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Guided Project: Star Wars Survey
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Guided Project: Star Wars Survey
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"### Star Wars Survey\n",
"\n",
"While waiting for <a href='https://en.wikipedia.org/wiki/Star_Wars:_The_Force_Awakens'>Star Wars: The Force Awakens</a> to come out, the team at <a href='http://fivethirtyeight.com/'>FiveThirtyEight</a> became interested in answering some questions about Star Wars fans. In particular, they wondered: does the rest of America realize that “The Empire Strikes Back” is clearly the best of the bunch?\n",
"\n",
"The team needed to collect data addressing this question. To do this, they surveyed Star Wars fans using the online tool SurveyMonkey. They received 835 total responses, which can be downloaded from their <a href='https://github.com/fivethirtyeight/data/tree/master/star-wars-survey'> GitHub repository.</a>\n",
"\n",
"The data has several columns, including the following:\n",
"\n",
"- RespondentID — An anonymized ID for the respondent (person taking the survey)\n",
"- Gender — the respondent's gender\n",
"- Age — the respondent's age\n",
"- Household Income — the respondent's income\n",
"- Education — the respondent's education level\n",
"- Location (Census Region) — the respondent's location\n",
"- Have you seen any of the 6 films in the Star Wars franchise? — a Yes or No response\n",
"- Do you consider yourself to be a fan of the Star Wars film franchise? — a Yes or No response\n",
"\n",
"There are several other columns containing answers to questions about the Star Wars movies. For some questions, the respondent had to check one or more boxes. This type of data is difficult to represent in a column. As a result, this dataset needs a lot of cleaning."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"#Importing necessary libraries \n",
"import pandas as pd\n",
"import numpy as np\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style(\"whitegrid\", {'axes.grid' : False})"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#importing datasets\n",
"star_wars = pd.read_csv(\"star_wars.csv\", encoding=\"ISO-8859-1\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"\n",
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"</style>\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?</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>3292879998</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>3.0</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>1</th>\n",
" <td>3292879538</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>2</th>\n",
" <td>3292765271</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>1.0</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>3</th>\n",
" <td>3292763116</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>5.0</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>4</th>\n",
" <td>3292731220</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>5.0</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>5</th>\n",
" <td>3292719380</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>1.0</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>6</th>\n",
" <td>3292684787</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>6.0</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>7</th>\n",
" <td>3292663732</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>4.0</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>8</th>\n",
" <td>3292654043</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>5.0</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>9</th>\n",
" <td>3292640424</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>1.0</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",
" </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 3292879998 Yes \n",
"1 3292879538 No \n",
"2 3292765271 Yes \n",
"3 3292763116 Yes \n",
"4 3292731220 Yes \n",
"5 3292719380 Yes \n",
"6 3292684787 Yes \n",
"7 3292663732 Yes \n",
"8 3292654043 Yes \n",
"9 3292640424 Yes \n",
"\n",
" Do you consider yourself to be a fan of the Star Wars film franchise? \\\n",
"0 Yes \n",
"1 NaN \n",
"2 No \n",
"3 Yes \n",
"4 Yes \n",
"5 Yes \n",
"6 Yes \n",
"7 Yes \n",
"8 Yes \n",
"9 No \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 NaN \n",
