The Phantom Menace \n",
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+ "5 Star Wars: Episode I The Phantom Menace \n",
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+ "\n",
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+ " Unnamed: 4 \\\n",
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+ "1 Star Wars: Episode II Attack of the Clones \n",
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+ "2 NaN \n",
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+ "3 Star Wars: Episode II Attack of the Clones \n",
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+ "4 Star Wars: Episode II Attack of the Clones \n",
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+ "5 Star Wars: Episode II Attack of the Clones \n",
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+ "\n",
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+ " Unnamed: 5 \\\n",
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+ "1 Star Wars: Episode III Revenge of the Sith \n",
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+ "2 NaN \n",
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+ "3 Star Wars: Episode III Revenge of the Sith \n",
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+ "4 Star Wars: Episode III Revenge of the Sith \n",
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+ "5 Star Wars: Episode III Revenge of the Sith \n",
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+ "\n",
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+ " Unnamed: 6 \\\n",
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+ "1 Star Wars: Episode IV A New Hope \n",
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+ "2 NaN \n",
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+ "3 NaN \n",
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+ "4 Star Wars: Episode IV A New Hope \n",
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+ "5 Star Wars: Episode IV A New Hope \n",
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+ "\n",
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+ " Unnamed: 7 \\\n",
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+ "1 Star Wars: Episode V The Empire Strikes Back \n",
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+ "2 NaN \n",
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+ "3 NaN \n",
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+ "4 Star Wars: Episode V The Empire Strikes Back \n",
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+ "5 Star Wars: Episode V The Empire Strikes Back \n",
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+ "\n",
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+ " Unnamed: 8 \\\n",
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+ "1 Star Wars: Episode VI Return of the Jedi \n",
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+ "2 NaN \n",
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+ "3 NaN \n",
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+ "4 Star Wars: Episode VI Return of the Jedi \n",
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+ "5 Star Wars: Episode VI Return of the Jedi \n",
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+ "\n",
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+ " 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",
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+ "1 3 \n",
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+ "2 NaN \n",
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+ "3 1 \n",
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+ "4 5 \n",
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+ "5 5 \n",
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+ "\n",
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+ " ... Unnamed: 28 \\\n",
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+ "1 ... Very favorably \n",
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+ "2 ... NaN \n",
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+ "3 ... Unfamiliar (N/A) \n",
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+ "4 ... Very favorably \n",
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+ "5 ... Somewhat favorably \n",
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+ "\n",
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+ " Which character shot first? \\\n",
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+ "1 I don't understand this question \n",
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+ "2 NaN \n",
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+ "3 I don't understand this question \n",
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+ "4 I don't understand this question \n",
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+ "5 Greedo \n",
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+ "\n",
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+ " Are you familiar with the Expanded Universe? \\\n",
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+ "1 Yes \n",
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+ "2 NaN \n",
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+ "3 No \n",
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+ "4 No \n",
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+ "5 Yes \n",
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+ "\n",
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+ " Do you consider yourself to be a fan of the Expanded Universe?Âæ \\\n",
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+ "1 No \n",
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+ "2 NaN \n",
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+ "3 NaN \n",
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+ "4 NaN \n",
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+ "5 No \n",
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+ "\n",
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+ " Do you consider yourself to be a fan of the Star Trek franchise? Gender \\\n",
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+ "1 No Male \n",
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+ "2 Yes Male \n",
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+ "3 No Male \n",
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+ "4 Yes Male \n",
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+ "5 No Male \n",
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+ "\n",
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+ " Age Household Income Education \\\n",
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+ "1 18-29 NaN High school degree \n",
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+ "2 18-29 $0 - $24,999 Bachelor degree \n",
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+ "3 18-29 $0 - $24,999 High school degree \n",
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+ "4 18-29 $100,000 - $149,999 Some college or Associate degree \n",
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+ "5 18-29 $100,000 - $149,999 Some college or Associate degree \n",
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+ "\n",
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+ " Location (Census Region) \n",
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+ "1 South Atlantic \n",
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+ "2 West South Central \n",
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+ "3 West North Central \n",
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+ "4 West North Central \n",
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+ "5 West North Central \n",
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+ "\n",
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+ "[5 rows x 38 columns]"
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+ ]
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+ },
