From a0c942b740aaf147ff3f56d0afa90556a38a4164 Mon Sep 17 00:00:00 2001 From: Nathalia Date: Fri, 30 Aug 2024 09:10:09 -0300 Subject: [PATCH] Projeto Guiado II --- .../ProjetoGuiadoII/ETL_ProjetoGuiado.ipynb | 452 +++ .../para-casa/ProjetoGuiadoII/README.md | 58 + .../ProjetoGuiadoII/SQL_ProjetoGuiado.ipynb | 105 + .../ProjetoGuiadoII/reading_habits.csv | 2833 +++++++++++++++++ .../para-sala/exercicio_sala de aula.ipynb | 223 +- 5 files changed, 3549 insertions(+), 122 deletions(-) create mode 100644 exercicios/para-casa/ProjetoGuiadoII/ETL_ProjetoGuiado.ipynb create mode 100644 exercicios/para-casa/ProjetoGuiadoII/README.md create mode 100644 exercicios/para-casa/ProjetoGuiadoII/SQL_ProjetoGuiado.ipynb create mode 100644 exercicios/para-casa/ProjetoGuiadoII/reading_habits.csv diff --git a/exercicios/para-casa/ProjetoGuiadoII/ETL_ProjetoGuiado.ipynb b/exercicios/para-casa/ProjetoGuiadoII/ETL_ProjetoGuiado.ipynb new file mode 100644 index 0000000..bdb5455 --- /dev/null +++ b/exercicios/para-casa/ProjetoGuiadoII/ETL_ProjetoGuiado.ipynb @@ -0,0 +1,452 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PROJETO GUIADO II\n", + "\n", + "**Turma:** Reprograma On33\\\n", + "**Orientação:** Profa. Stefany Gracy\\\n", + "**Autoras:** Hitawana Araújo e Nathália Pereira\\\n", + "**Dataset utilizado:** Global Mental Health Disorders\\\n", + "**Fonte de dados:** [Kaggle](https://www.kaggle.com/datasets/thedevastator/global-mental-health-disorders)\n", + "\n", + "**Escolha dos dados**: Amantes de leitura, as autoras escolheram o dataset com a curiosidade a respeito dos hábitos de leitura de uma determinada população. Os dados para análise referem-se a informações amostrais de pesquisa com estadunidenses.\n", + "O dataset utilizado foi escolhido por conter informações de Gênero, Raça, Idade e Educação, possibilitando uma análise mais completa do perfil dos leitores e relacões sociais de prevalência de determinados grupos. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Tratamento de dados:***" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "# importação dos módulos e pacotes\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt \n", + "import seaborn as sns\n", + "from scipy.stats import ttest_ind\n", + "\n", + "#importação dataframe considerando a coluna index do arquivo e otimizações de tipo\n", + "df = pd.read_csv('./reading_habits.csv')\n", + "\n", + "# COLUNAS: ''Age', 'Sex', 'Race', 'Marital status?', 'Education', 'Employement', 'Incomes', 'How many books did you read during last 12months?', 'Read any printed books during last 12months?', 'Read any audiobooks during last 12months?', 'Read any e-books during last 12months?', 'Last book you read, you…', 'Do you happen to read any daily news or newspapers?', 'Do you happen to read any magazines or journals?']'\n", + "\n", + "# visualização inicial \n", + "# print(df.head())\n", + "# print(df.info())\n", + "# print(df.columns)\n", + "# print(df.describe())\n", + "\n", + "# backup\n", + "df_backup = df.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Age 0\n", + "Sex 0\n", + "Race 0\n", + "Marital status? 0\n", + "Education 58\n", + "Employement 0\n", + "Incomes 0\n", + "How many books did you read during last 12months? 0\n", + "Read any printed books during last 12months? 390\n", + "Read any audiobooks during last 12months? 390\n", + "Read any e-books during last 12months? 390\n", + "Last book you read, you… 390\n", + "Do you happen to read any daily news or newspapers? 0\n", + "Do you happen to read any magazines or journals? 0\n", + "Age Range 172\n", + "dtype: int64\n", + "\n", + "Duplicados: 0\n" + ] + } + ], + "source": [ + "# tipagem\n", + "# print(df.dtypes)\n", + "\n", + "# checagem de nulos\n", + "print(df.isnull().sum())\n", + "df = df.dropna(how='all')\n", + "\n", + "# checagem de duplicados\n", + "print(f'\\nDuplicados:', df.duplicated().sum())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "***Visualizações Gráficas:***\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Graf1: Existem diferenças significativas nos hábitos de leitura entre homens e mulheres?***" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sex\n", + "Female 20.0\n", + "Male 13.0\n", + "Name: How many books did you read during last 12months?, dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# filtragem para análise da média de livros lidos por gênero feminino/masculino\n", + "gender_reader = df.groupby('Sex')['How many books did you read during last 12months?'].mean()\n", + "gender_reader = gender_reader.round(0)\n", + "print(gender_reader)\n", + "\n", + "fig, ax = plt.subplots(figsize=(7,5))\n", + "\n", + "bars = gender_reader.plot.barh(title='Mean of books read of gender', color=['mediumpurple', 'navy'])\n", + "plt.xticks(rotation=0)\n", + "plt.ylabel('Gender')\n", + "plt.xlabel('Number mean of books read')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Graf2: Qual é a relação entre o nível de educação formal e o hábito de leitura?***" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# educação por livros lidos\n", + "\n", + "df_education = df.where(df['Education'] != \"Don’t know\")\n", + "education = df_education['Education'].value_counts()\n", + "\n", + "education.plot.pie(autopct='%1.1f%%', startangle=70, colors={'darkorchid', 'lightseagreen', 'tomato', 'orange', 'brown', 'forestgreen'})\n", + "plt.title('Education of readers')\n", + "plt.ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Graf3: Qual a relação entre raça e hábitos de leitura?***\n", + "Subquestões: Temos diferenças de raça na quantidade de leitores e na quantidade de livros lidos por esses leitores?" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# raça dos 10 maiores leitores em relação ao volume de livros\n", + " \n", + "idx_biggest_readers = df['How many books did you read during last 12months?'].nlargest(10).index\n", + "biggest_readers = df.loc[idx_biggest_readers]\n", + "biggest_readers = biggest_readers.where(biggest_readers['Race'] != 'Refused')\n", + "\n", + "race_biggest_readers = biggest_readers['Race'].value_counts()\n", + "race_biggest_readers.plot.pie(autopct='%1.1f%%', startangle=70, explode=(0,0.05,0.05,0.05), colors={'darkorchid', 'lightseagreen', 'tomato', 'orange'})\n", + "plt.title('Race of ten biggest readers')\n", + "plt.ylabel('')\n", + "plt.show()\n", + "\n", + "\n", + "# raça dos leitores em geral\n", + "df_race = df[(df['Race'] != \"Don’t know\") & (df['Race'] != \"Refused\")]\n", + "race = df_race['Race'].value_counts()\n", + "# print(race)\n", + "bars = race.plot.barh(color='brown')\n", + "plt.tight_layout()\n", + "plt.title('Race Distribution of readers')\n", + "plt.ylabel('')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Graf4: Dentre os leitores, como é a distribuição de idades por número de livros nos últimos 12 meses?***" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# dataframe filtrado\n", + "df_readers = df.loc[df['How many books did you read during last 12months?'] > 2]\n", + "\n", + "# gráfico seaborn para verificação da distribuição etária\n", + "age_read = df_readers['Age']\n", + "\n", + "sns.histplot(age_read, kde=True, color='peru')\n", + "plt.title('Age Distribution of Readers (>2 books)')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Number of readers')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Graf5: Considerando a faixa etária, quantos livros em média são lidos por ano?***" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# função de faixa de etária\n", + "def age_range(age):\n", + " if age <= 20:\n", + " return '0-20'\n", + " elif age > 21 and age <= 30:\n", + " return '21-30'\n", + " elif age > 31 and age <= 40:\n", + " return '31-40'\n", + " elif age > 41 and age <= 50:\n", + " return '41-50'\n", + " elif age > 51 and age <= 60:\n", + " return '51-60'\n", + " elif age > 60:\n", + " return '> 60'\n", + "\n", + "df['Age Range'] = df['Age'].apply(age_range)\n", + "# print(df.head())\n", + "\n", + "# representação gráfica da média de total de livros lidos por idade\n", + "age_readers = df.groupby('Age Range')['How many books did you read during last 12months?'].mean()\n", + "age_readers = age_readers.round(0)\n", + "\n", + "fig, ax = plt.subplots(figsize=(6,5))\n", + "\n", + "bars = age_readers.plot.bar(title='Number mean of book reads and Age Range', color='peru')\n", + "plt.ylabel('Number mean of books reads')\n", + "plt.xticks(rotation=0)\n", + "ax.set_ylim(0, 30)\n", + "\n", + "for i, v in enumerate(age_readers):\n", + " bars.text(i, v + 0.05, f'{v:.0f}', color = 'black', ha = 'center')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Consultas SQL:***\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Teste de Hipótese:***\n", + "\n", + "\n", + "H[0] = Não há relação entre os hábitos de leitura de ebooks e a idade dos leitores\n", + "H[1] = Há relação entre os hábitos de leitura de ebooks e a idade dos leitores\n", + "\n", + "Hipotese nula: O consumo do formato E-book não tem relação com as diferenças geracionais.\n", + "\n", + "\n", + "H1: As diferenças geracionais influenciam significativamente os hábitos de leitura, tanto em termos de quantidade quanto de formato, com faixas etárias mais jovens preferindo formatos digitais e faixas etárias mais velhas mantendo o hábito de leitura com formatos impressos." + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test T Age\n", + "Estatística T : -2.9315149412772095\n", + "Valor P: 0.003404694244473684\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rejeitamos a hipótese nula\n" + ] + } + ], + "source": [ + "#amostragem\n", + "age_ebook_readers = df[df['Read any e-books during last 12months?'] == 'Yes']['Age'].dropna()\n", + "age_no_ebook_readers = df[df['Read any e-books during last 12months?'] == 'No']['Age'].dropna()\n", + "\n", + "#teste t independente\n", + "estatistica_t, valor_p = ttest_ind(age_ebook_readers, age_no_ebook_readers)\n", + "\n", + "# resultados\n", + "print(\"Test T Age\")\n", + "print(f\"Estatística T : {estatistica_t}\")\n", + "print(f\"Valor P: {valor_p}\")\n", + "\n", + "#grafico\n", + "sns.histplot(age_ebook_readers, color= 'navy', label ='E-book readers', kde=True, bins= 20)\n", + "sns.histplot(age_no_ebook_readers, color = 'peru', label = 'No E-book readers', kde=True, bins= 20)\n", + "\n", + "#rotulos\n", + "plt.legend()\n", + "plt.title(\"Age distribuition of ebook readers\")\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Count\")\n", + "plt.show()\n", + "\n", + "#interpretação\n", + "if valor_p < 0.05:\n", + " print(\"Rejeitamos a hipótese nula\")\n", + "else:\n", + " print(\"Não rejeitamos a hipótese nula\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-casa/ProjetoGuiadoII/README.md b/exercicios/para-casa/ProjetoGuiadoII/README.md new file mode 100644 index 0000000..0dd59fa --- /dev/null +++ b/exercicios/para-casa/ProjetoGuiadoII/README.md @@ -0,0 +1,58 @@ +# Projeto Guiado II🏠 + +# Introdução +O projeto realiza uma análise exploratória de um conjunto de dados que detalha os hábitos de leitura de diferentes indivíduos. + O objetivo principal é identificar padrões e tendências relacionadas à quantidade de livros lidos e a idade, contextualizando também outras características como sexo, educação e raça. + + Linguagem utilizada: Python + Bibliotecas Utilizadas: + pandas: Para manipulação e análise de dados. + numpy: Para operações numéricas. + matplotlib: Para visualização de dados através de gráficos. + seaborn: Para criação de gráficos estatísticos. + +***Turma:*** Reprograma On33 + +**Orientação:** Profa. Stefany Gracy + +**Autoras:** Hitawana Araújo e Nathália Pereira + +**Dataset utilizado:** Global Mental Health Disorders + +**Fonte de dados:** [Kaggle](https://www.kaggle.com/datasets/thedevastator/global-mental-health-disorders) + +**Escolha dos dados:** Amantes de leitura, as autoras escolheram o dataset com a curiosidade a respeito dos hábitos de leitura de uma determinada população. Os dados para análise referem-se a informações amostrais de pesquisa com estadunidenses. + +O dataset utilizado foi escolhido por conter informações de Gênero, Raça, Idade e Educação, possibilitando uma análise mais completa do perfil dos leitores e relacões sociais de prevalência de determinados grupos. + + + +# Funcionalidades Principais: + + Limpeza e preparação de dados. + Criação de gráficos para visualização de tendências e padrões. + Análise de distribuição por características demográficas. + +# Arquivos + +Esse projeto inclui: + +- *reading_habits.csv:* dataset utilizado para as análises +- *ETL_ProjetoGuiado.ipynb*: relatório contendo códigos e gráficos sobre dados utilizados para subsidiar a análise. +- *SQL_ProjetoGuiado.ipynb*: código de criação e edição em sql para consultas que validem o teste de hipótese. +- *README.md* + +# Funções principais: + +- age_range: Comparar dois grupos específicos de leitores (jovens e idosos) em relação à leitura de e-books. +- gender_reader: feita para calcular a média de livros lidos por diferentes gêneros e visualizá-la em um gráfico de barras horizontal. +- biggest_readers: Identifica aqueles que leram mais livros nos últimos 12 meses e examina a distribuição de suas características como educação. +- ttest_ind é usada para calcular a estatística t (estatistica_t) e o valor p (valor_p). + + + +Consulta SQL: + +- Contagem: Conta o número de leitores de e-books (coluna Ebook_readers) que responderam "Yes". +- Filtro por idade: Apenas os leitores com idade acima de 60 anos são incluídos. +- Execução e impressão: O resultado da consulta é carregado em um DataFrame Readers_60_age e exibido. \ No newline at end of file diff --git a/exercicios/para-casa/ProjetoGuiadoII/SQL_ProjetoGuiado.ipynb b/exercicios/para-casa/ProjetoGuiadoII/SQL_ProjetoGuiado.ipynb new file mode 100644 index 0000000..13d1dd2 --- /dev/null +++ b/exercicios/para-casa/ProjetoGuiadoII/SQL_ProjetoGuiado.ipynb @@ -0,0 +1,105 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Readers of ebook 50-60 years old\n", + " Ebook readers\n", + "0 186\n", + "\n", + " No Readers of ebook 50-60 years old\n", + " Ebook readers\n", + "0 489\n", + "Readers of ebook 18-30 years old\n", + " Ebook readers\n", + "0 181\n", + "\n", + "No Readers of ebook 18-30 years old\n", + " Ebook readers\n", + "0 402\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import sqlite3\n", + "\n", + "#importação dataframe e renomeando colunas\n", + "df = pd.read_csv('./reading_habits.csv')\n", + "df.rename(columns={'Read any e-books during last 12months?': 'Ebook_readers', 'Age Range': 'Age_Range'}, inplace=True)\n", + "\n", + "# conexão \n", + "conn = sqlite3.connect('reading_habits.db')\n", + "\n", + "#escrever o df em uma tabela sql\n", + "df.to_sql('reading_habits', conn, index=False, if_exists='replace') \n", + "\n", + "#executar a consulta \n", + "query_sql = \"\"\"\n", + "SELECT COUNT(Ebook_readers) AS 'Ebook readers'\n", + "FROM reading_habits\n", + "WHERE Ebook_readers = 'Yes' and Age >= 60\n", + "\"\"\"\n", + "\n", + "query_sql2 = \"\"\"\n", + "SELECT COUNT(Ebook_readers) AS 'Ebook readers'\n", + "FROM reading_habits\n", + "WHERE Ebook_readers = 'No' and Age >= 60\n", + "\"\"\"\n", + "\n", + "query_sql3 = \"\"\"\n", + "SELECT COUNT(Ebook_readers) AS 'Ebook readers'\n", + "FROM reading_habits\n", + "WHERE Ebook_readers = 'Yes' and Age <= 30\n", + "\"\"\"\n", + "query_sql4 = \"\"\"\n", + "SELECT COUNT(Ebook_readers) AS 'Ebook readers'\n", + "FROM reading_habits\n", + "WHERE Ebook_readers = 'No' and Age <= 30\n", + "\"\"\"\n", + "\n", + "Readers_60_age = pd.read_sql_query(query_sql, conn)\n", + "print('Readers of ebook 50-60 years old\\n', Readers_60_age)\n", + "\n", + "No_Readers_60_age = pd.read_sql_query(query_sql2, conn)\n", + "print('\\n No Readers of ebook 50-60 years old\\n',No_Readers_60_age)\n", + "\n", + "Readers_20_age = pd.read_sql_query(query_sql3, conn)\n", + "print('Readers of ebook 18-30 years old\\n', Readers_20_age)\n", + "\n", + "No_Readers_20_age = pd.read_sql_query(query_sql4, conn)\n", + "print('\\nNo Readers of ebook 18-30 years old\\n',No_Readers_20_age)\n", + "\n", + "#fechar a conexão\n", + "conn.close()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-casa/ProjetoGuiadoII/reading_habits.csv b/exercicios/para-casa/ProjetoGuiadoII/reading_habits.csv new file mode 100644 index 0000000..69c9adb --- /dev/null +++ b/exercicios/para-casa/ProjetoGuiadoII/reading_habits.csv @@ -0,0 +1,2833 @@ +Age,Sex,Race,Marital status?,Education,Employement,Incomes,How many books did you read during last 12months?,Read any printed books during last 12months?,Read any audiobooks during last 12months?,Read any e-books during last 12months?,"Last book you read, you…",Do you happen to read any daily news or newspapers?,Do you happen to read any magazines or journals? +66,Male,Refused,Divorced,College graduate,Retired,"$20,000 to under $30,000",97,Yes,No,Yes,Purchased the book,No,Yes +46,Male,Native American/American Indian,Married,High school graduate,Employed full-time,"Less than $10,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +32,Male,Mixed race,Never been married,High school graduate,Employed full-time,"Less than $10,000",97,No,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +27,Male,Mixed race,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",97,Yes,No,Yes,Borrowed the book from a library,Yes,No +16,Female,Mixed race,Never been married,High school incomplete,Employed part-time,"$10,000 to under $20,000",97,Yes,Yes,No,Purchased the book,Yes,No +55,Female,Asian or Pacific Islander,Divorced,"Some college, no 4-year degree",Have own business/self-employed,"$40,000 to under $50,000",97,Yes,Yes,Yes,Purchased the book,No,No +63,Male,Black or African-American,Widowed,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",97,Yes,No,No,Borrowed the book from a library,Yes,No +60,Female,Black or African-American,Married,College graduate,Retired,"$100,000 to under $150,000",97,Yes,No,No,Purchased the book,Yes,Yes +50,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed part-time,"$75,000 to under $100,000",97,Yes,No,Yes,Purchased the book,Yes,No +29,Female,Black or African-American,Never been married,High school graduate,Employed part-time,"Less than $10,000",97,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +23,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +19,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",97,Yes,No,No,Got the book some other way,Yes,Yes +16,Female,Black or African-American,Never been married,High school graduate,Student,"$10,000 to under $20,000",97,Yes,No,Yes,Borrowed the book from a library,No,Yes +89,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",97,Yes,No,No,Purchased the book,Yes,Yes +88,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",97,Yes,No,No,Borrowed the book from a library,Yes,No +84,Female,White,Widowed,"Some college, no 4-year degree",Retired,"9$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +81,Female,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",97,Yes,No,No,Purchased the book,Yes,Yes +80,Female,White,Widowed,Post-graduate training/professional school after college,Retired,Refused,97,Yes,No,No,Purchased the book,Yes,Yes +79,Female,White,Widowed,High school graduate,Other,"$20,000 to under $30,000",97,Yes,No,No,Borrowed the book from a library,No,No +79,Male,White,Married,College graduate,Retired,"$50,000 to under $75,000",97,Yes,No,No,Borrowed the book from a library,Yes,No +78,Female,White,Divorced,High school graduate,Not employed for pay,"$10,000 to under $20,000",97,Yes,No,No,Borrowed the book from a library,No,No +78,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +78,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$10,000 to under $20,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +77,Female,White,Married,High school graduate,Not employed for pay,Refused,97,Yes,No,Yes,Purchased the book,No,No +76,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +75,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +73,Male,White,Married,Post-graduate training/professional school after college,Have own business/self-employed,"$100,000 to under $150,000",97,Yes,No,No,Purchased the book,Yes,Yes +73,Male,White,Widowed,Post-graduate training/professional school after college,Retired,Refused,97,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +73,Female,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",97,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +71,Female,White,Divorced,Post-graduate training/professional school after college,Retired,"9$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a library,Yes,No +70,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",97,Yes,No,No,Purchased the book,Yes,Yes +70,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +69,Female,White,Married,College graduate,Retired,"$75,000 to under $100,000",97,Yes,No,No,Purchased the book,Yes,Yes +69,Female,White,Widowed,"Some college, no 4-year degree",Retired,"Less than $10,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +69,Female,White,Don’t know,Post-graduate training/professional school after college,Retired,Refused,97,Yes,No,No,Borrowed the book from a library,Yes,No +68,Female,White,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +68,Female,White,Divorced,High school graduate,Retired,"$20,000 to under $30,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +67,Male,White,Married,"Some college, no 4-year degree",Retired,Refused,97,Yes,No,No,Borrowed the book from a library,Yes,Yes +67,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",97,Yes,No,No,Got the book some other way,Yes,Yes +67,Female,White,Married,High school incomplete,Retired,"$75,000 to under $100,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +66,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +66,Female,White,Divorced,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",97,Yes,No,No,Purchased the book,Yes,No +66,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",97,Yes,No,Don’t know,Purchased the book,No,No +66,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",97,Yes,No,Yes,Borrowed the book from a library,Yes,No +65,Female,White,Married,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",97,Yes,No,No,Purchased the book,No,No +65,Male,White,Married,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",97,Yes,No,No,Purchased the book,Yes,Yes +65,Female,White,Divorced,College graduate,Retired,"$10,000 to under $20,000",97,Yes,No,No,Got the book some other way,Yes,Yes +65,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +65,Female,White,Divorced,College graduate,Employed full-time,"$75,000 to under $100,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +65,Female,White,Living with a partner,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",97,Yes,Yes,No,Purchased the book,Yes,Yes +65,Female,White,Divorced,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +64,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +64,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +64,Female,White,Widowed,High school graduate,Retired,Refused,97,Yes,Yes,Yes,Purchased the book,Yes,Yes +64,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +63,Female,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +63,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",97,Yes,No,No,Purchased the book,Yes,Yes +62,Female,White,Divorced,College graduate,Retired,"$20,000 to under $30,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +60,Female,White,Widowed,College graduate,Employed full-time,"$100,000 to under $150,000",97,Yes,Yes,Yes,Purchased the book,No,Yes +60,Female,White,Single,College graduate,Employed full-time,"$50,000 to under $75,000",97,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +60,Female,White,Never been married,College graduate,Employed part-time,"$50,000 to under $75,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Never been married,College graduate,Retired,"$20,000 to under $30,000",97,Yes,Yes,No,Purchased the book,Yes,No +59,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,97,Yes,Yes,No,Purchased the book,Yes,Yes +59,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",97,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +59,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +58,Female,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",97,Yes,No,No,Purchased the book,No,No +58,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +58,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",97,Yes,No,No,Borrowed the book from a library,Yes,No +58,Female,White,Married,Post-graduate training/professional school after college,Other,"$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +57,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",97,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +56,Female,White,Divorced,High school graduate,Retired,"$20,000 to under $30,000",97,Yes,No,No,Purchased the book,No,Yes +55,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",97,Yes,Yes,Yes,Purchased the book,No,Yes +55,Female,White,Married,"Some college, no 4-year degree",Have own business/self-employed,Refused,97,Yes,No,Yes,Purchased the book,Yes,Yes +54,Female,White,Married,College graduate,Employed full-time,Refused,97,Yes,Don’t know,Yes,Borrowed the