"2 Star Wars: Episode I The Phantom Menace \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 NaN \n",
"\n",
" Unnamed: 4 \\\n",
"0 Star Wars: Episode II Attack of the Clones \n",
"1 NaN \n",
"2 Star Wars: Episode II Attack of the Clones \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 NaN \n",
"2 Star Wars: Episode III Revenge of the Sith \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 NaN \n",
"\n",
" Unnamed: 6 \\\n",
"0 Star Wars: Episode IV A New Hope \n",
"1 NaN \n",
"2 NaN \n",
"3 Star Wars: Episode IV A New Hope \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 NaN \n",
"\n",
" Unnamed: 7 \\\n",
"0 Star Wars: Episode V The Empire Strikes Back \n",
"1 NaN \n",
"2 NaN \n",
"3 Star Wars: Episode V The Empire Strikes Back \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 NaN \n",
"\n",
" Unnamed: 8 \\\n",
"0 Star Wars: Episode VI Return of the Jedi \n",
"1 NaN \n",
"2 NaN \n",
"3 Star Wars: Episode VI Return of the Jedi \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 NaN \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 3.0 \n",
"1 NaN \n",
"2 1.0 \n",
"3 5.0 \n",
"4 5.0 \n",
"5 1.0 \n",
"6 6.0 \n",
"7 4.0 \n",
"8 5.0 \n",
"9 1.0 \n",
"\n",
" ... Unnamed: 28 Which character shot first? \\\n",
"0 ... Very favorably I don't understand this question \n",
"1 ... NaN NaN \n",
"2 ... Unfamiliar (N/A) I don't understand this question \n",
"3 ... Very favorably I don't understand this question \n",
"4 ... Somewhat favorably Greedo \n",
"5 ... Very favorably Han \n",
"6 ... Very favorably Han \n",
"7 ... Very favorably Han \n",
"8 ... Somewhat favorably Han \n",
"9 ... Very favorably I don't understand this question \n",
"\n",
" Are you familiar with the Expanded Universe? \\\n",
"0 Yes \n",
"1 NaN \n",
"2 No \n",
"3 No \n",
"4 Yes \n",
"5 Yes \n",
"6 Yes \n",
"7 No \n",
"8 No \n",
"9 No \n",
"\n",
" Do you consider yourself to be a fan of the Expanded Universe? \\\n",
"0 No \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 No \n",
"5 No \n",
"6 No \n",
"7 NaN \n",
"8 NaN \n",
"9 NaN \n",
"\n",
" Do you consider yourself to be a fan of the Star Trek franchise? Gender \\\n",
"0 No Male \n",
"1 Yes Male \n",
"2 No Male \n",
"3 Yes Male \n",
"4 No Male \n",
"5 Yes Male \n",
"6 No Male \n",
"7 Yes Male \n",
"8 No Male \n",
"9 No Male \n",
"\n",
" Age Household Income Education \\\n",
"0 18-29 NaN High school degree \n",
"1 18-29 $0 - $24,999 Bachelor degree \n",
"2 18-29 $0 - $24,999 High school degree \n",
"3 18-29 $100,000 - $149,999 Some college or Associate degree \n",
"4 18-29 $100,000 - $149,999 Some college or Associate degree \n",
"5 18-29 $25,000 - $49,999 Bachelor degree \n",
"6 18-29 NaN High school degree \n",
"7 18-29 NaN High school degree \n",
"8 18-29 $0 - $24,999 Some college or Associate degree \n",
"9 18-29 $25,000 - $49,999 Some college or Associate degree \n",
"\n",
" Location (Census Region) \n",
"0 South Atlantic \n",
"1 West South Central \n",
"2 West North Central \n",
"3 West North Central \n",
"4 West North Central \n",
"5 Middle Atlantic \n",
"6 East North Central \n",
"7 South Atlantic \n",
"8 South Atlantic \n",
"9 Pacific \n",
"\n",
"[10 rows x 38 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Previewing the first ten rows of our data\n",
"star_wars.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"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?',\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')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"star_wars.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cleaning and Mapping Yes/No Columns\n",
"\n",
"Taking a look at the next two columns:\n",
"\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",
"Both represent `Yes/No` questions. They can also be NaN where a respondent chooses not to answer a question."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"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": 5,
"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": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Yes 552\n",
"No 284\n",
"Name: Do you consider yourself to be a fan of the Star Wars film franchise?, dtype: int64"
]
},
"execution_count": 6,
"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": [