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+ "execution_count": 84,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "star_wars.head()"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 85,
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+ "metadata": {
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+ "collapsed": false
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+ },
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "Index(['RespondentID',\n",
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+ " 'Have you seen any of the 6 films in the Star Wars franchise?',\n",
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+ " 'Do you consider yourself to be a fan of the Star Wars film franchise?',\n",
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+ " 'Which of the following Star Wars films have you seen? Please select all that apply.',\n",
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+ " 'Unnamed: 4', 'Unnamed: 5', 'Unnamed: 6', 'Unnamed: 7', 'Unnamed: 8',\n",
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+ " '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",
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+ " 'Unnamed: 10', 'Unnamed: 11', 'Unnamed: 12', 'Unnamed: 13',\n",
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+ " 'Unnamed: 14',\n",
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+ " 'Please state whether you view the following characters favorably, unfavorably, or are unfamiliar with him/her.',\n",
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+ " 'Unnamed: 16', 'Unnamed: 17', 'Unnamed: 18', 'Unnamed: 19',\n",
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+ " 'Unnamed: 20', 'Unnamed: 21', 'Unnamed: 22', 'Unnamed: 23',\n",
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+ " 'Unnamed: 24', 'Unnamed: 25', 'Unnamed: 26', 'Unnamed: 27',\n",
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+ " 'Unnamed: 28', 'Which character shot first?',\n",
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+ " 'Are you familiar with the Expanded Universe?',\n",
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+ " 'Do you consider yourself to be a fan of the Expanded Universe?Âæ',\n",
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+ " 'Do you consider yourself to be a fan of the Star Trek franchise?',\n",
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+ " 'Gender', 'Age', 'Household Income', 'Education',\n",
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+ " 'Location (Census Region)'],\n",
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+ " dtype='object')"
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+ ]
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+ },
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+ "execution_count": 85,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "star_wars.columns"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 86,
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+ "metadata": {
|
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+ "collapsed": false
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+ },
|
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+ "outputs": [
|
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
|
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+ " <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?Âæ</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>3292879998</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>True</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>3292879538</td>\n",
|
|
|
+ " <td>False</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>3292765271</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>False</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>3292763116</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>True</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>3292731220</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>True</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",
|
|
|
+ " </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 3292879998 True \n",
|
|
|
+ "2 3292879538 False \n",
|
|
|
+ "3 3292765271 True \n",
|
|
|
+ "4 3292763116 True \n",
|
|
|
+ "5 3292731220 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",
|
|
|
+ " 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",
|
|
|
+ "\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",
|
|
|
+ "\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",
|
|
|
+ "\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",
|
|
|
+ "\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",
|
|
|
+ "\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",
|
|
|
+ "\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?Âæ \\\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": 86,
|
|
|
+ "metadata": {},
|
|
|
+ "output_type": "execute_result"
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "yes_no = {\"Yes\": True, \"No\": False}\n",
|
|
|
+ "\n",
|
|
|
+ "for col in [\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",
|
|
|
+ " ]:\n",
|
|
|
+ " star_wars[col] = star_wars[col].map(yes_no)\n",
|
|
|
+ "\n",
|
|
|
+ "star_wars.head()"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 87,
|
|
|
+ "metadata": {
|
|
|
+ "collapsed": false
|
|
|
+ },
|
|
|
+ "outputs": [],
|
|
|
+ "source": [
|
|
|
+ "import numpy as np\n",
|
|
|
+ "\n",
|
|
|
+ "movie_mapping = {\n",
|
|
|
+ " \"Star Wars: Episode I The Phantom Menace\": True,\n",
|
|
|
+ " np.nan: False,\n",
|
|
|
+ " \"Star Wars: Episode II Attack of the Clones\": True,\n",
|
|
|
+ " \"Star Wars: Episode III Revenge of the Sith\": True,\n",
|
|
|
+ " \"Star Wars: Episode IV A New Hope\": True,\n",
|
|
|
+ " \"Star Wars: Episode V The Empire Strikes Back\": True,\n",
|
|
|
+ " \"Star Wars: Episode VI Return of the Jedi\": True\n",
|
|
|
+ "}\n",
|
|
|
+ "\n",
|
|
|
+ "for col in star_wars.columns[3:9]:\n",
|
|
|
+ " star_wars[col] = star_wars[col].map(movie_mapping)"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 88,
|
|
|
+ "metadata": {
|
|
|
+ "collapsed": false
|
|
|
+ },
|
|
|
+ "outputs": [
|
|
|
+ {
|
|
|
+ "data": {
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|
+ "text/html": [
|
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+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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+ "<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",
|
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|
+ " <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?Âæ</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>3292879998</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>3292879538</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>3292765271</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>3292763116</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>3292731220</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 3292879998 True \n",
|
|
|
+ "2 3292879538 False \n",
|
|
|
+ "3 3292765271 True \n",
|
|
|
+ "4 3292763116 True \n",
|
|
|
+ "5 3292731220 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?Âæ \\\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": 88,
|
|
|
+ "metadata": {},
|
|
|
+ "output_type": "execute_result"
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "star_wars = star_wars.rename(columns={\n",
|
|
|
+ " \"Which of the following Star Wars films have you seen? Please select all that apply.\": \"seen_1\",\n",
|
|
|
+ " \"Unnamed: 4\": \"seen_2\",\n",
|
|
|
+ " \"Unnamed: 5\": \"seen_3\",\n",
|
|
|
+ " \"Unnamed: 6\": \"seen_4\",\n",
|
|
|
+ " \"Unnamed: 7\": \"seen_5\",\n",
|
|
|
+ " \"Unnamed: 8\": \"seen_6\"\n",
|
|
|
+ " })\n",
|
|
|
+ "\n",
|
|
|
+ "star_wars.head()"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 89,
|
|
|
+ "metadata": {
|
|
|
+ "collapsed": false
|
|
|
+ },
|
|
|