book from a library,Yes,Yes +53,Female,White,Divorced,High school graduate,Employed full-time,"$30,000 to under $40,000",97,Yes,No,No,Purchased the book,No,No +53,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",97,Yes,No,Yes,Purchased the book,No,Yes +52,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",97,Yes,Yes,No,Purchased the book,Yes,Yes +52,Female,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",97,Yes,No,Yes,Got the book some other way,No,No +50,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +50,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +50,Female,White,Married,High school incomplete,Not employed for pay,"Less than $10,000",97,Yes,No,No,Purchased the book,Yes,No +46,Female,White,Married,College graduate,Have own business/self-employed,"$30,000 to under $40,000",97,Yes,No,No,Borrowed the book from a library,Yes,Yes +46,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +45,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +44,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",97,Yes,No,Yes,Purchased the book,No,Yes +42,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +41,Female,White,Married,College graduate,Employed full-time,"$30,000 to under $40,000",97,Yes,Yes,No,Borrowed the book from a library,No,Yes +40,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +38,Male,White,Married,College graduate,Not employed for pay,Refused,97,Yes,No,Yes,Got the book some other way,Yes,Yes +38,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,No,Yes +38,Female,White,Married,College graduate,Have own business/self-employed,"$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +37,Female,White,Married,College graduate,Employed part-time,"$40,000 to under $50,000",97,Yes,No,Yes,Purchased the book,No,No +36,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",97,Yes,No,Yes,Purchased the book,No,No +35,Male,White,Single,High school graduate,Not employed for pay,"$10,000 to under $20,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +35,Male,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$20,000 to under $30,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +34,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",97,Yes,No,Yes,Borrowed the book from a library,No,Yes +34,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",97,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +33,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",97,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +32,Female,White,Married,High school graduate,Not employed for pay,"$30,000 to under $40,000",97,Yes,No,No,Purchased the book,Yes,No +32,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +32,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",97,Yes,No,No,Purchased the book,No,No +30,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$75,000 to under $100,000",97,Yes,No,Yes,Purchased the book,No,Yes +29,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",97,Yes,Yes,Yes,Purchased the book,Yes,No +28,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",97,Yes,Yes,Yes,Purchased the book,Yes,Yes +28,Male,White,Married,High school incomplete,Employed full-time,"$40,000 to under $50,000",97,Yes,No,No,Purchased the book,Yes,Yes +27,Male,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",97,Yes,No,No,Purchased the book,Yes,Yes +26,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",97,Yes,No,No,Purchased the book,No,No +25,Male,White,Never been married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",97,Yes,No,No,Purchased the book,No,Yes +24,Female,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",97,Yes,No,No,Purchased the book,No,Yes +24,Female,White,Never been married,College graduate,Employed full-time,"$20,000 to under $30,000",97,Yes,No,Yes,Purchased the book,No,No +23,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",97,Yes,Yes,No,Purchased the book,No,No +23,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",97,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +22,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$10,000 to under $20,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +22,Male,White,Never been married,Post-graduate training/professional school after college,Employed part-time,"$10,000 to under $20,000",97,Yes,Yes,Yes,Got the book some other way,Yes,Yes +21,Male,White,Living with a partner,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",97,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +20,Female,White,Living with a partner,High school graduate,Employed part-time,"$20,000 to under $30,000",97,Yes,No,Yes,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",97,Yes,No,Yes,Purchased the book,No,No +18,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",97,Yes,No,No,Purchased the book,Yes,No +18,Female,White,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",97,Yes,No,No,Got the book some other way,Yes,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a friend or family member,No,No +17,Female,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a friend or family member,No,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$100,000 to under $150,000",97,Yes,No,No,Purchased the book,Yes,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",97,Yes,No,No,Borrowed the book from a library,No,No +64,Female,Native American/American Indian,Divorced,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",96,Yes,No,No,Purchased the book,Yes,Yes +40,Male,Black or African-American,Divorced,High school graduate,Retired,"Less than $10,000",96,Yes,No,No,Purchased the book,Yes,Yes +67,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",96,Yes,Yes,Yes,Purchased the book,Yes,Yes +66,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",96,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +65,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",96,Yes,No,No,Borrowed the book from a library,No,Yes +57,Female,White,Divorced,"Technical, trade or vocational school AFTER high school",Employed full-time,"$20,000 to under $30,000",96,Yes,No,No,Purchased the book,No,Yes +57,Female,White,Married,High school graduate,Retired,"$100,000 to under $150,000",96,Yes,No,Yes,Purchased the book,No,No +56,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",96,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +53,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",96,Yes,No,No,Purchased the book,No,Yes +53,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,96,Yes,Yes,No,Purchased the book,Yes,Yes +52,Female,White,Never been married,Post-graduate training/professional school after college,Employed part-time,"9$100,000 to under $150,000",96,Yes,Yes,No,Purchased the book,No,Yes +52,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",96,Yes,Yes,Yes,Purchased the book,Yes,Yes +48,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",96,Yes,No,Yes,Purchased the book,Yes,Yes +47,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",96,Yes,No,Yes,Purchased the book,Yes,Yes +28,Female,White,Single,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",96,Yes,Yes,Yes,Purchased the book,No,Yes +74,Male,White,Married,High school graduate,Retired,Refused,90,Yes,No,No,Borrowed the book from a library,Yes,No +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",90,Yes,Yes,No,Borrowed the book from a library,Yes,No +47,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",84,Yes,No,No,Purchased the book,Yes,Yes +53,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",80,Yes,Yes,Yes,Purchased the book,Yes,Yes +69,Female,White,Never been married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",80,Yes,Yes,No,Got the book some other way,No,Yes +65,Female,White,Married,High school graduate,Retired,Refused,80,Yes,No,No,Purchased the book,Yes,No +64,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,80,Yes,Yes,No,Purchased the book,No,Yes +54,Female,White,Living with a partner,"Some college, no 4-year degree",Disabled,"$30,000 to under $40,000",80,Yes,No,No,Got the book some other way,Yes,No +18,Male,White,Single,High school graduate,Employed full-time,"Less than $10,000",80,Yes,No,Yes,Purchased the book,No,No +65,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",76,No,No,Yes,8,Yes,Yes +24,Male,Mixed race,Never been married,Post-graduate training/professional school after college,Not employed for pay,"$50,000 to under $75,000",75,Yes,No,Yes,Purchased the book,Yes,No +54,Female,Black or African-American,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",75,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +81,Female,White,Widowed,College graduate,Not employed for pay,"$75,000 to under $100,000",75,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +78,Female,White,Widowed,High school graduate,Retired,"9$100,000 to under $150,000",75,Yes,No,No,Got the book some other way,Yes,No +73,Female,White,Married,College graduate,Employed part-time,"$30,000 to under $40,000",75,Yes,No,No,Purchased the book,Yes,Yes +68,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",75,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +65,Female,White,Divorced,High school graduate,Retired,"$30,000 to under $40,000",75,Yes,No,No,Borrowed the book from a library,Yes,No +62,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",75,Yes,No,No,Purchased the book,Yes,Yes +61,Female,White,Married,High school graduate,Retired,"$100,000 to under $150,000",75,Yes,Yes,No,Purchased the book,Yes,Yes +55,Female,White,Widowed,College graduate,Employed full-time,"$40,000 to under $50,000",75,Yes,No,No,Got the book some other way,Yes,No +48,Female,White,Married,College graduate,Not employed for pay,"9$100,000 to under $150,000",75,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +48,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",75,Yes,No,Yes,Purchased the book,Yes,Yes +45,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,Refused,75,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",75,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +55,Male,Black or African-American,Separated,High school graduate,Retired,"$10,000 to under $20,000",70,Yes,No,No,Got the book some other way,No,Yes +84,Female,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"9$100,000 to under $150,000",70,Yes,Yes,No,Got the book some other way,Yes,No +64,Female,White,Divorced,High school graduate,Employed full-time,"$30,000 to under $40,000",70,Yes,No,No,Purchased the book,Yes,Yes +60,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,70,Yes,Yes,Yes,Borrowed the book from a library,Yes,No +58,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",70,Yes,Yes,Yes,Purchased the book,No,Yes +53,Female,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",70,Yes,No,Yes,Got the book some other way,No,No +31,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",70,Yes,No,Yes,Purchased the book,No,Yes +22,Female,White,Married,High school graduate,Employed part-time,"Less than $10,000",70,Yes,No,No,Purchased the book,No,No +21,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",70,Yes,No,No,Borrowed the book from a friend or family member,No,No +16,Female,White,Single,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",70,Yes,No,No,Borrowed the book from a library,Yes,Yes +61,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",67,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +40,Male,White,Married,High school graduate,Not employed for pay,"Less than $10,000",65,Yes,No,No,Purchased the book,No,Yes +27,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",65,No,No,Yes,Purchased the book,Yes,Yes +35,Male,Native American/American Indian,Never been married,High school graduate,Employed full-time,"$100,000 to under $150,000",60,Yes,No,No,Purchased the book,Yes,Yes +50,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",60,Yes,No,Yes,Purchased the book,No,Yes +45,Female,Black or African-American,Married,College graduate,Employed full-time,"$100,000 to under $150,000",60,Yes,Yes,Yes,Got the book some other way,No,Yes +16,Male,Black or African-American,Never been married,High school incomplete,Employed full-time,"Less than $10,000",60,Yes,Yes,No,Purchased the book,Yes,Yes +66,Female,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",60,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +66,Female,White,Divorced,College graduate,Employed full-time,"$100,000 to under $150,000",60,Yes,No,No,Purchased the book,Yes,Don’t know +65,Female,White,Married,College graduate,Retired,"$50,000 to under $75,000",60,Yes,Yes,No,Purchased the book,Yes,Yes +62,Female,White,Widowed,College graduate,Retired,"$40,000 to under $50,000",60,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +61,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",60,Yes,No,Yes,Purchased the book,No,Yes +60,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",60,Yes,Yes,No,Purchased the book,Yes,No +60,Female,White,Married,College graduate,Retired,Refused,60,Yes,Yes,Yes,Purchased the book,Yes,Yes +58,Female,White,Widowed,High school graduate,Employed full-time,"$30,000 to under $40,000",60,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +53,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",60,Yes,Yes,Yes,Purchased the book,Yes,Yes +51,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",60,Yes,No,Yes,Purchased the book,Yes,Yes +39,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",60,Yes,No,No,Borrowed the book from a library,Yes,Yes +38,Male,White,Divorced,College graduate,Employed full-time,"$40,000 to under $50,000",60,Yes,No,No,Purchased the book,Yes,Yes +23,Female,White,Never been married,College graduate,Employed part-time,"9$100,000 to under $150,000",60,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +22,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",60,Yes,Yes,No,Purchased the book,Yes,Yes +21,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",60,Yes,No,Yes,Purchased the book,No,No +34,Male,Refused,Married,"Some college, no 4-year degree",Employed full-time,Refused,55,Yes,Yes,Yes,Purchased the book,Yes,Yes +81,Male,White,Married,High school graduate,Retired,Refused,55,Don’t know,No,No,Got the book some other way,Yes,No +66,Female,White,Living with a partner,High school graduate,Retired,"$40,000 to under $50,000",55,Yes,No,Yes,Purchased the book,Yes,No +47,Female,White,Divorced,High school graduate,Employed part-time,"$20,000 to under $30,000",54,Yes,No,Yes,Borrowed the book from a library,No,No +68,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,52,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +29,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",52,Yes,No,Yes,Purchased the book,No,No +21,Male,White,Married,High school incomplete,Employed full-time,"$30,000 to under $40,000",51,Yes,No,No,Got the book some other way,No,Yes +66,Male,Refused,Married,College graduate,Employed part-time,"9$100,000 to under $150,000",50,Yes,No,No,8,Yes,No +50,Male,Refused,Never been married,High school graduate,Retired,Refused,50,Yes,No,No,Purchased the book,Yes,No +26,Male,Refused,Married,"Some college, no 4-year degree",Employed full-time,Refused,50,Yes,No,No,Purchased the book,No,No +56,Female,Don’t know,Married,Post-graduate training/professional school after college,Other,Refused,50,Yes,No,Yes,Purchased the book,Yes,Yes +37,Male,Other,Single,High school graduate,Retired,"Less than $10,000",50,Yes,No,No,Purchased the book,Yes,Yes +16,Male,Other,Never been married,High school incomplete,Employed part-time,"$30,000 to under $40,000",50,Yes,No,No,Purchased the book,No,Yes +32,Female,Native American/American Indian,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",50,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +41,Female,Mixed race,Married,Post-graduate training/professional school after college,Disabled,"$30,000 to under $40,000",50,Yes,No,No,Got the book some other way,No,No +26,Male,Asian or Pacific Islander,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",50,Yes,No,Yes,Purchased the book,Yes,No +61,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",50,Yes,Yes,Yes,Got the book some other way,No,No +59,Female,Black or African-American,Married,College graduate,Employed full-time,"$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,Yes +47,Female,Black or African-American,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",50,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +32,Female,Black or African-American,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",50,Yes,No,No,Purchased the book,No,No +17,Male,Black or African-American,Never been married,High school incomplete,Employed part-time,"$10,000 to under $20,000",50,Yes,No,Yes,Borrowed the book from a library,No,No +90,Female,White,Widowed,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",50,Yes,No,No,Purchased the book,No,Yes +84,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,50,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +83,Female,White,Widowed,College graduate,Retired,"$20,000 to under $30,000",50,Yes,No,No,Purchased the book,Yes,Yes +80,Female,White,Widowed,High school graduate,Employed full-time,"$10,000 to under $20,000",50,Yes,No,No,Borrowed the book from a library,Yes,Yes +80,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",50,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +78,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",50,Yes,No,No,Purchased the book,No,Yes +78,Female,White,Widowed,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",50,Yes,No,No,Purchased the book,Yes,Yes +78,Female,White,Married,High school graduate,Retired,"$30,000 to under $40,000",50,Yes,No,No,Purchased the book,No,Yes +77,Male,White,Married,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",50,Yes,Yes,No,Purchased the book,Yes,Yes +77,Female,White,Widowed,High school graduate,Retired,"$40,000 to under $50,000",50,Yes,No,Yes,Borrowed the book from a library,Yes,No +76,Female,White,Widowed,College graduate,Retired,"9$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,Yes +75,Female,White,Widowed,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",50,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +74,Female,White,Married,College graduate,Retired,"$40,000 to under $50,000",50,Yes,Yes,Yes,Purchased the book,Yes,Yes +72,Female,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",50,Yes,Yes,No,Purchased the book,Yes,Yes +70,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",50,Yes,No,No,Borrowed the book from a library,Yes,Yes +70,Female,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",50,Yes,No,No,Purchased the book,Yes,Yes +70,Female,White,Married,College graduate,Retired,"$10,000 to under $20,000",50,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +69,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed part-time,"$50,000 to under $75,000",50,Yes,No,No,Purchased the book,No,Yes +68,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",50,Yes,No,No,Borrowed the book from a library,Yes,No +68,Male,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",50,Yes,No,Yes,Purchased the book,No,Yes +66,Female,White,Single,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",50,Yes,No,No,Purchased the book,Yes,Yes +66,Female,White,Don’t know,Post-graduate training/professional school after college,Retired,Refused,50,Yes,No,No,Purchased the book,Yes,No +66,Female,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",50,Yes,No,Yes,Borrowed the book from a library,Yes,No +66,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",50,Yes,Yes,Yes,Purchased the book,Yes,Yes +65,Male,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",50,Yes,No,No,Got the book some other way,Yes,Yes +65,Male,White,Married,College graduate,Retired,"$30,000 to under $40,000",50,Yes,No,No,Borrowed the book from a library,No,No +65,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",50,Yes,No,Yes,Borrowed the book from a library,No,Yes +65,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",50,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +64,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",50,Yes,No,Yes,Purchased the book,Yes,No +64,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",50,Yes,Yes,Yes,Purchased the book,Yes,Yes +62,Female,White,Widowed,None,Employed full-time,"9$100,000 to under $150,000",50,Don’t know,No,No,Purchased the book,Yes,No +62,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,50,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",50,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +60,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",50,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Widowed,High school incomplete,Not employed for pay,"$10,000 to under $20,000",50,Yes,No,No,Borrowed the book from a library,Yes,Yes +59,Female,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$50,000 to under $75,000",50,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +59,Female,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",50,Yes,No,No,Purchased the book,No,Yes +59,Male,White,Never been married,College graduate,Employed full-time,"$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,No +58,Female,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",50,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Married,"Some college, no 4-year degree",Disabled,"$100,000 to under $150,000",50,Yes,Yes,No,Got the book some other way,Yes,Yes +58,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",50,Yes,No,Yes,Purchased the book,No,No +57,Female,White,Married,College graduate,Employed part-time,Refused,50,Yes,No,Yes,Borrowed the book from a library,No,Yes +55,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,50,Yes,Yes,Yes,Purchased the book,Yes,Yes +55,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",50,Yes,No,No,Purchased the book,Yes,No +55,Female,White,Divorced,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",50,Yes,No,No,Purchased the book,No,No +54,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",50,Yes,No,Yes,Purchased the book,Yes,No +53,Female,White,Separated,High school graduate,Disabled,"Less than $10,000",50,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +53,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",50,Yes,Yes,Yes,Purchased the book,Yes,Yes +53,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",50,Yes,Yes,Yes,Purchased the book,No,Yes +53,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",50,Yes,No,Yes,Purchased the book,Yes,Yes +53,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,Yes +52,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,50,Yes,No,Yes,Purchased the book,Yes,Yes +52,Female,White,Married,College graduate,Employed full-time,"$40,000 to under $50,000",50,Yes,No,Yes,Purchased the book,No,Yes +51,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",50,Yes,No,Yes,Purchased the book,No,No +51,Female,White,Divorced,College graduate,Employed full-time,Refused,50,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +50,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",50,No,No,Yes,Purchased the book,Yes,No +50,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",50,Yes,No,No,Borrowed the book from a library,Yes,Yes +50,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,Yes +49,Female,White,Married,College graduate,Employed full-time,"$30,000 to under $40,000",50,No,No,Yes,Purchased the book,No,Yes +48,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,Refused,50,Yes,No,No,Borrowed the book from a library,Yes,No +48,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,50,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +47,Female,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",50,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +46,Female,White,Separated,College graduate,Not employed for pay,"$20,000 to under $30,000",50,Yes,Yes,No,Borrowed the book from a library,Yes,No +45,Male,White,Divorced,College graduate,Employed full-time,"$75,000 to under $100,000",50,Yes,No,Yes,Purchased the book,Yes,Yes +45,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",50,Yes,Yes,No,Borrowed the book from a library,Yes,No +45,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",50,Yes,Yes,Yes,Purchased the book,Yes,No +44,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",50,Yes,No,Yes,Got the book some other way,No,No +44,Female,White,Never been married,College graduate,Employed full-time,"$20,000 to under $30,000",50,Yes,No,No,Purchased the book,No,No +42,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,No +42,Female,White,Never been married,College graduate,Have own business/self-employed,"$100,000 to under $150,000",50,Yes,No,Yes,Purchased the book,Yes,No +41,Female,White,Married,High school graduate,Disabled,"$10,000 to under $20,000",50,Yes,No,No,Purchased the book,No,No +41,Female,White,Separated,Post-graduate training/professional school after college,Not employed for pay,"Less than $10,000",50,Yes,No,Yes,Purchased the book,Yes,Yes +38,Male,White,Living with a partner,High school graduate,Not employed for pay,"$75,000 to under $100,000",50,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +37,Male,White,Divorced,High school incomplete,Employed full-time,"$75,000 to under $100,000",50,Yes,Yes,Yes,Purchased