"Both columns are currently string types, because the main values they contain are `Yes and No`. Making the data a bit easier to analyze by converting each column to a Boolean with only the values `True, False, and NaN`. Booleans are easier to work with because we can select the rows that are `True or False` without having to do a string comparison."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"yes_no = {\n",
" \"Yes\": True,\n",
" \"No\": False\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\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?</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>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>3.0</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>1</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>2</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>1.0</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>3</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>5.0</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>4</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>5.0</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",
"0 3292879998 True \n",
"1 3292879538 False \n",
"2 3292765271 True \n",
"3 3292763116 True \n",
"4 3292731220 True \n",
"\n",
" Do you consider yourself to be a fan of the Star Wars film franchise? \\\n",
"0 True \n",
"1 NaN \n",
"2 False \n",
"3 True \n",
"4 True \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 NaN \n",
"2 Star Wars: Episode I The Phantom Menace \n",
"3 Star Wars: Episode I The Phantom Menace \n",
"4 Star Wars: Episode I The Phantom Menace \n",
"\n",
" Unnamed: 4 \\\n",
"0 Star Wars: Episode II Attack of the Clones \n",
"1 NaN \n",
"2 Star Wars: Episode II Attack of the Clones \n",
"3 Star Wars: Episode II Attack of the Clones \n",
"4 Star Wars: Episode II Attack of the Clones \n",
"\n",
" Unnamed: 5 \\\n",
"0 Star Wars: Episode III Revenge of the Sith \n",
"1 NaN \n",
"2 Star Wars: Episode III Revenge of the Sith \n",
"3 Star Wars: Episode III Revenge of the Sith \n",
"4 Star Wars: Episode III Revenge of the Sith \n",
"\n",
" Unnamed: 6 \\\n",
"0 Star Wars: Episode IV A New Hope \n",
"1 NaN \n",
"2 NaN \n",
"3 Star Wars: Episode IV A New Hope \n",
"4 Star Wars: Episode IV A New Hope \n",
"\n",
" Unnamed: 7 \\\n",
"0 Star Wars: Episode V The Empire Strikes Back \n",
"1 NaN \n",
"2 NaN \n",
"3 Star Wars: Episode V The Empire Strikes Back \n",
"4 Star Wars: Episode V The Empire Strikes Back \n",
"\n",
" Unnamed: 8 \\\n",
"0 Star Wars: Episode VI Return of the Jedi \n",
"1 NaN \n",
"2 NaN \n",
"3 Star Wars: Episode VI Return of the Jedi \n",
"4 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 3.0 \n",
"1 NaN \n",
"2 1.0 \n",
"3 5.0 \n",
"4 5.0 \n",
"\n",
" ... Unnamed: 28 Which character shot first? \\\n",
"0 ... Very favorably I don't understand this question \n",
"1 ... NaN NaN \n",
"2 ... Unfamiliar (N/A) I don't understand this question \n",
"3 ... Very favorably I don't understand this question \n",
"4 ... Somewhat favorably Greedo \n",
"\n",
" Are you familiar with the Expanded Universe? \\\n",
"0 Yes \n",
"1 NaN \n",
"2 No \n",
"3 No \n",
"4 Yes \n",
"\n",
" Do you consider yourself to be a fan of the Expanded Universe? \\\n",
"0 No \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 No \n",
"\n",
" Do you consider yourself to be a fan of the Star Trek franchise? Gender \\\n",
"0 No Male \n",
"1 Yes Male \n",
"2 No Male \n",
"3 Yes Male \n",
"4 No Male \n",
"\n",
" Age Household Income Education \\\n",
"0 18-29 NaN High school degree \n",
"1 18-29 $0 - $24,999 Bachelor degree \n",
"2 18-29 $0 - $24,999 High school degree \n",
"3 18-29 $100,000 - $149,999 Some college or Associate degree \n",
"4 18-29 $100,000 - $149,999 Some college or Associate degree \n",
"\n",
" Location (Census Region) \n",
"0 South Atlantic \n",
"1 West South Central \n",
"2 West North Central \n",
"3 West North Central \n",
"4 West North Central \n",
"\n",
"[5 rows x 38 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"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": 9,
"metadata": {},
"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": 9,
"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": 10,
"metadata": {},
"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": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"star_wars['Do you consider yourself to be a fan of the Star Wars film franchise?'].value_counts()"
]
},