+ "outputs": [
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|
|
+ {
|
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|
+ "data": {
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+ "text/html": [
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|
|
+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
|
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+ " <thead>\n",
|
|
|
+ " <tr style=\"text-align: right;\">\n",
|
|
|
+ " <th></th>\n",
|
|
|
+ " <th>RespondentID</th>\n",
|
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|
+ " <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",
|
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|
+ " <th>seen_2</th>\n",
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+ " <th>seen_3</th>\n",
|
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|
+ " <th>seen_4</th>\n",
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|
+ " <th>seen_5</th>\n",
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|
+ " <th>seen_6</th>\n",
|
|
|
+ " <th>ranking_1</th>\n",
|
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+ " <th>...</th>\n",
|
|
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+ " <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?Âæ</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",
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|
|
+ " <tr>\n",
|
|
|
+ " <th>1</th>\n",
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|
|
+ " <td>3292879998</td>\n",
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+ " <td>True</td>\n",
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+ " <td>True</td>\n",
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+ " <td>True</td>\n",
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+ " <td>True</td>\n",
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|
+ " <td>True</td>\n",
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|
|
+ " <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",
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|
|
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|
|
+ " <td>Male</td>\n",
|
|
|
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|
|
|
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|
|
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|
|
|
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|
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|
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|
|
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|
|
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|
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|
|
+ " <td>NaN</td>\n",
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|
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|
|
+ " <td>False</td>\n",
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|
|
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|
|
+ " <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",
|
|
|
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|
|
|
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|
|
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|
|
|
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|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>3</th>\n",
|
|
|
+ " <td>3292765271</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>False</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
|
+ " <td>True</td>\n",
|
|
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+ " <td>False</td>\n",
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|
|
+ " <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",
|
|
|
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|
|
|
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|
|
|
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|
|
|
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|
|
|
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|
|
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|
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|
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|
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|
|
+ " <td>True</td>\n",
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|
|
+ " <td>True</td>\n",
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|
|
+ " <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",
|
|
|
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|
|
|
+ " <td>18-29</td>\n",
|
|
|
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|
|
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|
|
|
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|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>5</th>\n",
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|
|
+ " <td>3292731220</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",
|
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+ " </tbody>\n",
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+ "</table>\n",
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|
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+ "<p>5 rows × 38 columns</p>\n",
|
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+ "</div>"
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+ ],
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+ "text/plain": [
|
|
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+ " RespondentID Have you seen any of the 6 films in the Star Wars franchise? \\\n",
|
|
|
+ "1 3292879998 True \n",
|
|
|
+ "2 3292879538 False \n",
|
|
|
+ "3 3292765271 True \n",
|
|
|
+ "4 3292763116 True \n",
|
|
|
+ "5 3292731220 True \n",
|
|
|
+ "\n",
|
|
|
+ " Do you consider yourself to be a fan of the Star Wars film franchise? \\\n",
|
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+ "1 True \n",
|
|
|
+ "2 NaN \n",
|
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|
+ "3 False \n",
|
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|
+ "4 True \n",
|
|
|
+ "5 True \n",
|
|
|
+ "\n",
|
|
|
+ " seen_1 seen_2 seen_3 seen_4 seen_5 seen_6 ranking_1 \\\n",
|
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|
+ "1 True True True True True True 3 \n",
|
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+ "2 False False False False False False NaN \n",
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+ "3 True True True False False False 1 \n",
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+ "4 True True True True True True 5 \n",
|
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+ "5 True True True True True True 5 \n",
|
|
|
+ "\n",
|
|
|
+ " ... Unnamed: 28 \\\n",
|
|
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+ "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?Âæ \\\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]"
|
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|
+ ]
|
|
|
+ },
|
|
|
+ "execution_count": 89,
|
|
|
+ "metadata": {},
|
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|
+ "output_type": "execute_result"
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "star_wars = star_wars.rename(columns={\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.\": \"ranking_1\",\n",
|
|
|
+ " \"Unnamed: 10\": \"ranking_2\",\n",
|
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|
+ " \"Unnamed: 11\": \"ranking_3\",\n",
|
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|
+ " \"Unnamed: 12\": \"ranking_4\",\n",
|
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|
+ " \"Unnamed: 13\": \"ranking_5\",\n",
|
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|
+ " \"Unnamed: 14\": \"ranking_6\"\n",
|
|
|
+ " })\n",
|
|
|
+ "\n",
|
|
|
+ "star_wars.head()"
|
|
|
+ ]
|
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|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 90,
|
|
|
+ "metadata": {
|
|
|
+ "collapsed": false
|
|
|
+ },
|
|
|
+ "outputs": [],
|
|
|