the book,No,No +37,Female,White,Married,"Technical, trade or vocational school AFTER high school",Employed part-time,"$30,000 to under $40,000",50,Yes,Yes,Yes,Got the book some other way,No,Yes +36,Male,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,50,Yes,Yes,Yes,Purchased the book,Yes,Yes +35,Female,White,Living with a partner,College graduate,Employed full-time,"$20,000 to under $30,000",50,Yes,No,No,Purchased the book,Yes,Yes +34,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$30,000 to under $40,000",50,No,No,Yes,Borrowed the book from a library,Yes,No +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",50,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +32,Female,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",50,Yes,No,No,Borrowed the book from a library,Yes,No +30,Male,White,Never been married,High school incomplete,Disabled,"9$100,000 to under $150,000",50,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +29,Male,White,Married,High school graduate,Employed part-time,"$10,000 to under $20,000",50,Yes,Yes,Yes,Purchased the book,No,Yes +27,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",50,Yes,Yes,Yes,Got the book some other way,Yes,No +27,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",50,Yes,No,Yes,Purchased the book,No,No +26,Female,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$100,000 to under $150,000",50,Yes,No,No,Purchased the book,Yes,No +25,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",50,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +23,Male,White,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",50,Yes,No,Yes,Purchased the book,Yes,Yes +22,Female,White,Never been married,College graduate,Employed full-time,"9$100,000 to under $150,000",50,Yes,Yes,No,Borrowed the book from a friend or family member,No,No +20,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",50,Yes,No,Yes,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",50,Yes,No,No,Borrowed the book from a library,No,Yes +19,Female,White,Living with a partner,High school graduate,Employed part-time,"9$100,000 to under $150,000",50,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +19,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",50,Yes,No,Yes,Got the book some other way,Yes,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"$50,000 to under $75,000",50,Yes,No,No,Purchased the book,No,Yes +16,Male,White,Never been married,High school incomplete,Not employed for pay,"$10,000 to under $20,000",50,Yes,No,No,Got the book some other way,No,No +75,Female,White,Married,College graduate,Retired,Refused,48,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +67,Female,White,Divorced,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",48,Yes,Yes,No,Purchased the book,Yes,No +60,Female,White,Widowed,"Some college, no 4-year degree",Not employed for pay,Refused,48,Yes,No,No,Purchased the book,Yes,No +55,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",48,Yes,Yes,Yes,Purchased the book,Yes,No +47,Female,White,Living with a partner,High school graduate,Have own business/self-employed,"$40,000 to under $50,000",48,Yes,No,No,Purchased the book,No,No +23,Male,Other,Never been married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",47,Yes,No,Yes,Got the book some other way,No,Yes +46,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",47,Yes,No,Yes,Got the book some other way,Yes,Yes +27,Female,Black or African-American,Never been married,High school graduate,Employed full-time,"Less than $10,000",45,Yes,No,No,Purchased the book,Yes,Yes +22,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",45,Yes,No,Yes,Purchased the book,No,Yes +70,Male,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",45,Yes,Yes,No,Purchased the book,Yes,Yes +67,Male,White,Married,College graduate,Employed part-time,"$40,000 to under $50,000",45,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +38,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",45,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +18,Female,White,Never been married,High school incomplete,Employed part-time,"$10,000 to under $20,000",45,Yes,No,No,Purchased the book,Yes,Yes +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",45,Yes,Yes,Yes,Got the book some other way,Yes,Yes +59,Male,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",43,Yes,No,No,Purchased the book,Yes,No +27,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",42,Yes,Yes,No,Purchased the book,Yes,Yes +73,Male,Refused,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",40,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +69,Male,Refused,Married,Post-graduate training/professional school after college,Retired,Refused,40,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +21,Male,Asian or Pacific Islander,Never been married,"Some college, no 4-year degree",Employed full-time,"Less than $10,000",40,Yes,No,No,Purchased the book,No,No +23,Female,Black or African-American,Living with a partner,High school graduate,Not employed for pay,"$20,000 to under $30,000",40,No,No,No,Purchased the book,Yes,Yes +19,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",40,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +83,Male,White,Married,High school incomplete,Retired,"$50,000 to under $75,000",40,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +80,Female,White,Widowed,High school graduate,Retired,Refused,40,Yes,No,No,Purchased the book,Yes,Yes +75,Female,White,Married,High school graduate,Retired,Refused,40,Yes,No,Yes,Borrowed the book from a library,Yes,No +74,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",40,Yes,No,Yes,Got the book some other way,Yes,Yes +69,Male,White,Widowed,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",40,Yes,Yes,Yes,Got the book some other way,Yes,Yes +69,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",40,Yes,Yes,Don’t know,Borrowed the book from a library,No,Yes +68,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",40,No,Yes,No,Purchased the book,No,No +68,Female,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",40,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +66,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",40,Yes,No,Yes,Purchased the book,Yes,Yes +65,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,40,Yes,No,No,Borrowed the book from a library,Yes,Yes +63,Female,White,Married,High school graduate,Retired,"$30,000 to under $40,000",40,Yes,No,Yes,Borrowed the book from a library,No,No +63,Female,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",40,Yes,No,Yes,Purchased the book,Yes,No +63,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",40,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +63,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",40,Yes,No,No,Purchased the book,No,No +62,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",40,Yes,Yes,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",40,Yes,Yes,Yes,Purchased the book,Yes,No +58,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",40,Yes,No,No,Purchased the book,Yes,Yes +57,Male,White,Single,High school graduate,Not employed for pay,"9$100,000 to under $150,000",40,No,No,No,Purchased the book,No,Yes +55,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",40,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +54,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",40,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +54,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",40,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +54,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",40,Yes,No,Yes,Purchased the book,Yes,Yes +54,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",40,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +53,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",40,Yes,No,Yes,Got the book some other way,Yes,Yes +52,Female,White,Divorced,High school graduate,Not employed for pay,"Less than $10,000",40,No,No,No,Purchased the book,Yes,No +52,Male,White,Married,High school graduate,Employed full-time,Refused,40,Yes,No,Yes,Purchased the book,No,No +50,Male,White,Separated,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",40,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +49,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",40,Yes,No,Yes,Purchased the book,Yes,No +47,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",40,Yes,No,No,Got the book some other way,Yes,No +46,Male,White,Living with a partner,College graduate,Employed full-time,"$100,000 to under $150,000",40,Yes,Yes,Yes,Purchased the book,Yes,Yes +45,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",40,No,No,Yes,Purchased the book,Yes,No +42,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,40,Yes,Yes,Yes,8,Yes,Yes +41,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",40,Yes,No,No,Borrowed the book from a library,Yes,No +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",40,Yes,No,Yes,Got the book some other way,Yes,Yes +37,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",40,Yes,No,Yes,Got the book some other way,No,Yes +35,Male,White,Married,College graduate,Not employed for pay,"$20,000 to under $30,000",40,Yes,No,Yes,Purchased the book,Yes,No +35,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",40,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +34,Female,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",40,Yes,No,No,Got the book some other way,Yes,Yes +33,Female,White,Married,College graduate,Not employed for pay,"$75,000 to under $100,000",40,Yes,No,Yes,Borrowed the book from a library,No,Yes +33,Female,White,Married,College graduate,Not employed for pay,Refused,40,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +32,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",40,Yes,Yes,Yes,Borrowed the book from a friend or family member,No,No +29,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",40,Yes,No,No,Got the book some other way,Yes,Yes +23,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",40,Yes,No,Yes,Purchased the book,No,Yes +22,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",40,Yes,No,No,Got the book some other way,Yes,Yes +20,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",40,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",40,Yes,No,No,Purchased the book,Yes,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$75,000 to under $100,000",40,Yes,Yes,No,Purchased the book,Yes,No +16,Male,White,Never been married,High school incomplete,Employed part-time,"$40,000 to under $50,000",40,Yes,No,Yes,Purchased the book,No,Yes +22,Male,Mixed race,Living with a partner,High school graduate,Employed part-time,"$40,000 to under $50,000",38,Yes,Yes,Yes,Purchased the book,Yes,Yes +62,Female,White,Married,College graduate,Other,"$50,000 to under $75,000",37,Yes,Yes,Yes,Purchased the book,No,No +20,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,"$10,000 to under $20,000",36,Yes,No,No,Got the book some other way,No,No +86,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",36,Yes,No,No,Borrowed the book from a library,Yes,Yes +82,Female,White,Married,College graduate,Employed part-time,Refused,36,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +77,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",36,Yes,No,No,Borrowed the book from a library,Yes,Yes +72,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",36,Yes,No,No,Purchased the book,Yes,Yes +70,Male,White,Don’t know,Post-graduate training/professional school after college,Retired,Refused,36,Yes,No,No,Borrowed the book from a library,No,No +64,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",36,Yes,No,No,Borrowed the book from a friend or family member,No,No +57,Female,White,Divorced,College graduate,Employed part-time,Refused,36,Yes,No,No,Purchased the book,Yes,Yes +55,Female,White,Married,"Some college, no 4-year degree",Disabled,"$10,000 to under $20,000",36,Yes,No,Yes,Purchased the book,No,Yes +52,Male,White,Divorced,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",36,Yes,No,No,Borrowed the book from a library,Yes,Yes +42,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",36,No,No,Yes,Purchased the book,Yes,No +36,Female,White,Never been married,College graduate,Not employed for pay,"$50,000 to under $75,000",36,Yes,Yes,Yes,Purchased the book,Yes,Yes +36,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",36,Yes,Yes,Yes,Got the book some other way,Yes,Yes +30,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",36,Yes,No,No,Purchased the book,No,No +29,Female,White,Never been married,Post-graduate training/professional school after college,Not employed for pay,"$30,000 to under $40,000",36,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",36,Yes,No,No,Purchased the book,Yes,Yes +74,Female,Refused,Widowed,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",35,Yes,Yes,Yes,Purchased the book,Yes,Yes +22,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",35,Yes,No,No,Purchased the book,Yes,Yes +79,Male,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",35,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +72,Female,White,Widowed,Post-graduate training/professional school after college,Employed part-time,"$75,000 to under $100,000",35,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +71,Female,White,Divorced,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",35,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +65,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",35,No,No,Yes,Purchased the book,No,No +62,Female,White,Married,College graduate,Retired,"$30,000 to under $40,000",35,Yes,No,No,Purchased the book,No,Yes +58,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",35,Yes,No,Yes,Purchased the book,Yes,Yes +51,Female,White,Divorced,College graduate,Employed full-time,"$20,000 to under $30,000",35,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +51,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",35,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +43,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",35,Yes,Yes,Yes,Purchased the book,Yes,Yes +42,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",35,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +39,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$40,000 to under $50,000",35,Yes,No,Yes,Got the book some other way,Yes,Yes +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",35,Yes,Yes,No,Purchased the book,Yes,Yes +24,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$20,000 to under $30,000",35,Yes,No,No,Borrowed the book from a friend or family member,No,No +57,Female,White,Divorced,"Some college, no 4-year degree",Disabled,"$100,000 to under $150,000",32,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +39,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",32,Yes,No,No,Purchased the book,Yes,Yes +28,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",32,Yes,No,No,Purchased the book,No,No +55,Male,Refused,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",30,No,Yes,No,Purchased the book,No,No +52,Male,Refused,Married,None,Employed part-time,"$50,000 to under $75,000",30,Yes,No,No,Borrowed the book from a library,Yes,No +49,Male,Refused,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,No,Yes +36,Female,Other,Never been married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",30,Yes,Yes,Yes,Purchased the book,No,No +25,Female,Other,Never been married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +20,Male,Other,Never been married,College graduate,Student,"$20,000 to under $30,000",30,Yes,No,Yes,Purchased the book,No,No +18,Female,Native American/American Indian,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",30,Yes,No,No,Purchased the book,Yes,No +72,Male,Mixed race,Divorced,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",30,Yes,No,No,Purchased the book,Yes,No +54,Male,Mixed race,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",30,Yes,Yes,Yes,Purchased the book,No,Yes +16,Female,Mixed race,Never been married,High school incomplete,Not employed for pay,"$40,000 to under $50,000",30,Don’t know,Yes,No,Borrowed the book from a library,Yes,Yes +50,Female,Asian or Pacific Islander,Married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,Yes +35,Male,Asian or Pacific Islander,Never been married,College graduate,Employed full-time,"Less than $10,000",30,Yes,Yes,Don’t know,Got the book some other way,Yes,Yes +63,Female,Black or African-American,Widowed,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",30,Yes,Yes,Yes,Purchased the book,Yes,Yes +57,Female,Black or African-American,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",30,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +56,Female,Black or African-American,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +52,Female,Black or African-American,Never been married,College graduate,Not employed for pay,"$40,000 to under $50,000",30,Yes,No,No,Borrowed the book from a library,No,Yes +42,Female,Black or African-American,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +29,Male,Black or African-American,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",30,Yes,No,Yes,Purchased the book,No,No +29,Male,Black or African-American,Never been married,College graduate,Employed part-time,"$20,000 to under $30,000",30,Yes,Yes,No,Purchased the book,Yes,Yes +25,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"Less than $10,000",30,Yes,Don’t know,Yes,Borrowed the book from a friend or family member,Yes,Yes +23,Male,Black or African-American,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",30,Yes,No,No,Got the book some other way,Yes,No +22,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"$50,000 to under $75,000",30,Yes,No,Yes,Got the book some other way,No,No +20,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",30,Yes,Yes,No,Borrowed the book from a library,Yes,No +20,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"$20,000 to under $30,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +16,Female,Black or African-American,Never been married,High school incomplete,Student,"9$100,000 to under $150,000",30,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +16,Male,Black or African-American,Don’t know,High school incomplete,Not employed for pay,Refused,30,No,No,No,Got the book some other way,Yes,No +16,Male,Black or African-American,Never been married,High school incomplete,Employed part-time,"$75,000 to under $100,000",30,Yes,No,No,Borrowed the book from a library,Yes,No +82,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",30,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +77,Female,White,Married,High school graduate,Retired,"$10,000 to under $20,000",30,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +74,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,30,Yes,No,No,Purchased the book,Yes,Yes +72,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$20,000 to under $30,000",30,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +71,Male,White,Married,College graduate,Retired,"$50,000 to under $75,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +71,Female,White,Married,"Some college, no 4-year degree",Disabled,"$10,000 to under $20,000",30,Yes,No,No,Purchased the book,Yes,No +71,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",30,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +70,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",30,Yes,No,No,Borrowed the book from a library,Yes,Yes +67,Female,White,Married,High school incomplete,Retired,"$30,000 to under $40,000",30,Yes,No,No,Purchased the book,No,Yes +67,Female,White,Married,College graduate,Retired,"$75,000 to under $100,000",30,Yes,No,No,Purchased the book,Yes,Yes +66,Female,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",30,Yes,Yes,Yes,Purchased the book,No,Yes +65,Male,White,Married,Post-graduate training/professional school after college,Retired,Refused,30,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +65,Female,White,Married,High school graduate,Retired,"$40,000 to under $50,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +63,Male,White,Divorced,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",30,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +62,Female,White,Divorced,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",30,Yes,No,No,Purchased the book,No,Yes +62,Male,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",30,Yes,No,No,Purchased the book,No,Yes +61,Female,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +60,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",30,Yes,No,Yes,Purchased the book,Yes,No +60,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",30,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +59,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,Yes +58,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,No +57,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,No,Yes +57,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",30,Yes,Yes,Yes,Purchased the book,Yes,Yes +57,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,Yes +56,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +55,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,Yes,Yes,Purchased the book,Yes,Yes +55,Male,White,Divorced,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",30,Yes,Yes,Yes,Purchased the book,No,No +54,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +54,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,Yes +54,Female,White,Separated,None,Disabled,"Less than $10,000",30,No,No,No,Purchased the book,Yes,No +54,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,No,Yes +53,Female,White,Divorced,"Technical, trade or vocational school AFTER high school",Disabled,"Less than $10,000",30,Yes,No,No,Borrowed the book from a friend or family member,No,No +52,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Got the book some other way,No,No +51,Female,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",30,Yes,No,Yes,Purchased the book,No,No +51,Female,White,Separated,College graduate,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Got the book some other way,No,Yes +51,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",30,Yes,No,Yes,Purchased the book,No,No +51,Male,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",30,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +50,Female,White,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",30,Yes,No,No,Borrowed the book from a library,Yes,No +50,Male,White,Never been married,Post-graduate training/professional school after college,Not employed for pay,"9$100,000 to under $150,000",30,Yes,Yes,Yes,Purchased the book,No,No +50,Male,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",30,Yes,No,No,Purchased the book,No,Yes +50,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",30,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +49,Male,White,Never been married,"Technical, trade or vocational school AFTER high school",Employed part-time,"$10,000 to under $20,000",30,Yes,No,Yes,Purchased the book,No,Yes +49,Male,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,Yes +46,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,No +44,Female,White,Married,High school graduate,Have own business/self-employed,"$75,000 to under $100,000",30,Yes,Yes,Yes,Purchased the book,Yes,No +44,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,Yes +42,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,No +42,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",30,Yes,No,No,Got the book some other way,Yes,No +41,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",30,Yes,No,No,Borrowed the book from a friend or family member,No,No +40,Male,White,Divorced,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",30,Yes,No,Yes,Got the book some other way,Yes,No +40,Female,White,Married,College graduate,Employed full-time,Refused,30,Yes,No,Yes,Purchased the book,Yes,No +39,Female,White,Divorced,College graduate,Not employed for pay,"$100,000 to under $150,000",30,Yes,No,No,Borrowed the book from a library,Yes,No +39,Female,White,Never been married,College graduate,Not employed for pay,"$30,000 to under $40,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +38,Female,White,Married,High school graduate,Employed full-time,Refused,30,Yes,No,No,Purchased the book,No,No +37,Female,White,Married,College graduate,Employed full-time,Refused,30,Yes,No,Yes,Purchased the book,No,Yes +36,Female,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",30,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +34,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +33,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",30,Yes,No,No,Purchased the book,No,No +33,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",30,Yes,No,No,Got the book some other way,No,Yes +32,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,Yes,Yes,Purchased the book,Yes,Yes +31,Female,White,Married,High school graduate,Employed part-time,"9$100,000 to under $150,000",30,Yes,No,Yes,Borrowed the book from a library,No,No +29,Female,White,Married,College graduate,Not employed for pay,"$20,000 to under $30,000",30,Yes,No,Yes,Purchased the book,No,No +29,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +29,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +28,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",30,Yes,No,No,Purchased the book,Yes,No +27,Male,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",30,Yes,No,No,Purchased the book,No,Yes +23,Female,White,Never been married,High school graduate,Employed full-time,"$75,000 to under $100,000",30,Yes,Yes,Yes,Purchased the book,Yes,No +23,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$75,000 to under $100,000",30,Yes,No,Yes,Purchased the book,Yes,No +22,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",30,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +22,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$75,000 to under $100,000",30,Yes,No,Yes,Purchased the book,No,No +22,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",30,Yes,No,Yes,Purchased the book,No,No +22,Female,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",30,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",30,Yes,No,No,Purchased the book,No,Yes +20,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",30,Yes,No,No,Borrowed the book from a library,No,No +20,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",30,Yes,No,No,Borrowed the book from a friend or family member,No,No +19,Male,White,Single,High school graduate,Employed full-time,"$40,000 to under $50,000",30,Yes,No,Yes,Borrowed the book from a library,No,Yes +19,Male,White,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",30,Yes,No,Yes,Purchased the book,Yes,Yes +18,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",30,Yes,No,No,Borrowed the book from a library,No,Yes +18,Female,White,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",30,Yes,No,No,Purchased the book,Yes,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",30,Yes,No,No,Purchased the book,No,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$40,000 to under $50,000",30,Yes,No,No,Purchased the book,Yes,Yes +16,Female,White,Never been married,None,Not employed for pay,Refused,30,Yes,Yes,No,Borrowed the book from a library,No,Yes +74,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",26,Yes,Yes,Yes,Purchased the book,Yes,Yes +67,Female,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$100,000 to under $150,000",26,Yes,No,No,Purchased the book,No,Yes +49,Male,Refused,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",25,Yes,Yes,No,Purchased the book,Yes,Yes +29,Male,Other,Living with a partner,High school graduate,Not employed for pay,"$20,000 to under $30,000",25,Yes,No,Yes,Borrowed the book from a library,No,No +26,Female,Other,Never been married,College graduate,Not employed for pay,"$20,000 to under $30,000",25,Yes,No,No,Purchased the book,No,No +51,Male,Native American/American Indian,Divorced,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",25,Yes,No,No,Got the book some other way,Yes,Yes +42,Male,Native American/American Indian,Married,High school incomplete,Disabled,"Less than $10,000",25,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +31,Female,Native American/American Indian,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +51,Female,Mixed race,Married,"Some college, no 4-year degree",Not employed for pay,Refused,25,Yes,No,No,Got the book some other way,Yes,No +55,Male,Black or African-American,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,No,No,Got the book some other way,No,No +49,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",25,Yes,No,No,Borrowed the book from a library,No,Yes +17,Female,Black or African-American,Never been married,High school graduate,Employed part-time,"$20,000 to under $30,000",25,Yes,No,No,Borrowed the book from a library,No,Yes +85,Female,White,Divorced,College graduate,Retired,Refused,25,Yes,No,No,Purchased the book,Yes,Yes +83,Male,White,Married,College graduate,Retired,Refused,25,Yes,No,No,Purchased the book,Yes,Yes +83,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",25,Yes,No,No,Purchased the book,Yes,No +83,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,Refused,25,Yes,No,No,Got the book some other way,Yes,Yes +82,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",25,Yes,No,No,Purchased the book,Yes,Yes +82,Male,White,Married,Post-graduate training/professional school after college,Retired,Refused,25,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +79,Female,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",25,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +78,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",25,Yes,Yes,No,Purchased the book,Yes,No +76,Female,White,Living with a partner,College graduate,Retired,"$20,000 to under $30,000",25,Yes,Yes,No,Purchased the book,Yes,Yes +75,Female,White,Widowed,College graduate,Retired,"$30,000 to under $40,000",25,Yes,Yes,No,Purchased the book,Yes,Yes +75,Female,White,Married,College graduate,Retired,Refused,25,Yes,Yes,Yes,Purchased the book,Yes,Yes +74,Male,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +74,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$50,000 to under $75,000",25,Yes,Yes,Yes,Purchased the book,Yes,No +72,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",25,Yes,No,No,Purchased the book,Yes,No +72,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",25,Yes,No,No,Purchased the book,No,Yes +69,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",25,Yes,Yes,No,Borrowed the book from a friend or family member,No,No +68,Female,White,Married,High school incomplete,Not employed for pay,Refused,25,Yes,No,No,Purchased the book,Yes,Yes +67,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",25,No,Yes,Yes,Purchased the book,Yes,Yes +66,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,25,Yes,No,No,Got the book some other way,Yes,No +66,Male,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",25,Yes,No,No,Purchased the book,Yes,No +65,Female,White,Divorced,High school graduate,Employed part-time,"$10,000 to under $20,000",25,Yes,No,No,Purchased the book,Yes,Yes +63,Female,White,Living with a partner,High school graduate,Retired,"$75,000 to under $100,000",25,Yes,No,Yes,Borrowed the book from a library,Yes,No +63,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",25,Yes,No,No,Purchased the book,Yes,Yes +63,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",25,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +62,Female,White,Don’t know,High school graduate,Retired,Refused,25,Yes,No,No,Purchased the book,Yes,No +60,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",25,Yes,No,Yes,Purchased the book,Yes,No +58,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,25,Yes,No,No,Got the book some other way,Yes,No +58,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",25,Yes,No,Yes,Got the book some other way,Yes,Yes +57,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,25,Yes,No,Yes,Purchased the book,Yes,Yes +56,Male,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",25,Yes,Yes,Yes,Purchased the book,Yes,Yes +55,Female,White,Married,College graduate,Retired,"$75,000 to under $100,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +52,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",25,Yes,No,Yes,Purchased the book,No,Yes +52,Female,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +49,Male,White,Married,High school graduate,Employed full-time,Refused,25,Yes,No,No,Purchased the book,Yes,No +49,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +49,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",25,Yes,No,No,Purchased the book,No,Yes +48,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,Yes,Yes,Purchased the book,No,Yes +47,Female,White,Separated,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,No,Yes,Purchased the book,Yes,No +47,Male,White,Married,College graduate,Not employed for pay,"$30,000 to under $40,000",25,Yes,No,No,Got the book some other way,Yes,Yes +47,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",25,Yes,No,Yes,Purchased the book,Yes,No +47,Female,White,Married,None,Not employed for pay,"$30,000 to under $40,000",25,Yes,No,No,Borrowed the book from a library,No,No +47,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,No,No,Borrowed the book from a library,Yes,Yes +46,Male,White,Single,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",25,Yes,No,No,Borrowed the book from a library,Yes,Yes +45,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +44,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +44,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",25,Yes,Yes,Yes,Purchased the book,Yes,No +43,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,No,No,Purchased the book,No,Yes +42,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",25,Yes,No,No,Purchased the book,No,No +42,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$40,000 to under $50,000",25,No,No,No,Purchased the book,Yes,Yes +40,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",25,Yes,No,Yes,Purchased the book,Yes,Yes +39,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",25,Yes,Yes,Yes,8,No,Yes +39,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",25,Yes,No,No,Purchased the book,Yes,Yes +39,Male,White,Married,College graduate,Have own business/self-employed,"$40,000 to under $50,000",25,Yes,No,No,Got the book some other way,No,Yes +38,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",25,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +37,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,25,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +35,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",25,Yes,No,No,Purchased the book,No,Yes +35,Male,White,Widowed,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",25,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +34,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",25,Yes,No,Yes,Borrowed the book from a library,Yes,No +32,Female,White,Married,"Some college, no 4-year degree",Disabled,"$10,000 to under $20,000",25,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +27,Male,White,Never been married,College graduate,Employed part-time,"$50,000 to under $75,000",25,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +27,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",25,Yes,No,No,Purchased the book,Yes,No +25,Male,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",25,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +25,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",25,Yes,No,Yes,Got the book some other way,Yes,Yes +24,Female,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",25,Yes,No,No,Purchased the book,No,No +23,Male,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",25,Yes,Yes,No,Borrowed the book from a library,No,No +21,Male,White,Never been married,High school graduate,Employed full-time,"Less than $10,000",25,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +21,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",25,No,No,Yes,Got the book some other way,No,No +19,Male,White,Never been married,High school graduate,Not employed for pay,"$10,000 to under $20,000",25,Yes,No,No,Borrowed the book from a library,Yes,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"$30,000 to under $40,000",25,Yes,No,No,Borrowed the book from a library,No,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"$50,000 to under $75,000",25,No,No,Yes,Purchased the book,Yes,Yes +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",25,Yes,No,No,Got the book some other way,No,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",25,Yes,No,No,Purchased the book,Yes,No +16,Male,Mixed race,Single,None,Not employed for pay,"9$100,000 to under $150,000",24,Yes,No,No,Got the book some other way,No,No +65,Male,Black or African-American,Don’t know,College graduate,Retired,"$30,000 to under $40,000",24,Yes,No,No,Purchased the book,Yes,Yes +55,Male,Black or African-American,Divorced,High school graduate,Disabled,"$20,000 to under $30,000",24,Yes,No,No,Got the book some other way,No,No +51,Male,Black or African-American,Separated,High school graduate,Disabled,"$20,000 to under $30,000",24,Yes,No,No,Got the book some other way,Yes,No +30,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",24,Yes,No,Yes,Purchased the book,Yes,Yes +85,Female,White,Married,High school graduate,Retired,"$40,000 to under $50,000",24,Yes,No,No,Borrowed the book from a library,Yes,Yes +85,Male,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",24,Yes,No,No,Borrowed the book from a library,Yes,Yes +84,Female,White,Widowed,High school graduate,Not employed for pay,"$10,000 to under $20,000",24,Yes,No,No,Purchased the book,Yes,No +83,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",24,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +75,Female,White,Married,College graduate,Retired,"$50,000 to under $75,000",24,Yes,Yes,Yes,Got the book some other way,No,Yes +69,Female,White,Married,College graduate,Retired,Refused,24,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +69,Male,White,Never been married,High school graduate,Retired,"$20,000 to under $30,000",24,Yes,No,No,Purchased the book,Yes,Yes +67,Female,White,Divorced,Post-graduate training/professional school after college,Employed part-time,"$75,000 to under $100,000",24,Yes,Yes,Yes,Got the book some other way,No,No +65,Male,White,Married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",24,Yes,Yes,No,Purchased the book,Yes,Yes +64,Female,White,Married,College graduate,Retired,"$40,000 to under $50,000",24,Yes,No,No,Borrowed the book from a library,Yes,No +63,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",24,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +62,Male,White,Divorced,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",24,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",24,No,No,Yes,Purchased the book,No,No +60,Female,White,Widowed,High school graduate,Employed part-time,"$20,000 to under $30,000",24,Yes,No,No,Purchased the book,Yes,No +60,Female,White,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",24,Yes,No,No,Borrowed the book from a library,Yes,Yes +60,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",24,Yes,No,Yes,Got the book some other way,Yes,Yes +59,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$75,000 to under $100,000",24,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +58,Male,White,Separated,College graduate,Retired,Refused,24,Yes,No,No,Purchased the book,Yes,Yes +57,Female,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",24,Yes,No,No,Purchased the book,Yes,No +55,Female,White,Married,College graduate,Employed full-time,Refused,24,No,Yes,Yes,Purchased the book,Yes,No +54,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",24,Yes,No,Yes,Purchased the book,Yes,Yes +51,Female,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"$50,000 to under $75,000",24,Yes,No,Yes,Got the book some other way,No,Yes +50,Male,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",24,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +50,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",24,Yes,No,No,Purchased the book,Yes,No +50,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",24,Yes,No,Yes,Purchased the book,Yes,No +47,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",24,Yes,No,No,Borrowed the book from a library,Yes,Yes +47,Female,White,Never been married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",24,Yes,No,Yes,Purchased the book,No,No +41,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",24,Yes,No,Yes,Purchased the book,Yes,Yes +33,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$30,000 to under $40,000",24,Yes,No,No,Purchased the book,No,Yes +17,Female,White,Never been married,High school incomplete,Not employed for pay,"$75,000 to under $100,000",24,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +21,Female,White,Never been married,College graduate,Employed full-time,"$100,000 to under $150,000",23,Yes,No,Yes,Purchased the book,Yes,Yes +58,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",22,Yes,Yes,Yes,Purchased the book,Yes,No +50,Female,Refused,Don’t know,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",20,Yes,Yes,Yes,Got the book some other way,Yes,Yes +49,Female,Refused,Divorced,Post-graduate training/professional school after college,Employed part-time,"$40,000 to under $50,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +46,Female,Refused,Living with a partner,High school graduate,Employed full-time,Refused,20,Yes,No,No,Purchased the book,Yes,No +38,Male,Refused,Married,Post-graduate training/professional school after college,Employed full-time,Refused,20,Yes,Yes,Yes,Purchased the book,Yes,Yes +21,Male,Other,Living with a partner,High school incomplete,Employed part-time,"$40,000 to under $50,000",20,Yes,No,No,Purchased the book,No,Yes +40,Female,Native American/American Indian,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +39,Male,Mixed race,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",20,Yes,No,No,Purchased the book,No,No +27,Female,Mixed race,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",20,No,Yes,No,Purchased the book,Yes,Yes +24,Male,Mixed race,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +17,Female,Mixed race,Never been married,High school incomplete,Employed full-time,"Less than $10,000",20,Yes,Yes,Yes,Got the book some other way,Yes,No +17,Female,Mixed race,Never been married,High school incomplete,Not employed for pay,"$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a friend or family member,No,No +16,Male,Mixed race,Never been married,High school incomplete,Student,"9$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,No,Yes +47,Male,Asian or Pacific Islander,Married,"Technical, trade or vocational school AFTER high school",Student,"$100,000 to under $150,000",20,Yes,No,No,Purchased the book,No,Yes +34,Female,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Got the book some other way,No,Yes +25,Male,Asian or Pacific Islander,Never been married,College graduate,Employed full-time,Refused,20,Yes,No,Yes,Got the book some other way,Yes,Yes +25,Female,Asian or Pacific Islander,Living with a partner,College graduate,Employed full-time,Refused,20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +78,Female,Black or African-American,Widowed,High school graduate,Retired,"9$100,000 to under $150,000",20,No,No,Yes,Purchased the book,No,Yes +60,Male,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",20,Yes,Yes,No,Purchased the book,Yes,Yes +56,Female,Black or African-American,Divorced,High school graduate,Employed full-time,"$20,000 to under $30,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +47,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",20,Yes,No,No,Borrowed the book from a library,Yes,Yes +47,Male,Black or African-American,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",20,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,No +37,Male,Black or African-American,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,Yes,Yes +37,Male,Black or African-American,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",20,Yes,No,No,Got the book some other way,Yes,No +31,Female,Black or African-American,Living with a partner,High school graduate,Employed full-time,"$30,000 to under $40,000",20,Yes,No,No,Got the book some other way,Yes,Yes +29,Male,Black or African-American,Separated,Don’t know,Employed full-time,"$50,000 to under $75,000",20,Yes,No,No,Purchased the book,No,No +22,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$40,000 to under $50,000",20,Yes,No,Yes,Purchased the book,No,Yes +17,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a library,No,Yes +83,Female,White,Widowed,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,No,No +80,Female,White,Divorced,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +80,Male,White,Married,Post-graduate training/professional school after college,Retired,Refused,20,Yes,No,No,Borrowed the book from a library,Yes,Yes +73,Female,White,Divorced,College graduate,Employed full-time,"$50,000 to under $75,000",20,Yes,No,Yes,Got the book some other way,Yes,Yes +72,Male,White,Divorced,College graduate,Retired,"9$100,000 to under $150,000",20,Yes,Yes,Yes,Purchased the book,Yes,Yes +72,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a library,No,Yes +70,Male,White,Divorced,College graduate,Retired,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,Yes,No +70,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",20,Yes,No,Yes,Borrowed the book from a library,Yes,No +70,Female,White,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",20,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +70,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +70,Female,White,Married,Post-graduate training/professional school after college,Retired,"9$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +69,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",20,Yes,No,No,Borrowed the book from a library,No,No +69,Female,White,Married,College graduate,Retired,"$40,000 to under $50,000",20,Yes,Yes,Yes,Purchased the book,No,Yes +69,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,Yes,Yes +68,Male,White,Married,College graduate,Retired,"$30,000 to under $40,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +68,Female,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",20,Yes,Yes,Yes,Purchased the book,No,Yes +68,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +68,Female,White,Married,High school graduate,Retired,"$30,000 to under $40,000",20,Yes,No,No,Purchased the book,Yes,No +67,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",20,No,No,Yes,Purchased the book,Yes,No +66,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,Refused,20,Yes,No,Yes,Purchased the book,Yes,Yes +66,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,Yes,Yes,Purchased the book,Yes,Yes +65,Female,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +65,Female,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,No,No +64,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +64,Female,White,Single,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",20,Yes,No,No,Purchased the book,Yes,Yes +63,Female,White,Married,High school graduate,Retired,"$75,000 to under $100,000",20,Yes,No,No,Borrowed the book from a library,Yes,Yes +63,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,20,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +63,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",20,Yes,No,No,Purchased the book,Yes,Yes +62,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",20,Yes,No,No,Purchased the book,Yes,Yes +62,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",20,Yes,No,No,Purchased the book,No,No +62,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",20,No,Yes,Yes,Purchased the book,No,No +62,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +62,Female,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a library,Yes,No +61,Female,White,Divorced,Post-graduate training/professional school after college,Employed part-time,"$30,000 to under $40,000",20,Yes,Yes,Yes,Purchased the book,Yes,No +60,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +60,Male,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",20,Yes,No,No,Purchased the book,Yes,No +60,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",20,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +60,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",20,Yes,No,No,Purchased the book,Yes,Yes +60,Male,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,High school graduate,Not employed for pay,Refused,20,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +59,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",20,No,No,Yes,Purchased the book,Yes,No +59,Female,White,Married,College graduate,Disabled,"$40,000 to under $50,000",20,Yes,No,No,Got the book some other way,Yes,Yes +58,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +57,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,Yes,Yes +56,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Got the book some other way,Yes,Yes +56,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",20,Yes,No,No,Purchased the book,Yes,Yes +56,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +55,Female,White,Married,College graduate,Employed full-time,Refused,20,Yes,Yes,No,Borrowed the book from a library,No,Yes +55,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",20,No,Yes,No,Purchased the book,No,No +55,Female,White,Divorced,High school graduate,Employed full-time,"Less than $10,000",20,Yes,No,No,Purchased the book,Yes,No +55,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +54,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",20,Yes,No,No,Got the book some other way,No,No +54,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,Yes,Yes +54,Male,White,Divorced,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,No,Purchased the book,Yes,Yes +54,Male,White,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",20,Yes,No,Yes,Got the book some other way,Yes,No +54,Male,White,Never been married,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +53,Female,White,Divorced,High school graduate,Employed part-time,"$10,000 to under $20,000",20,No,No,Yes,Purchased the book,Yes,No +53,Female,White,Married,College graduate,Not employed for pay,Refused,20,Yes,Yes,Yes,Purchased the book,No,Yes +52,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",20,Yes,No,No,Purchased the book,Yes,Yes +52,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +50,Male,White,Never been married,College graduate,Employed full-time,"9$100,000 to under $150,000",20,Yes,Yes,Yes,Purchased the book,No,Yes +49,Female,White,Living with a partner,High school graduate,Employed full-time,"$30,000 to under $40,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +48,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",20,Yes,Yes,No,Purchased the book,Yes,Yes +48,Female,White,Living with a partner,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +48,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",20,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +48,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Got the book some other way,No,Yes +47,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",20,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +47,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,No,Yes +45,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",20,Yes,Yes,Yes,Purchased the book,No,Yes +44,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +44,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +44,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",20,Yes,Yes,Yes,Got the book some other way,Yes,Yes +44,Male,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",20,Yes,No,No,Got the book some other way,No,No +43,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,No,Yes +43,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,No,Yes +42,Female,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",20,No,Yes,No,Borrowed the book from a library,Yes,No +42,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,Yes,No,Borrowed the book from a library,No,No +42,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,20,Yes,No,No,Purchased the book,Yes,No +42,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",20,Yes,No,No,Borrowed the book from a friend or family member,No,No +40,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +40,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",20,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +40,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,Yes,No,Purchased the book,Yes,Yes +39,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,Refused,20,Yes,No,No,Purchased the book,No,Yes +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",20,Yes,No,No,Purchased the book,Yes,Yes +38,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",20,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +38,Female,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",20,Yes,No,Yes,Purchased the book,Yes,No +38,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",20,Yes,Yes,No,Purchased the book,Yes,No +37,Female,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",20,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +35,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,Yes,No,8,Yes,No +34,Male,White,Never been married,"Some college, no 4-year degree",Student,"$50,000 to under $75,000",20,Yes,No,Yes,Purchased the book,Yes,No +34,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",20,Yes,No,Yes,Got the book some other way,Yes,No +33,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",20,Yes,No,No,Got the book some other way,Yes,Yes +33,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",20,Yes,Yes,Yes,Purchased the book,Yes,Yes +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",20,Yes,Yes,Yes,Purchased the book,Yes,Yes +33,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,No,Yes +33,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",20,Yes,No,Yes,Purchased the book,No,Yes +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,Yes,No +32,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,Yes,No,Got the book some other way,Yes,Yes +32,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,Yes,No +31,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",20,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,No +31,Female,White,Married,"Some college, no 4-year degree",Other,"$75,000 to under $100,000",20,No,No,Yes,Purchased the book,Yes,Yes +30,Male,White,Never been married,College graduate,Employed full-time,"$100,000 to under $150,000",20,No,No,No,Purchased the book,No,No +29,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,20,Yes,No,No,Purchased the book,Yes,Yes +26,Female,White,Married,College graduate,Employed full-time,"$40,000 to under $50,000",20,Yes,No,Yes,Purchased the book,No,No +26,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,No,Yes +26,Female,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",20,Yes,No,Yes,Got the book some other way,Yes,No +26,Male,White,Living with a partner,High school graduate,Not employed for pay,"$30,000 to under $40,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +25,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",20,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +24,Female,White,Married,College graduate,Not employed for pay,"$40,000 to under $50,000",20,Yes,No,No,Purchased the book,No,Yes +24,Male,White,Never been married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,No,Got the book some other way,Yes,Yes +24,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",20,Yes,Yes,No,Purchased the book,No,No +24,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",20,Yes,No,No,Purchased the book,No,Yes +23,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",20,Yes,No,No,Purchased the book,Yes,No +23,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",20,Yes,No,Yes,Purchased the book,No,No +23,Female,White,Never been married,Post-graduate training/professional school after college,Student,"$40,000 to under $50,000",20,Yes,Yes,Yes,Borrowed the book from a friend or family member,No,No +22,Female,White,Single,Post-graduate training/professional school after college,Employed part-time,"$75,000 to under $100,000",20,Yes,No,No,Purchased the book,No,No +21,Female,White,Single,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",20,Yes,No,No,Purchased the book,No,Yes +21,Male,White,Never been married,College graduate,Employed full-time,"$75,000 to under $100,000",20,Yes,No,Yes,Purchased the book,Yes,Yes +20,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",20,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",20,Yes,No,Yes,Borrowed the book from a library,No,No +18,Female,White,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",20,Yes,No,No,Purchased the book,No,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"$10,000 to under $20,000",20,Yes,No,No,Borrowed the book from a library,No,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",20,Yes,No,Yes,Borrowed the book from a library,No,Yes +17,Female,White,Never been married,High school incomplete,Not employed for pay,"$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +16,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",20,Yes,No,No,Borrowed the book from a library,Yes,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",20,Yes,No,Yes,Purchased the book,Yes,Don’t know +16,Female,White,Never been married,High school incomplete,Student,"$20,000 to under $30,000",20,Yes,No,No,Borrowed the book from a library,Yes,Yes +16,Male,White,Never been married,High school incomplete,Employed part-time,"$20,000 to under $30,000",20,Yes,No,No,Purchased the book,No,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",20,Yes,No,No,Purchased the book,No,No +16,Male,White,Never been married,High school incomplete,Employed part-time,"$10,000 to under $20,000",20,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",20,Yes,Yes,No,Purchased the book,No,Yes +16,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",20,Yes,No,Yes,Got the book some other way,Yes,Yes +18,Female,White,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",19,Yes,No,No,Purchased the book,Yes,No +76,Male,White,Married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",18,Yes,Yes,Yes,Purchased the book,Yes,No +72,Female,White,Widowed,College graduate,Retired,"$30,000 to under $40,000",18,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +68,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",18,Yes,No,No,Purchased the book,Yes,Yes +64,Female,White,Married,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",18,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +61,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",18,Yes,No,No,Purchased the book,Yes,Yes +53,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",18,No,Yes,Yes,Purchased the book,Yes,No +53,Female,White,Never been married,"Technical, trade or vocational school AFTER high school",Disabled,"Less than $10,000",18,Yes,No,No,Purchased the book,No,No +51,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",18,Yes,Yes,Yes,Purchased the book,Yes,Yes +50,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",18,Yes,No,Yes,Purchased the book,Yes,Yes +31,Female,White,Married,High school graduate,Not employed for pay,"Less than $10,000",18,Yes,No,No,Purchased the book,No,Yes +59,Male,Refused,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",17,Yes,No,No,Purchased the book,Don’t know,Don’t know +60,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",17,Yes,Yes,No,Borrowed the book from a friend or family member,No,No +43,Female,White,Widowed,College graduate,Employed full-time,"$40,000 to under $50,000",17,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +30,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",17,Yes,No,Yes,Purchased the book,Yes,No +25,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",17,Yes,No,Yes,Got the book some other way,No,Yes +17,Male,White,Never been married,High school graduate,Not employed for pay,"$20,000 to under $30,000",17,Yes,No,Yes,Borrowed the book from a library,No,No +35,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",16,Yes,No,Yes,Purchased the book,No,No +50,Male,Black or African-American,Single,High school graduate,Not employed for pay,"Less than $10,000",16,Yes,No,No,Purchased the book,Yes,Yes +79,Female,White,Divorced,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",16,Yes,No,No,Purchased the book,Yes,Yes +79,Female,White,Widowed,High school incomplete,Not employed for pay,"$30,000 to under $40,000",16,Yes,No,No,Purchased the book,Yes,Yes +78,Female,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",16,Yes,No,No,Got the book some other way,No,Yes +76,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,16,Yes,No,No,Borrowed the book from a library,Yes,Yes +67,Male,White,Single,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",16,Yes,No,No,Purchased the book,Yes,No +65,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",16,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +40,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",16,No,No,Yes,Purchased the book,Yes,Yes +36,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,16,Yes,No,Yes,Purchased the book,Yes,Yes +22,Male,White,Never been married,High school incomplete,Employed full-time,"Less than $10,000",16,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +60,Female,Refused,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",15,Yes,No,No,Borrowed the book from a library,Yes,Yes +29,Female,Don’t know,Married,College graduate,Employed full-time,"$50,000 to under $75,000",15,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +65,Female,Other,Married,High school incomplete,Employed part-time,Refused,15,Yes,No,No,Purchased the book,Yes,Yes +37,Female,Other,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,Yes,Yes +36,Female,Other,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,Yes,Yes,Purchased the book,Yes,No +62,Male,Native American/American Indian,Divorced,College graduate,Retired,"$40,000 to under $50,000",15,Yes,Yes,No,9,No,No +69,Male,Mixed race,Married,College graduate,Retired,"Less than $10,000",15,Yes,No,No,Purchased the book,Yes,No +38,Female,Mixed race,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,No,Yes +57,Male,Asian or Pacific Islander,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,No,Yes +50,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +33,Female,Asian or Pacific Islander,Never been married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",15,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +30,Female,Asian or Pacific Islander,Never been married,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",15,Yes,No,No,Got the book some other way,No,Yes +26,Female,Asian or Pacific Islander,Married,"Some college, no 4-year degree",Student,"$30,000 to under $40,000",15,Yes,No,Yes,Purchased the book,Yes,No +59,Female,Black or African-American,Don’t know,College graduate,Retired,Refused,15,Yes,No,No,Purchased the book,No,Yes +59,Male,Black or African-American,Married,High school graduate,Retired,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +51,Female,Black or African-American,Widowed,High school graduate,Employed part-time,"$20,000 to under $30,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +40,Male,Black or African-American,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +37,Male,Black or African-American,Living with a partner,College graduate,Employed full-time,"$75,000 to under $100,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +32,Female,Black or African-American,Never been married,College graduate,Employed part-time,"$10,000 to under $20,000",15,Yes,No,Yes,Purchased the book,No,Yes +29,Female,Black or African-American,Widowed,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a library,No,Yes +24,Female,Black or African-American,Single,College graduate,Employed full-time,"Less than $10,000",15,Yes,No,No,Borrowed the book from a library,Yes,Yes +81,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a library,Yes,Yes +81,Male,White,Married,College graduate,Retired,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +78,Male,White,Divorced,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",15,Yes,No,No,Purchased the book,No,Yes +78,Male,White,Widowed,"Some college, no 4-year degree",Have own business/self-employed,"$30,000 to under $40,000",15,Yes,Yes,Yes,Got the book some other way,Yes,Yes +77,Female,White,Never been married,High school graduate,Employed part-time,"$30,000 to under $40,000",15,Yes,No,No,Got the book some other way,Yes,Yes +75,Male,White,Married,High school graduate,Retired,"$10,000 to under $20,000",15,Yes,No,No,Borrowed the book from a library,Yes,Yes +71,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",15,Yes,No,No,8,Yes,No +71,Male,White,Widowed,High school incomplete,Retired,"Less than $10,000",15,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +70,Female,White,Married,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",15,Yes,No,Yes,Purchased the book,No,Yes +69,Female,White,Divorced,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",15,Yes,No,No,Purchased the book,No,No +68,Female,White,Married,College graduate,Retired,"$50,000 to under $75,000",15,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +68,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,Refused,15,Yes,No,No,Got the book some other way,Yes,Yes +68,Female,White,Widowed,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",15,No,No,Yes,Borrowed the book from a library,Yes,Yes +67,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,Yes,Yes +66,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,Refused,15,Yes,No,No,Borrowed the book from a friend or family member,No,No +66,Male,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",15,Yes,No,Yes,Got the book some other way,Yes,No +65,Female,White,Married,College graduate,Employed part-time,"$20,000 to under $30,000",15,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Married,High school graduate,Retired,"$20,000 to under $30,000",15,Yes,No,No,Purchased the book,No,Yes +65,Female,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +65,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,Yes,No,Purchased the book,Yes,Yes +64,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,No +64,Male,White,Divorced,High school graduate,Retired,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +63,Female,White,Married,College graduate,Disabled,"$40,000 to under $50,000",15,Yes,No,No,Purchased the book,Yes,No +62,Female,White,Never been married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",15,Yes,No,No,Purchased the book,Yes,Yes +62,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +61,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,Yes,No +61,Male,White,Married,High school graduate,Employed full-time,Refused,15,Yes,No,No,Got the book some other way,Yes,Yes +60,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",15,Yes,Yes,No,Purchased the book,No,Yes +60,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",15,Yes,Yes,No,Purchased the book,Yes,Yes +59,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",15,Yes,Yes,Yes,Purchased the book,Yes,Yes +57,Female,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$100,000 to under $150,000",15,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +56,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",15,Yes,No,Yes,Purchased the book,Yes,No +56,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,Yes,Yes +55,Male,White,Married,High school graduate,Retired,"$10,000 to under $20,000",15,No,Yes,Yes,Got the book some other way,Yes,No +55,Female,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +54,Male,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",15,Yes,No,No,Purchased the book,Yes,Yes +54,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,No,Yes +54,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",15,Yes,No,Yes,Purchased the book,No,Yes +52,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +51,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",15,Yes,No,Yes,Got the book some other way,No,Yes +51,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",15,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +50,Male,White,Living with a partner,High school graduate,Employed full-time,"$50,000 to under $75,000",15,Yes,No,No,Purchased the book,No,No +50,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",15,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +50,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,Yes,Yes +50,Male,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +49,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,Yes,No +48,Female,White,Married,College graduate,Retired,"$75,000 to under $100,000",15,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +47,Female,White,Married,College graduate,Employed full-time,"$40,000 to under $50,000",15,Yes,No,No,Got the book some other way,No,Yes +47,Male,White,Divorced,College graduate,Have own business/self-employed,"$30,000 to under $40,000",15,Yes,No,No,Got the book some other way,Yes,No +45,Female,White,Married,Post-graduate training/professional school after college,Have own business/self-employed,"$100,000 to under $150,000",15,Yes,No,No,Purchased the book,No,Yes +44,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,15,Yes,No,No,Purchased the book,No,Yes +44,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,No,No +43,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",15,Yes,No,No,Purchased the book,Yes,Yes +43,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,No,No +42,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",15,No,Yes,Yes,Purchased the book,No,No +42,Female,White,Married,College graduate,Employed part-time,"$30,000 to under $40,000",15,No,No,No,Got the book some other way,No,No +40,Male,White,Married,High school graduate,Not employed for pay,"$40,000 to under $50,000",15,Yes,No,No,Purchased the book,Yes,No +39,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",15,Yes,No,No,Borrowed the book from a library,No,Yes +39,Male,White,Married,College graduate,Have own business/self-employed,"$30,000 to under $40,000",15,Yes,Yes,Yes,Purchased the book,No,No +39,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",15,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +39,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",15,Yes,No,No,Got the book some other way,Yes,Yes +37,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",15,Yes,No,Yes,Purchased the book,No,Yes +36,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$40,000 to under $50,000",15,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +35,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",15,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",15,No,No,Yes,Purchased the book,Yes,No +32,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +32,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",15,Yes,Yes,Yes,Purchased the book,No,Yes +31,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",15,Yes,No,Yes,Purchased the book,Yes,No +30,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",15,Yes,No,Yes,Borrowed the book from a library,No,No +30,Female,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",15,Yes,No,No,Purchased the book,Yes,No +27,Female,White,Never been married,College graduate,Employed full-time,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a friend or family member,No,No +24,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",15,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +23,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",15,Yes,No,Yes,Purchased the book,Yes,Yes +23,Female,White,Never been married,College graduate,Not employed for pay,"$30,000 to under $40,000",15,Yes,No,No,Purchased the book,No,No +22,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a friend or family member,No,No +22,Male,White,Single,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",15,Yes,Yes,Yes,Purchased the book,Yes,Yes +18,Female,White,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",15,Yes,No,No,Borrowed the book from a library,No,No +17,Female,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",15,Yes,No,No,Purchased the book,No,Yes +17,Male,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",15,Yes,No,No,Borrowed the book from a library,No,Yes +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",15,Yes,No,No,Borrowed the book from a friend or family member,No,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",15,Yes,No,No,Borrowed the book from a library,Yes,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$75,000 to under $100,000",15,Yes,No,No,Got the book some other way,No,Yes +52,Female,Refused,Widowed,"Some college, no 4-year degree",Not employed for pay,Refused,14,Yes,No,No,Purchased the book,No,No +16,Male,Asian or Pacific Islander,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",14,Yes,No,Yes,Borrowed the book from a library,Yes,No +80,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",14,Yes,No,No,Borrowed the book from a library,Yes,Yes +77,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",14,Yes,No,Yes,Purchased the book,Yes,No +64,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,14,Yes,No,No,Purchased the book,No,No +53,Male,White,Married,"Some college, no 4-year degree",Retired,"9$100,000 to under $150,000",14,Yes,No,No,Got the book some other way,No,Yes +52,Male,White,Never been married,College graduate,Not employed for pay,"$40,000 to under $50,000",14,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +52,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",14,Yes,No,Yes,Purchased the book,Yes,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",14,Yes,No,No,Borrowed the book from a library,No,Yes +47,Female,Black or African-American,Living with a partner,High school graduate,Employed full-time,"$40,000 to under $50,000",13,Yes,No,No,Purchased the book,No,Yes +24,Male,Black or African-American,Single,High school graduate,Employed full-time,"$10,000 to under $20,000",13,No,Yes,No,Borrowed the book from a friend or family member,No,Yes +21,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",13,Yes,No,No,Purchased the book,No,Yes +52,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,13,Yes,Yes,No,Borrowed the book from a library,No,Yes +52,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",13,Yes,Yes,No,Purchased the book,Yes,Yes +50,Female,White,Widowed,College graduate,Retired,"$75,000 to under $100,000",13,Yes,No,No,Purchased the book,No,Yes +42,Female,White,Separated,College graduate,Employed full-time,"$40,000 to under $50,000",13,Yes,No,Yes,Purchased the book,No,Yes +34,Female,White,Divorced,High school graduate,Employed full-time,"$30,000 to under $40,000",13,Yes,No,Yes,Purchased the book,Yes,No +30,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$75,000 to under $100,000",13,Yes,No,No,Purchased the book,Yes,Yes +22,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",13,Yes,No,No,Purchased the book,Yes,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",13,Yes,No,No,Borrowed the book from a library,No,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",13,Yes,No,Yes,Purchased