+ "source": [
|
|
|
+ "star_wars[star_wars.columns[9:15]] = star_wars[star_wars.columns[9:15]].astype(float)"
|
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|
+ ]
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|
+ },
|
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|
+ {
|
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|
+ "cell_type": "code",
|
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|
+ "execution_count": 91,
|
|
|
+ "metadata": {
|
|
|
+ "collapsed": false
|
|
|
+ },
|
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|
+ "outputs": [
|
|
|
+ {
|
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|
+ "data": {
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+ "text/plain": [
|
|
|
+ "ranking_1 3.732934\n",
|
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+ "ranking_2 4.087321\n",
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+ "ranking_3 4.341317\n",
|
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|
+ "ranking_4 3.272727\n",
|
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|
+ "ranking_5 2.513158\n",
|
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+ "ranking_6 3.047847\n",
|
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|
+ "dtype: float64"
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+ ]
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+ },
|
|
|
+ "execution_count": 91,
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|
+ "metadata": {},
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+ "output_type": "execute_result"
|
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|
+ }
|
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|
+ ],
|
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+ "source": [
|
|
|
+ "star_wars[star_wars.columns[9:15]].mean()"
|
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+ ]
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|
+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 93,
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+ "metadata": {
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+ "collapsed": false
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|
+ },
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+ "outputs": [
|
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|
+ {
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+ "data": {
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+ "text/plain": [
|
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+ "<Container object of 6 artists>"
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+ ]
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+ },
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+ "metadata": {},
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+ ],
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+ "text/plain": [
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+ "<matplotlib.figure.Figure at 0x10a05a748>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ }
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+ ],
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+ "source": [
|
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+ "%matplotlib inline\n",
|
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+ "import matplotlib.pyplot as plt\n",
|
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+ "\n",
|
|
|
+ "plt.bar(range(6), star_wars[star_wars.columns[9:15]].mean())"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
|
|
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+ "## Rankings\n",
|
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|
+ "\n",
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+ "So far, we've cleaned up the data, renamed several columns, and computed the average ranking of each movie. As I suspected, it looks like the \"original\" movies are rated much more highly than the newer ones."
|
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 97,
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+ "metadata": {
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+ "collapsed": false
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+ },
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "seen_1 673\n",
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+ "seen_2 571\n",
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+ "seen_3 550\n",
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+ "seen_4 607\n",
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+ "seen_5 758\n",
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+ "seen_6 738\n",
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+ "dtype: int64"
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+ ]
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+ },
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+ "execution_count": 97,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "star_wars[star_wars.columns[3:9]].sum()"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 96,
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+ "metadata": {
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+ "collapsed": false
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "<Container object of 6 artists>"
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+ "# View counts\n",
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+ "\n",
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+ "It appears that the original movies were seen by more respondents than the newer movies. This reinforces what we saw in the rankings, where the earlier movies seem to be more popular."
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+ }
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+ "source": [
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+ "plt.bar(range(6), males[males.columns[9:15]].mean())\n",
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+ "plt.show()\n",
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+ "\n",
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+ "plt.bar(range(6), females[females.columns[9:15]].mean())\n",
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+ "plt.show()"
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+ ]
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+ "outputs": [
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+ {
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+ "data": {
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+ "image/png": [
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+ "lUnc6MP1LyoAAAAASUVORK5CYII=\n"
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+ ],
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+ "text/plain": [
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+ "<matplotlib.figure.Figure at 0x10a669da0>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ }
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+ ],
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+ "source": [
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+ "plt.bar(range(6), males[males.columns[3:9]].sum())\n",
|
|
|
+ "plt.show()\n",
|
|
|
+ "\n",
|
|
|
+ "plt.bar(range(6), females[females.columns[3:9]].sum())\n",
|
|
|
+ "plt.show()"
|
|
|
+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
|
|
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+ "source": [
|
|
|
+ "## Male/Female differences in favorite Star Wars movie and most seen movie\n",
|
|
|
+ "\n",
|
|
|
+ "Interestingly, more males watches episodes 1-3, but males liked them far less than females did."
|
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|
+ ]
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|
+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.4.2"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 0
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+}
|
Vik Paruchuri
9 years ago