the book,No,Yes +78,Male,Refused,Married,Post-graduate training/professional school after college,Retired,Refused,12,Yes,No,No,Purchased the book,Yes,No +76,Male,Refused,Married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",12,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +63,Male,Other,Married,College graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,Yes +23,Male,Other,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +17,Female,Other,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +69,Male,Native American/American Indian,Married,Post-graduate training/professional school after college,Retired,Refused,12,Yes,No,No,Purchased the book,Yes,No +52,Male,Native American/American Indian,Married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",12,Yes,No,No,Borrowed the book from a friend or family member,No,No +41,Male,Native American/American Indian,Divorced,High school graduate,Not employed for pay,"$10,000 to under $20,000",12,Yes,No,No,Purchased the book,Yes,No +47,Female,Mixed race,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",12,Yes,Yes,No,Purchased the book,Yes,Yes +44,Female,Mixed race,Divorced,College graduate,Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,No,Yes +39,Male,Mixed race,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",12,No,Yes,Yes,Purchased the book,No,Yes +27,Male,Mixed race,Married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",12,Yes,No,No,Purchased the book,No,No +17,Male,Mixed race,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",12,Yes,No,No,Got the book some other way,No,No +18,Female,Asian or Pacific Islander,Never been married,High school incomplete,Not employed for pay,"$75,000 to under $100,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +78,Female,Black or African-American,Widowed,College graduate,Retired,"$40,000 to under $50,000",12,Yes,No,No,Borrowed the book from a library,Yes,No +75,Male,Black or African-American,Widowed,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",12,Yes,Yes,Yes,Borrowed the book from a library,Yes,No +66,Male,Black or African-American,Separated,"Technical, trade or vocational school AFTER high school",Retired,Refused,12,Yes,No,Yes,Purchased the book,Yes,Yes +62,Female,Black or African-American,Single,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",12,Yes,No,No,Got the book some other way,No,No +61,Male,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,Refused,12,Yes,No,No,Purchased the book,Yes,Yes +59,Female,Black or African-American,Divorced,High school graduate,Retired,"Less than $10,000",12,Yes,No,No,Purchased the book,Yes,Yes +58,Female,Black or African-American,Divorced,High school graduate,Retired,"$30,000 to under $40,000",12,Yes,No,No,Purchased the book,Yes,Yes +56,Female,Black or African-American,Divorced,High school graduate,Employed full-time,"$40,000 to under $50,000",12,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +49,Female,Black or African-American,Separated,College graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,Yes +43,Male,Black or African-American,Divorced,College graduate,Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,No,Yes +42,Female,Black or African-American,Separated,High school graduate,Employed full-time,"$10,000 to under $20,000",12,Yes,No,No,Borrowed the book from a library,Yes,No +41,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"Less than $10,000",12,No,No,No,Borrowed the book from a library,No,No +40,Female,Black or African-American,Single,"Some college, no 4-year degree",Employed full-time,Refused,12,Yes,No,No,Purchased the book,Yes,Yes +35,Female,Black or African-American,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",12,Yes,No,No,Purchased the book,Yes,No +35,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",12,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +31,Female,Black or African-American,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,"$10,000 to under $20,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +18,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,No +91,Male,White,Widowed,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +87,Female,White,Married,College graduate,Retired,Refused,12,No,No,Yes,Got the book some other way,Yes,Yes +86,Male,White,Married,High school graduate,Retired,"$10,000 to under $20,000",12,Yes,Yes,No,Borrowed the book from a library,Yes,No +83,Male,White,Married,College graduate,Retired,Refused,12,No,No,No,Purchased the book,Yes,No +83,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",12,Yes,No,Yes,Purchased the book,No,Yes +80,Female,White,Widowed,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +80,Male,White,Married,"Some college, no 4-year degree",Retired,Refused,12,Yes,No,No,Purchased the book,Yes,Yes +79,Female,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"9$100,000 to under $150,000",12,Yes,Yes,No,Purchased the book,Yes,Yes +78,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$10,000 to under $20,000",12,Yes,No,No,Got the book some other way,Yes,Yes +78,Female,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",12,Don’t know,No,No,Borrowed the book from a library,Yes,Yes +78,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +77,Female,White,Widowed,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",12,No,Yes,No,Borrowed the book from a library,No,Yes +75,Female,White,Married,High school graduate,Retired,Refused,12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +75,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +75,Male,White,Living with a partner,High school graduate,Employed part-time,"$50,000 to under $75,000",12,Yes,No,No,Borrowed the book from a library,Yes,Yes +74,Male,White,Married,High school graduate,Employed part-time,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +73,Female,White,Married,High school graduate,Retired,Refused,12,Yes,No,No,Purchased the book,Yes,No +73,Female,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,Yes,Yes +72,Female,White,Widowed,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",12,Yes,No,No,Purchased the book,Yes,Yes +72,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",12,No,Yes,Yes,9,No,Yes +70,Female,White,Married,High school graduate,Retired,Refused,12,Yes,No,No,Purchased the book,Yes,Yes +70,Female,White,Never been married,College graduate,Retired,"$40,000 to under $50,000",12,Yes,No,No,Purchased the book,Yes,Yes +70,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",12,Yes,No,No,Purchased the book,Yes,Yes +68,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",12,Yes,No,No,Purchased the book,Yes,Yes +68,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +68,Female,White,Married,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",12,Yes,No,No,Borrowed the book from a library,Yes,Yes +67,Male,White,Married,College graduate,Retired,"$40,000 to under $50,000",12,Yes,No,No,Purchased the book,Yes,Yes +67,Male,White,Divorced,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +67,Male,White,Married,Post-graduate training/professional school after college,Retired,Refused,12,Yes,No,No,Purchased the book,Yes,Yes +67,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$30,000 to under $40,000",12,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +66,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +66,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Married,High school incomplete,Retired,"$20,000 to under $30,000",12,Yes,No,No,Purchased the book,No,Yes +65,Female,White,Married,College graduate,Retired,Refused,12,Yes,No,No,Borrowed the book from a library,Yes,Yes +65,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +65,Female,White,Married,College graduate,Retired,Refused,12,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +64,Female,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",12,Yes,No,No,Purchased the book,Yes,Yes +64,Male,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",12,Yes,Yes,Yes,Purchased the book,Yes,Yes +64,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +63,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",12,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +62,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,Yes +62,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +61,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Purchased the book,No,Yes +61,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Got the book some other way,No,No +60,Female,White,Married,College graduate,Retired,"$75,000 to under $100,000",12,Yes,No,No,Borrowed the book from a library,Yes,Yes +60,Female,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",12,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +60,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Divorced,College graduate,Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +59,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$30,000 to under $40,000",12,Yes,No,No,Purchased the book,Yes,Yes +59,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,Refused,12,Yes,No,Yes,Got the book some other way,Yes,No +59,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,No,No +59,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +58,Female,White,Divorced,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",12,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,Refused,12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +58,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +58,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +57,Female,White,Married,College graduate,Employed full-time,Refused,12,Yes,No,No,Borrowed the book from a friend or family member,No,No +57,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +56,Female,White,Living with a partner,High school graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +55,Female,White,Single,High school graduate,Not employed for pay,Refused,12,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +55,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",12,Yes,No,No,Purchased the book,Yes,No +55,Male,White,Living with a partner,College graduate,Employed full-time,Refused,12,Yes,No,Yes,Purchased the book,No,Yes +55,Male,White,Married,Post-graduate training/professional school after college,Retired,Refused,12,Yes,No,Yes,Purchased the book,Yes,Yes +54,Male,White,Married,High school incomplete,Disabled,"$20,000 to under $30,000",12,Yes,No,No,Purchased the book,Yes,Yes +53,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",12,Yes,No,Yes,Purchased the book,No,Yes +53,Female,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",12,Yes,No,No,Got the book some other way,Yes,Yes +52,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",12,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +52,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,No +51,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",12,Yes,No,No,Borrowed the book from a library,Yes,Yes +51,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,12,Yes,No,Yes,Got the book some other way,Yes,Yes +51,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",12,Yes,Yes,No,Borrowed the book from a library,Yes,No +50,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",12,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,No +49,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",12,Yes,No,No,Borrowed the book from a library,No,Yes +49,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,Yes,Got the book some other way,Yes,Yes +49,Female,White,Married,College graduate,Not employed for pay,"9$100,000 to under $150,000",12,Yes,No,No,Purchased the book,No,No +49,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,No,No +49,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",12,No,No,Yes,Purchased the book,Yes,Yes +48,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,No +48,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +44,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +43,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",12,Yes,No,No,Got the book some other way,Yes,No +43,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,No +43,Female,White,Married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",12,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +42,Male,White,Married,High school incomplete,Employed part-time,"$40,000 to under $50,000",12,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +42,Male,White,Divorced,High school graduate,Employed full-time,"$30,000 to under $40,000",12,Yes,No,No,Borrowed the book from a library,No,No +41,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +40,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,No,Yes +40,Female,White,Married,Don’t know,Employed part-time,"$100,000 to under $150,000",12,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +40,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +40,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +39,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Got the book some other way,Yes,No +37,Male,White,Never been married,High school graduate,Employed full-time,"9$100,000 to under $150,000",12,No,No,No,Got the book some other way,No,No +37,Female,White,Never been married,College graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,No,Yes +36,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",12,Yes,No,Yes,Purchased the book,Yes,Yes +36,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Got the book some other way,No,Yes +36,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",12,Yes,No,No,Purchased the book,Yes,No +35,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,Yes,Yes +35,Male,White,Married,None,Employed full-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,Yes +35,Female,White,Married,College graduate,Not employed for pay,"$75,000 to under $100,000",12,Yes,No,No,Borrowed the book from a friend or family member,No,No +34,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,12,Yes,No,No,Borrowed the book from a library,Yes,No +33,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",12,Yes,No,Yes,Purchased the book,Yes,No +33,Male,White,Married,College graduate,Employed full-time,Refused,12,Yes,No,Yes,Got the book some other way,No,Yes +32,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",12,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +32,Female,White,Married,High school graduate,Employed part-time,"$40,000 to under $50,000",12,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +32,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",12,Yes,No,No,Purchased the book,No,Yes +32,Female,White,Married,College graduate,Employed full-time,"$40,000 to under $50,000",12,Yes,No,No,Borrowed the book from a friend or family member,No,No +31,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Got the book some other way,Yes,No +30,Female,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Purchased the book,Yes,Yes +30,Female,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",12,Yes,No,No,Purchased the book,No,Yes +29,Female,White,Never been married,College graduate,Not employed for pay,"$10,000 to under $20,000",12,Yes,Yes,Yes,Purchased the book,Yes,No +23,Female,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",12,Yes,No,No,Purchased the book,Yes,Yes +22,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",12,Yes,No,Don’t know,Borrowed the book from a library,Yes,Yes +22,Female,White,Single,College graduate,Employed full-time,"$20,000 to under $30,000",12,Yes,No,No,Purchased the book,No,No +21,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",12,Yes,No,No,Borrowed the book from a library,Yes,Yes +21,Female,White,Living with a partner,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",12,Yes,No,No,Got the book some other way,No,No +20,Male,White,Single,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",12,Yes,No,No,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"9$100,000 to under $150,000",12,Yes,No,No,Purchased the book,Yes,No +18,Male,White,Single,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",12,Yes,No,Don’t know,Got the book some other way,Yes,Yes +18,Male,White,Never been married,High school graduate,Not employed for pay,"$40,000 to under $50,000",12,Yes,No,Yes,Purchased the book,Yes,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",12,Yes,No,Yes,Purchased the book,No,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"$10,000 to under $20,000",12,Yes,No,No,Purchased the book,Yes,No +17,Female,White,Never been married,High school incomplete,Student,"$100,000 to under $150,000",12,Yes,No,No,Got the book some other way,No,No +16,Male,White,Never been married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",12,Yes,No,No,Borrowed the book from a library,No,Yes +16,Male,White,Never been married,None,Not employed for pay,"9$100,000 to under $150,000",12,No,No,No,Borrowed the book from a library,No,Yes +16,Female,White,Never been married,None,Not employed for pay,"9$100,000 to under $150,000",12,Yes,No,No,Got the book some other way,No,Yes +16,Female,White,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",12,Yes,No,No,Purchased the book,No,No +50,Male,Black or African-American,Living with a partner,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",11,Yes,No,No,Purchased the book,Yes,No +52,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",11,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +33,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",11,No,No,Yes,Purchased the book,No,No +18,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"9$100,000 to under $150,000",11,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +64,Male,Refused,Married,"Some college, no 4-year degree",Employed full-time,Refused,10,Yes,No,No,Purchased the book,Yes,No +50,Male,Refused,Married,College graduate,Employed full-time,Refused,10,Yes,Yes,No,Purchased the book,Yes,Yes +24,Female,Don’t know,Never been married,"Technical, trade or vocational school AFTER high school",Employed full-time,"9$100,000 to under $150,000",10,No,No,No,Borrowed the book from a library,Yes,No +67,Female,Other,Married,"Some college, no 4-year degree",Retired,Refused,10,Don’t know,No,No,Purchased the book,No,No +33,Female,Other,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,"$20,000 to under $30,000",10,Yes,No,No,Purchased the book,No,Yes +18,Female,Other,Never been married,High school graduate,Employed part-time,"$30,000 to under $40,000",10,Yes,No,No,Borrowed the book from a library,No,Yes +30,Female,Mixed race,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",10,Yes,Yes,Yes,Purchased the book,Yes,Yes +25,Female,Mixed race,Married,College graduate,Have own business/self-employed,"$50,000 to under $75,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +22,Female,Mixed race,Living with a partner,None,Not employed for pay,"$10,000 to under $20,000",10,No,No,Yes,Got the book some other way,Yes,Yes +43,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +43,Male,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$75,000 to under $100,000",10,Yes,No,Yes,Borrowed the book from a library,No,Yes +37,Female,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Borrowed the book from a library,Yes,No +29,Female,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$50,000 to under $75,000",10,No,No,No,Borrowed the book from a friend or family member,No,No +17,Female,Asian or Pacific Islander,Never been married,High school graduate,Not employed for pay,"$75,000 to under $100,000",10,Yes,No,No,Purchased the book,Yes,Yes +17,Male,Asian or Pacific Islander,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",10,Yes,No,No,Purchased the book,No,No +74,Female,Black or African-American,Widowed,"Some college, no 4-year degree",Retired,Refused,10,Yes,No,No,Purchased the book,Yes,Yes +70,Male,Black or African-American,Married,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",10,Yes,No,No,Purchased the book,Yes,Yes +65,Female,Black or African-American,Divorced,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",10,Yes,Yes,Yes,Purchased the book,No,Yes +48,Female,Black or African-American,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +43,Male,Black or African-American,Single,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",10,Yes,No,No,Borrowed the book from a library,Yes,Yes +40,Male,Black or African-American,Divorced,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,Yes,Got the book some other way,Yes,Yes +40,Female,Black or African-American,Married,College graduate,Employed full-time,"$50,000 to under $75,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +40,Female,Black or African-American,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",10,Yes,No,Yes,Purchased the book,No,Yes +31,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,No,Yes +25,Female,Black or African-American,Never been married,College graduate,Employed full-time,"$10,000 to under $20,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +20,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",10,Yes,No,Yes,Got the book some other way,No,No +18,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +17,Female,Black or African-American,Never been married,High school incomplete,Employed part-time,"$20,000 to under $30,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +16,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",10,Yes,Yes,Yes,Borrowed the book from a friend or family member,No,No +16,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",10,Yes,No,No,Got the book some other way,No,Yes +16,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +88,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",10,Yes,No,No,Borrowed the book from a library,Yes,Yes +87,Female,White,Divorced,High school graduate,Retired,"$10,000 to under $20,000",10,Yes,No,No,Purchased the book,Yes,Yes +80,Female,White,Widowed,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",10,Yes,No,No,Got the book some other way,Yes,Yes +80,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",10,Yes,No,No,Got the book some other way,Yes,Yes +79,Male,White,Married,College graduate,Retired,"$30,000 to under $40,000",10,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +76,Female,White,Widowed,High school graduate,Not employed for pay,"Less than $10,000",10,Yes,No,No,Purchased the book,Yes,Yes +73,Female,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",10,Yes,No,No,Purchased the book,Yes,Yes +71,Female,White,Widowed,College graduate,Retired,"$50,000 to under $75,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +70,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$50,000 to under $75,000",10,Yes,No,No,Purchased the book,Yes,Yes +70,Female,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +69,Female,White,Married,College graduate,Retired,"$40,000 to under $50,000",10,Yes,No,No,Purchased the book,Yes,Yes +69,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +68,Male,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",10,Yes,No,No,Got the book some other way,Yes,No +67,Male,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",10,Yes,Yes,Yes,Purchased the book,Yes,No +66,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",10,Yes,Yes,Yes,Purchased the book,Yes,No +66,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",10,Yes,Yes,No,Purchased the book,Yes,Yes +66,Female,White,Married,College graduate,Retired,"$50,000 to under $75,000",10,No,No,Yes,Purchased the book,Yes,Yes +65,Male,White,Married,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",10,Yes,No,Yes,Borrowed the book from a library,No,Yes +65,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,No +65,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +63,Female,White,Married,Post-graduate training/professional school after college,Other,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +62,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",10,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +62,Female,White,Divorced,College graduate,Employed full-time,"$40,000 to under $50,000",10,Yes,No,Yes,Purchased the book,Yes,No +62,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +62,Male,White,Married,High school graduate,Retired,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,Yes +60,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +59,Female,White,Married,High school graduate,Employed part-time,"$40,000 to under $50,000",10,Yes,No,No,Purchased the book,Yes,Yes +58,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",10,Yes,No,No,Purchased the book,Yes,Yes +57,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Got the book some other way,Yes,Yes +57,Female,White,Married,High school graduate,Retired,"$50,000 to under $75,000",10,Yes,No,No,Borrowed the book from a library,No,No +56,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",10,Yes,No,No,Purchased the book,Yes,Yes +55,Female,White,Married,High school graduate,Employed full-time,Refused,10,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +54,Female,White,Married,College graduate,Not employed for pay,"$10,000 to under $20,000",10,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +54,Female,White,Never been married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$50,000 to under $75,000",10,Yes,No,No,Got the book some other way,Yes,No +53,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",10,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +52,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,10,Yes,No,No,Purchased the book,Yes,Yes +52,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Got the book some other way,Yes,Yes +51,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,10,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +51,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",10,Yes,No,No,Got the book some other way,Yes,No +51,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,10,Yes,No,Yes,Purchased the book,Yes,Yes +51,Male,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$50,000 to under $75,000",10,Yes,Yes,Yes,Purchased the book,Yes,Yes +51,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",10,Yes,No,Yes,Purchased the book,No,Yes +51,Female,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,Yes,Borrowed the book from a friend or family member,No,No +50,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +50,Female,White,Married,High school graduate,Not employed for pay,"$30,000 to under $40,000",10,Yes,No,No,Got the book some other way,No,Yes +50,Male,White,Living with a partner,None,Employed full-time,"9$100,000 to under $150,000",10,No,No,No,Got the book some other way,Don’t know,No +50,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",10,No,No,Yes,Purchased the book,Yes,No +50,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Purchased the book,Yes,Yes +50,Male,White,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",10,No,No,No,Got the book some other way,No,No +50,Female,White,Divorced,High school graduate,Employed full-time,"$30,000 to under $40,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +49,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,Yes +49,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +49,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +48,Female,White,Living with a partner,College graduate,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Got the book some other way,Yes,Yes +47,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",10,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +47,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,Yes +47,Female,White,Divorced,"Some college, no 4-year degree",Disabled,"9$100,000 to under $150,000",10,No,No,No,Borrowed the book from a friend or family member,No,Yes +47,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +46,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +46,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +45,Male,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,Yes +43,Female,White,Married,College graduate,Have own business/self-employed,Refused,10,Yes,No,Yes,Purchased the book,Yes,Yes +42,Male,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"$20,000 to under $30,000",10,Yes,No,No,Purchased the book,No,No +42,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",10,Yes,No,No,Purchased the book,No,No +42,Female,White,Married,High school graduate,Not employed for pay,"$100,000 to under $150,000",10,Yes,No,No,Borrowed the book from a library,Yes,Yes +41,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,No,Yes,Yes,Purchased the book,No,Yes +41,Male,White,Married,College graduate,Employed full-time,Refused,10,Yes,No,No,Purchased the book,Yes,Yes +41,Female,White,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,"$50,000 to under $75,000",10,Yes,No,Yes,Purchased the book,Yes,No +40,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,Refused,10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +40,Female,White,Never been married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$50,000 to under $75,000",10,Yes,Yes,No,Purchased the book,Yes,Yes +40,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +40,Female,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",10,Yes,No,Yes,Purchased the book,No,No +40,Male,White,Separated,High school graduate,Employed full-time,"$30,000 to under $40,000",10,Yes,No,No,Got the book some other way,Yes,No +40,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",10,No,No,Yes,Purchased the book,Yes,Yes +39,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$75,000 to under $100,000",10,Yes,No,No,Purchased the book,No,No +39,Female,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +38,Female,White,Never been married,High school graduate,Employed full-time,"9$100,000 to under $150,000",10,No,No,No,Purchased the book,Yes,Yes +38,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",10,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +38,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,Yes +37,Female,White,Married,College graduate,Not employed for pay,"$40,000 to under $50,000",10,Yes,No,No,Purchased the book,No,No +37,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,Yes,Purchased the book,Yes,No +37,Female,White,Married,College graduate,Not employed for pay,"$75,000 to under $100,000",10,Yes,Yes,No,Borrowed the book from a library,No,No +37,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",10,Yes,Yes,No,Purchased the book,Yes,Yes +36,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,No,No,Yes,Purchased the book,Yes,Yes +36,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,No,No,Yes,Purchased the book,No,No +35,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",10,Yes,No,No,Got the book some other way,No,Yes +35,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +34,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",10,Yes,No,No,Purchased the book,Yes,Yes +34,Female,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",10,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +33,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",10,Yes,No,Yes,Purchased the book,Yes,No +33,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",10,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +33,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",10,Yes,Yes,Yes,Got the book some other way,Yes,Yes +32,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,No,Yes +32,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$20,000 to under $30,000",10,Yes,Yes,Yes,Purchased the book,Yes,No +31,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",10,No,No,Yes,Got the book some other way,Yes,Yes +31,Male,White,Never been married,High school graduate,Employed part-time,"$10,000 to under $20,000",10,Yes,No,No,Purchased the book,No,No +30,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$40,000 to under $50,000",10,Yes,No,No,Got the book some other way,Yes,Yes +30,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",10,Yes,No,No,Purchased the book,Yes,Yes +29,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +29,Female,White,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",10,Yes,No,No,Purchased the book,Yes,Yes +28,Male,White,Married,High school graduate,Employed part-time,"$20,000 to under $30,000",10,Yes,No,No,Purchased the book,Yes,Yes +27,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",10,Yes,No,No,Purchased the book,Yes,Yes +27,Female,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +27,Male,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",10,Yes,No,No,Purchased the book,No,Yes +26,Male,White,Never been married,High school graduate,Have own business/self-employed,"$40,000 to under $50,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +26,Female,White,Living with a partner,College graduate,Not employed for pay,"$100,000 to under $150,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +25,Male,White,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",10,Yes,No,No,Purchased the book,Yes,No +24,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",10,Yes,No,Yes,Purchased the book,Yes,No +24,Female,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",10,Yes,No,Yes,Purchased the book,Yes,No +23,Male,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",10,Yes,Yes,Yes,Purchased the book,Yes,Yes +23,Male,White,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$75,000 to under $100,000",10,Yes,No,Yes,Borrowed the book from a library,Yes,No +22,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",10,Yes,Yes,No,Purchased the book,Yes,Yes +22,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"Less than $10,000",10,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,No +22,Female,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +21,Female,White,Living with a partner,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +20,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",10,Yes,No,No,Purchased the book,No,Yes +19,Male,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",10,Yes,No,Yes,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",10,Yes,No,No,Borrowed the book from a library,No,Yes +19,Female,White,Never been married,High school graduate,Not employed for pay,"$100,000 to under $150,000",10,Yes,No,No,Purchased the book,No,No +19,Female,White,Married,High school graduate,Not employed for pay,"$10,000 to under $20,000",10,Yes,No,No,Purchased the book,No,No +18,Male,White,Never been married,High school graduate,Employed full-time,"$30,000 to under $40,000",10,Yes,Yes,No,Borrowed the book from a friend or family member,No,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",10,Yes,No,No,Got the book some other way,No,No +17,Female,White,Single,High school incomplete,Employed part-time,"$40,000 to under $50,000",10,Yes,No,Yes,Got the book some other way,No,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",10,Yes,No,No,Borrowed the book from a friend or family member,No,No +16,Female,White,Never been married,High school incomplete,Student,"9$100,000 to under $150,000",10,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",10,No,Yes,No,Purchased the book,No,No +70,Female,Refused,Widowed,High school graduate,Retired,Refused,9,Yes,No,No,Purchased the book,Yes,No +16,Female,Other,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",9,Yes,No,No,Purchased the book,Yes,No +28,Male,Black or African-American,Married,High school graduate,Employed full-time,"9$100,000 to under $150,000",9,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +78,Female,White,Never been married,Post-graduate training/professional school after college,Employed part-time,"$20,000 to under $30,000",9,Yes,No,No,Purchased the book,Yes,No +78,Female,White,Widowed,High school incomplete,Retired,"9$100,000 to under $150,000",9,Yes,No,No,Got the book some other way,Yes,No +56,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",9,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +52,Male,White,Married,Post-graduate training/professional school after college,Have own business/self-employed,"$100,000 to under $150,000",9,Yes,No,No,Purchased the book,No,No +44,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",9,Yes,No,No,Purchased the book,Yes,Yes +33,Male,White,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",9,Yes,No,No,Purchased the book,No,No +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",9,Yes,No,Yes,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"Less than $10,000",9,Yes,No,No,Purchased the book,No,No +56,Male,Refused,Divorced,College graduate,Not employed for pay,"$75,000 to under $100,000",8,Yes,No,No,Purchased the book,No,Yes +20,Male,Mixed race,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",8,Yes,No,Yes,Purchased the book,No,No +31,Male,Asian or Pacific Islander,Never been married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",8,Yes,No,No,Borrowed the book from a library,Yes,Yes +26,Male,Asian or Pacific Islander,Never been married,College graduate,Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +50,Male,Black or African-American,Married,High school incomplete,Have own business/self-employed,"Less than $10,000",8,Yes,No,No,Purchased the book,Yes,Yes +35,Female,Black or African-American,Never been married,High school graduate,Employed part-time,"$10,000 to under $20,000",8,No,No,Yes,Borrowed the book from a friend or family member,No,Yes +23,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",8,Yes,No,No,Purchased the book,No,Yes +18,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",8,No,No,No,Got the book some other way,No,No +87,Female,White,Widowed,College graduate,Retired,"$40,000 to under $50,000",8,No,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +81,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,No +81,Female,White,Widowed,"Some college, no 4-year degree",Retired,Refused,8,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +75,Male,White,Widowed,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",8,Yes,No,No,Purchased the book,Yes,Yes +71,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",8,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +65,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +63,Male,White,Widowed,Post-graduate training/professional school after college,Retired,Refused,8,Yes,No,No,Purchased the book,No,Yes +63,Male,White,Never been married,High school graduate,Retired,"$20,000 to under $30,000",8,Yes,No,No,Purchased the book,Yes,Yes +63,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,No,No,Yes,Got the book some other way,Yes,Yes +62,Female,White,Widowed,High school incomplete,Employed full-time,"$30,000 to under $40,000",8,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +61,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",8,Yes,No,No,Purchased the book,Yes,No +61,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,8,Yes,Yes,Yes,Purchased the book,Yes,No +60,Female,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",8,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,No +60,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Got the book some other way,Yes,Yes +60,Male,White,Married,High school graduate,Employed full-time,Refused,8,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",8,Yes,No,Yes,Purchased the book,Yes,Yes +57,Female,White,Married,High school graduate,Employed part-time,"$100,000 to under $150,000",8,Yes,No,Yes,Got the book some other way,Yes,Yes +56,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",8,Yes,No,No,Purchased the book,Yes,Yes +55,Female,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",8,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +55,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Got the book some other way,Yes,Yes +55,Female,White,Married,High school graduate,Retired,"$100,000 to under $150,000",8,Yes,Yes,No,Purchased the book,Yes,Yes +53,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,Yes +50,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",8,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +50,Female,White,Married,High school graduate,Employed full-time,Refused,8,Yes,No,No,Got the book some other way,Yes,No +47,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,No +47,Female,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",8,Yes,No,Yes,Purchased the book,No,No +47,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,Yes +46,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",8,Yes,Yes,No,Purchased the book,Yes,Yes +45,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +44,Female,White,Separated,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Purchased the book,Yes,Yes +42,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Purchased the book,No,Yes +41,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,Yes,Yes,Purchased the book,Yes,Yes +40,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,8,Yes,No,No,Got the book some other way,No,Yes +37,Female,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",8,Yes,No,No,Purchased the book,No,No +36,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,Yes +35,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",8,Yes,No,Yes,Purchased the book,Yes,Yes +35,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",8,Yes,No,Yes,Purchased the book,Yes,No +35,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,No +34,Male,White,Living with a partner,College graduate,Employed full-time,"$75,000 to under $100,000",8,Yes,No,No,Borrowed the book from a friend or family member,Don’t know,No +34,Female,White,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",8,Yes,No,No,Purchased the book,Yes,No +34,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",8,Yes,No,Yes,Purchased the book,No,Yes +32,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",8,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +32,Female,White,Married,High school graduate,Employed full-time,"9$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,Yes +32,Female,White,Married,Post-graduate training/professional school after college,Student,"$30,000 to under $40,000",8,Yes,Yes,No,Got the book some other way,Yes,Yes +31,Female,White,Never been married,High school graduate,Not employed for pay,"$20,000 to under $30,000",8,Yes,No,No,Purchased the book,No,No +30,Female,White,Separated,High school incomplete,Not employed for pay,"Less than $10,000",8,Yes,No,No,Got the book some other way,No,No +30,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",8,Yes,No,No,Got the book some other way,No,Yes +28,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",8,Yes,No,No,Purchased the book,No,No +27,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",8,Yes,Yes,Yes,Purchased the book,No,No +27,Male,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",8,Yes,Yes,No,Got the book some other way,Yes,Yes +27,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",8,Yes,Yes,No,Borrowed the book from a library,No,Don’t know +22,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",8,Yes,No,Yes,Purchased the book,No,No +22,Female,White,Never been married,College graduate,Employed part-time,"9$100,000 to under $150,000",8,Yes,No,No,Purchased the book,Yes,No +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",8,Yes,No,No,Borrowed the book from a friend or family member,No,No +21,Male,White,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",8,Yes,No,No,Borrowed the book from a friend or family member,No,No +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",8,Yes,No,No,Borrowed the book from a friend or family member,No,No +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",8,Yes,No,Yes,Purchased the book,Yes,No +18,Male,White,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",8,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",8,Yes,No,No,Purchased the book,No,Yes +17,Male,White,Never been married,High school graduate,Employed part-time,"$40,000 to under $50,000",8,Yes,No,No,Purchased the book,Yes,No +16,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",8,Yes,No,No,Got the book some other way,Yes,No +63,Female,Refused,Married,Don’t know,Other,Refused,7,Yes,No,No,Purchased the book,Yes,Yes +43,Female,Don’t know,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",7,Yes,No,Yes,Purchased the book,Yes,Yes +21,Male,Other,Never been married,High school graduate,Employed full-time,"$30,000 to under $40,000",7,Yes,No,Yes,Purchased the book,No,No +27,Male,Mixed race,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",7,Yes,No,No,Purchased the book,No,No +60,Female,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$50,000 to under $75,000",7,No,No,Yes,Purchased the book,Yes,No +48,Female,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$75,000 to under $100,000",7,Yes,No,Yes,Borrowed the book from a library,No,No +27,Female,Asian or Pacific Islander,Married,"Some college, no 4-year degree",Student,"$75,000 to under $100,000",7,Yes,No,No,Purchased the book,No,No +20,Female,Asian or Pacific Islander,Never been married,"Some college, no 4-year degree",Student,"$30,000 to under $40,000",7,Yes,No,Yes,Borrowed the book from a library,No,No +19,Male,Asian or Pacific Islander,Never been married,High school graduate,Not employed for pay,"$100,000 to under $150,000",7,Yes,Yes,Yes,Purchased the book,No,Yes +64,Female,Black or African-American,Divorced,"Some college, no 4-year degree",Retired,Refused,7,Yes,No,No,Purchased the book,Yes,Yes +47,Female,Black or African-American,Widowed,"Some college, no 4-year degree",Retired,"9$100,000 to under $150,000",7,Yes,No,No,Purchased the book,Yes,Yes +39,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",7,Yes,Yes,Yes,Purchased the book,No,No +38,Male,Black or African-American,Married,College graduate,Employed full-time,"$20,000 to under $30,000",7,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +36,Female,Black or African-American,Married,College graduate,Employed full-time,"$50,000 to under $75,000",7,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +22,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",7,Yes,Yes,No,Purchased the book,No,No +22,Male,Black or African-American,Never been married,College graduate,Employed full-time,"9$100,000 to under $150,000",7,No,No,Yes,Got the book some other way,No,No +22,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",7,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +17,Male,Black or African-American,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",7,Yes,No,No,Got the book some other way,No,No +91,Female,White,Widowed,High school graduate,Retired,Refused,7,Yes,No,No,Borrowed the book from a library,Yes,No +74,Female,White,Married,High school graduate,Retired,"$40,000 to under $50,000",7,Yes,No,Yes,Purchased the book,No,No +69,Female,White,Widowed,College graduate,Retired,"$50,000 to under $75,000",7,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +65,Female,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",7,Yes,No,No,Purchased the book,No,No +64,Male,White,Divorced,High school incomplete,Disabled,"$10,000 to under $20,000",7,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +58,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",7,Yes,No,Yes,Purchased the book,No,Yes +57,Female,White,Divorced,College graduate,Employed full-time,"$50,000 to under $75,000",7,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +52,Female,White,Divorced,High school graduate,Employed full-time,"$50,000 to under $75,000",7,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +47,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",7,Yes,No,No,Purchased the book,Yes,Yes +47,Male,White,Married,College graduate,Employed full-time,"$30,000 to under $40,000",7,Yes,No,No,Borrowed the book from a library,Yes,No +47,Female,White,Married,Post-graduate training/professional school after college,Other,Refused,7,Yes,No,Yes,Borrowed the book from a library,No,Yes +41,Female,White,Divorced,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",7,Yes,No,No,Purchased the book,No,No +40,Female,White,Married,College graduate,Have own business/self-employed,"$100,000 to under $150,000",7,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +32,Female,White,Married,High school graduate,Not employed for pay,"$100,000 to under $150,000",7,Yes,No,No,Purchased the book,Yes,No +31,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",7,Yes,No,Yes,Purchased the book,Yes,No +29,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",7,Yes,No,Yes,Purchased the book,No,No +25,Female,White,Living with a partner,High school graduate,Employed full-time,"$20,000 to under $30,000",7,Yes,No,No,Borrowed the book from a friend or family member,No,No +25,Male,White,Never been married,High school graduate,Not employed for pay,"$10,000 to under $20,000",7,Yes,No,No,Purchased the book,Yes,Yes +24,Female,White,Never been married,College graduate,Not employed for pay,"$100,000 to under $150,000",7,Yes,Yes,Yes,Purchased the book,No,No +24,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",7,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +22,Female,White,Never been married,College graduate,Student,"9$100,000 to under $150,000",7,Yes,No,No,Borrowed the book from a library,No,Yes +21,Female,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",7,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +21,Female,White,Single,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",7,Yes,No,No,Purchased the book,No,No +21,Male,White,Never been married,"Technical, trade or vocational school AFTER high school",Employed part-time,"$40,000 to under $50,000",7,Yes,No,No,Purchased the book,No,Yes +20,Male,White,Never been married,High school graduate,Employed part-time,"$50,000 to under $75,000",7,Yes,No,No,Purchased the book,No,No +20,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",7,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +18,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",7,Yes,No,Yes,Got the book some other way,No,No +18,Female,White,Never been married,High school graduate,Employed part-time,"$75,000 to under $100,000",7,Yes,No,No,Purchased the book,Yes,Yes +17,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",7,Yes,No,No,Purchased the book,No,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",7,Yes,No,No,Got the book some other way,Yes,No +16,Male,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",7,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +65,Male,Refused,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +36,Male,Don’t know,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,Yes,Yes,Purchased the book,No,Yes +67,Male,Other,Divorced,High school graduate,Retired,"Less than $10,000",6,Yes,No,No,Purchased the book,Yes,No +58,Female,Other,Married,"Some college, no 4-year degree",Not employed for pay,Refused,6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +27,Female,Other,Never been married,College graduate,Employed part-time,"$50,000 to under $75,000",6,No,No,Yes,Got the book some other way,No,No +18,Male,Other,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",6,Yes,Yes,Yes,Got the book some other way,Yes,Yes +66,Male,Native American/American Indian,Married,Post-graduate training/professional school after college,Retired,Refused,6,Yes,No,No,Purchased the book,Yes,No +37,Female,Native American/American Indian,Divorced,College graduate,Not employed for pay,"Less than $10,000",6,Yes,No,Yes,Got the book some other way,Yes,Yes +48,Female,Mixed race,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",6,Yes,Yes,Yes,Got the book some other way,Yes,Yes +35,Male,Mixed race,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",6,Yes,No,Yes,Got the book some other way,No,Yes +30,Male,Mixed race,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,No +39,Female,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,No,No,Yes,Purchased the book,No,Yes +60,Male,Black or African-American,Married,High school graduate,Retired,"$30,000 to under $40,000",6,No,No,No,9,Yes,No +57,Female,Black or African-American,Married,College graduate,Employed full-time,"$100,000 to under $150,000",6,No,No,Yes,Purchased the book,Yes,Yes +56,Female,Black or African-American,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",6,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +50,Female,Black or African-American,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,No,Got the book some other way,No,Yes +49,Male,Black or African-American,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +49,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"Less than $10,000",6,Yes,No,No,Purchased the book,No,No +48,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",6,Yes,No,No,Purchased the book,No,Yes +47,Male,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +33,Male,Black or African-American,Never been married,High school graduate,Retired,"9$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a library,Yes,No +30,Male,Black or African-American,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Purchased the book,Yes,Yes +30,Female,Black or African-American,Never been married,Post-graduate training/professional school after college,Employed full-time,Refused,6,Yes,No,Yes,Got the book some other way,Yes,Yes +29,Male,Black or African-American,Separated,High school graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,Yes,Got the book some other way,Yes,Yes +28,Male,Black or African-American,Living with a partner,High school graduate,Not employed for pay,"$30,000 to under $40,000",6,Yes,No,No,Purchased the book,Yes,Yes +21,Male,Black or African-American,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +19,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,No +18,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",6,Yes,No,No,Got the book some other way,Yes,Yes +16,Female,Black or African-American,Never been married,None,Not employed for pay,"$10,000 to under $20,000",6,Yes,No,No,Purchased the book,Yes,No +85,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,6,Yes,No,No,Purchased the book,Yes,Yes +80,Male,White,Married,Post-graduate training/professional school after college,Retired,Refused,6,Yes,No,No,Borrowed the book from a library,Yes,Yes +79,Female,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",6,Yes,No,No,Borrowed the book from a library,Yes,Yes +77,Male,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",6,Yes,No,No,Purchased the book,Yes,No +76,Female,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",6,Yes,No,No,Purchased the book,No,Yes +75,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +74,Female,White,Married,High school graduate,Retired,Refused,6,Yes,No,No,Borrowed the book from a friend or family member,No,No +73,Female,White,Divorced,High school graduate,Retired,"$10,000 to under $20,000",6,Yes,No,No,Purchased the book,Yes,Yes +73,Male,White,Married,College graduate,Retired,"$30,000 to under $40,000",6,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +73,Female,White,Married,High school graduate,Employed part-time,Refused,6,Yes,No,No,Borrowed the book from a library,Yes,Yes +72,Female,White,Married,High school graduate,Retired,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +72,Male,White,Married,High school graduate,Retired,"$100,000 to under $150,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +70,Male,White,Married,High school graduate,Retired,"$10,000 to under $20,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,No +70,Male,White,Living with a partner,College graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +69,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +68,Male,White,Married,High school graduate,Retired,"$40,000 to under $50,000",6,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +68,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,6,Yes,No,No,Purchased the book,Yes,Yes +68,Female,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",6,Yes,No,Yes,Purchased the book,No,No +67,Male,White,Never been married,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",6,Yes,No,Yes,Purchased the book,No,Yes +67,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +67,Female,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a library,Yes,Yes +67,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +66,Male,White,Divorced,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",6,No,Yes,Yes,Purchased the book,Yes,Yes +65,Male,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +65,Female,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +64,Female,White,Widowed,High school graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +64,Male,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,No,No +63,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Purchased the book,Yes,Yes +63,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",6,Yes,No,No,Purchased the book,Yes,No +63,Male,White,Divorced,"Some college, no 4-year degree",Disabled,"$30,000 to under $40,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +62,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +61,Female,White,Divorced,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",6,Yes,Don’t know,Don’t know,Borrowed the book from a friend or family member,Yes,Yes +60,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",6,No,No,Yes,Got the book some other way,Yes,Yes +60,Male,White,Divorced,High school incomplete,Disabled,"$10,000 to under $20,000",6,Yes,No,No,Purchased the book,Yes,No +60,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,No,No +60,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,Yes,No +59,Male,White,Separated,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",6,Yes,No,No,Borrowed the book from a library,No,No +59,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,6,Yes,No,No,Purchased the book,Yes,Yes +59,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +59,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Got the book some other way,Yes,Yes +58,Male,White,Married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",6,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +58,Male,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,Yes,Yes,Got the book some other way,Yes,Yes +58,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +57,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,6,Yes,No,No,Purchased the book,Yes,Yes +57,Male,White,Married,College graduate,Retired,Refused,6,Yes,No,No,Purchased the book,No,Yes +56,Female,White,Married,High school graduate,Have own business/self-employed,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,No +56,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +56,Female,White,Divorced,High school graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +56,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,8,No,Yes +56,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",6,Yes,No,No,Purchased the book,Yes,No +56,Male,White,Living with a partner,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +56,Female,White,Living with a partner,High school graduate,Not employed for pay,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +55,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +55,Female,White,Married,High school graduate,Employed full-time,Refused,6,Yes,Yes,No,Purchased the book,Yes,Yes +55,Female,White,Married,College graduate,Employed part-time,Refused,6,Yes,No,No,Purchased the book,Yes,No +55,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",6,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +54,Female,White,Married,"Some college, no 4-year degree",Other,Refused,6,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +54,Female,White,Married,College graduate,Employed full-time,"9$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +54,Female,White,Married,None,Employed full-time,"$10,000 to under $20,000",6,Yes,No,No,Purchased the book,Yes,Yes +54,Male,White,Divorced,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +53,Male,White,Single,High school graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +53,Female,White,Married,College graduate,Retired,"$75,000 to under $100,000",6,Yes,No,No,Purchased the book,No,Yes +53,Female,White,Married,High school graduate,Employed part-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +53,Female,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,No,No +53,Female,White,Married,College graduate,Retired,Refused,6,Yes,No,No,Purchased the book,Yes,Yes +53,Male,White,Never been married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a library,Yes,No +52,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +52,Female,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",6,Yes,No,No,Got the book some other way,No,Yes +52,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Got the book some other way,Yes,Yes +51,Female,White,Married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +51,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,No,Yes,Purchased the book,No,Yes +51,Male,White,Never been married,College graduate,Employed full-time,"$10,000 to under $20,000",6,No,Yes,No,Purchased the book,No,Yes +51,Female,White,Divorced,College graduate,Retired,"$50,000 to under $75,000",6,Yes,Yes,No,Purchased the book,Yes,Yes +51,Female,White,Widowed,High school graduate,Employed full-time,"$20,000 to under $30,000",6,Yes,No,No,Purchased the book,Yes,Yes +50,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +50,Male,White,Living with a partner,College graduate,Not employed for pay,"$20,000 to under $30,000",6,Yes,No,No,Got the book some other way,Yes,Yes +50,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,No +49,Female,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +49,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,No +48,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,Yes,No,Purchased the book,No,Yes +48,Male,White,Don’t know,High school incomplete,Disabled,"Less than $10,000",6,Yes,Yes,No,Borrowed the book from a library,No,No +48,Female,White,Widowed,High school graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +47,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +47,Male,White,Married,College graduate,Employed full-time,Refused,6,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +47,Female,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +47,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +47,Female,White,Married,College graduate,Employed full-time,Refused,6,Yes,Yes,No,Borrowed the book from a library,Yes,No +47,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,No,No +47,Male,White,Married,"Technical, trade or vocational school AFTER high school",Disabled,"$30,000 to under $40,000",6,Yes,No,No,Got the book some other way,Yes,Yes +47,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,Yes,Got the book some other way,No,No +46,Male,White,Single,"Technical, trade or vocational school AFTER high school",Retired,"$10,000 to under $20,000",6,No,No,Yes,Purchased the book,No,No +46,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,No,Yes +45,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,Yes,Yes,Purchased the book,No,Yes +44,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,No,Purchased the book,Yes,No +44,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,6,Yes,No,No,Purchased the book,Yes,Yes +43,Female,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +43,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +42,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +42,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Borrowed the book from a library,Yes,Yes +42,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,No,Yes +41,Female,White,Living with a partner,High school incomplete,Not employed for pay,"$20,000 to under $30,000",6,Yes,No,No,Purchased the book,No,No +41,Male,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",6,Yes,Yes,No,Purchased the book,No,Yes +40,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",6,Yes,No,No,9,Yes,No +40,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,6,Yes,Yes,No,Purchased the book,Yes,Yes +40,Male,White,Divorced,"Some college, no 4-year degree",Have own business/self-employed,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,No,Yes +39,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",6,Yes,No,Yes,Purchased the book,No,No +39,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,Yes,Yes,Purchased the book,Yes,No +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,No,Yes +38,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,No +38,Female,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,No +38,Female,White,Married,College graduate,Employed part-time,"9$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +38,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",6,Yes,Yes,Yes,Purchased the book,Yes,Yes +38,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +36,Female,White,Never been married,High school incomplete,Not employed for pay,"Less than $10,000",6,Yes,No,No,Purchased the book,Yes,No +34,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,No +34,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +34,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",6,Yes,No,Yes,Purchased the book,Yes,No +33,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +32,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$30,000 to under $40,000",6,Yes,Yes,No,Purchased the book,Yes,Yes +32,Female,White,Married,College graduate,Employed full-time,Refused,6,Yes,No,No,Purchased the book,No,No +31,Male,White,Married,College graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,Yes,Purchased the book,Yes,No +31,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Got the book some other way,Yes,Yes +30,Female,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",6,Yes,No,No,Purchased the book,No,Yes +30,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",6,Yes,No,No,Purchased the book,Yes,Yes +29,Female,White,Living with a partner,High school graduate,Employed full-time,"$20,000 to under $30,000",6,Yes,Yes,No,Borrowed the book from a library,No,Yes +28,Female,White,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",6,Yes,No,Yes,Purchased the book,Yes,No +27,Female,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",6,Yes,No,Yes,Purchased the book,Yes,Yes +27,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",6,Yes,Yes,No,Purchased the book,Yes,Yes +26,Female,White,Married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",6,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +25,Male,White,Married,High school graduate,Not employed for pay,"$30,000 to under $40,000",6,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +25,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",6,Yes,No,No,Purchased the book,Yes,Yes +23,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",6,No,No,Yes,Got the book some other way,Yes,Yes +23,Male,White,Living with a partner,High school graduate,Employed full-time,"$20,000 to under $30,000",6,Yes,No,No,Purchased the book,No,Yes +21,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",6,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",6,Yes,No,No,Purchased the book,No,No +18,Female,White,Never been married,High school graduate,Student,"9$100,000 to under $150,000",6,Yes,No,No,Got the book some other way,No,No +18,Female,White,Never been married,High school graduate,Not employed for pay,"$75,000 to under $100,000",6,Yes,No,No,Purchased the book,No,No +18,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"9$100,000 to under $150,000",6,Yes,No,No,Purchased the book,No,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",6,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +17,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",6,Yes,No,No,Borrowed the book from a library,No,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",6,Yes,Yes,No,Purchased the book,No,Yes +17,Male,White,Never been married,High school incomplete,Employed part-time,"$75,000 to under $100,000",6,Yes,Yes,No,Purchased the book,Yes,Yes +16,Male,White,Never been married,High school incomplete,Employed part-time,"$75,000 to under $100,000",6,Yes,No,No,8,Yes,Yes +58,Female,Refused,Never been married,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a library,Yes,Yes +52,Male,Refused,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,Yes,No,Purchased the book,No,Yes +48,Female,Refused,Don’t know,"Some college, no 4-year degree",Employed full-time,Refused,5,Yes,No,No,Borrowed the book from a library,Yes,Yes +56,Male,Other,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +21,Male,Other,Never been married,High school graduate,Employed full-time,"$50,000 to under $75,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +20,Male,Other,Living with a partner,High school graduate,Employed part-time,"$10,000 to under $20,000",5,No,No,No,Borrowed the book from a library,No,No +20,Female,Other,Never been married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",5,Yes,No,No,Purchased the book,No,No +18,Female,Other,Living with a partner,High school graduate,Not employed for pay,"Less than $10,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +16,Male,Other,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",5,Yes,No,No,Borrowed the book from a library,Yes,No +17,Female,Native American/American Indian,Never been married,High school incomplete,Employed full-time,"Less than $10,000",5,No,No,No,8,No,No +63,Female,Mixed race,Married,College graduate,Retired,"$40,000 to under $50,000",5,Yes,No,No,Purchased the book,Yes,Yes +28,Male,Mixed race,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",5,Yes,No,No,Got the book some other way,Yes,No +20,Male,Mixed race,Married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",5,Yes,No,Yes,Purchased the book,No,No +48,Male,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$75,000 to under $100,000",5,Yes,No,Yes,Got the book some other way,Yes,Yes +37,Female,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,Yes,Yes,Borrowed the book from a library,No,Yes +35,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",5,Yes,Yes,Yes,Purchased the book,Yes,No +26,Female,Asian or Pacific Islander,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",5,Yes,No,Yes,Purchased the book,Yes,No +24,Female,Asian or Pacific Islander,Married,College graduate,Not employed for pay,"$10,000 to under $20,000",5,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +19,Female,Asian or Pacific Islander,Never been married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,Yes +87,Female,Black or African-American,Widowed,High school graduate,Retired,"$10,000 to under $20,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +65,Female,Black or African-American,Divorced,High school graduate,Disabled,"$20,000 to under $30,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +62,Male,Black or African-American,Married,College graduate,Employed full-time,"$50,000 to under $75,000",5,No,No,Yes,Got the book some other way,Yes,Yes +60,Male,Black or African-American,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",5,Yes,Yes,No,Purchased the book,Yes,Yes +54,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",5,Yes,No,No,Purchased the book,Yes,Yes +54,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +52,Male,Black or African-American,Living with a partner,"Some college, no 4-year degree",Have own business/self-employed,"$10,000 to under $20,000",5,Yes,No,No,Got the book some other way,Yes,No +51,Male,Black or African-American,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$30,000 to under $40,000",5,Yes,No,No,Purchased the book,Yes,Yes +49,Female,Black or African-American,Never been married,High school graduate,Retired,"Less than $10,000",5,Yes,No,No,Purchased the book,Yes,No +46,Male,Black or African-American,Married,None,Employed part-time,"9$100,000 to under $150,000",5,Yes,No,No,Purchased the book,Yes,Yes +45,Male,Black or African-American,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",5,Yes,No,No,Purchased the book,Yes,Yes +42,Male,Black or African-American,Divorced,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",5,Yes,No,No,Purchased the book,Yes,Yes +40,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",5,Yes,Yes,Yes,Purchased the book,No,Yes +39,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",5,Yes,No,No,Got the book some other way,No,No +38,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",5,Yes,Yes,No,Purchased the book,No,No +37,Male,Black or African-American,Married,High school graduate,Have own business/self-employed,Refused,5,Yes,Yes,Yes,Borrowed the book from a friend or family member,No,Yes +36,Female,Black or African-American,Separated,High school incomplete,Not employed for pay,"$20,000 to under $30,000",5,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +35,Male,Black or African-American,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,No +34,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",5,Yes,Yes,Yes,Purchased the book,Yes,Yes +33,Female,Black or African-American,Never been married,High school graduate,Disabled,"$20,000 to under $30,000",5,No,No,No,Borrowed the book from a friend or family member,Yes,No +32,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"Less than $10,000",5,Yes,No,Yes,Got the book some other way,Yes,Yes +32,Female,Black or African-American,Married,College graduate,Employed full-time,"$30,000 to under $40,000",5,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +30,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",5,No,No,Yes,Borrowed the book from a friend or family member,No,No +23,Female,Black or African-American,Living with a partner,"Some college, no 4-year degree",Employed full-time,"Less than $10,000",5,Yes,No,No,Purchased the book,Yes,No +21,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"$40,000 to under $50,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +18,Female,Black or African-American,Living with a partner,High school graduate,Employed part-time,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a library,Yes,Yes +18,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +18,Female,Black or African-American,Separated,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",5,No,No,No,Purchased the book,No,No +17,Female,Black or African-American,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,No +17,Male,Black or African-American,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",5,Yes,No,No,Borrowed the book from a library,No,No +89,Female,White,Widowed,College graduate,Retired,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +88,Male,White,Married,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",5,Yes,No,No,Got the book some other way,Yes,No +88,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",5,Yes,No,No,Got the book some other way,Yes,Yes +88,Male,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +81,Female,White,Married,High school graduate,Retired,Refused,5,Yes,No,No,Borrowed the book from a friend or family member,No,No +76,Female,White,Widowed,High school graduate,Retired,Refused,5,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +76,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",5,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +74,Female,White,Married,High school incomplete,Retired,"$20,000 to under $30,000",5,Yes,No,No,Got the book some other way,Yes,Yes +72,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",5,No,No,Yes,Borrowed the book from a friend or family member,Yes,No +71,Male,White,Widowed,Post-graduate training/professional school after college,Have own business/self-employed,Refused,5,Yes,No,No,Purchased the book,No,Yes +67,Female,White,Divorced,College graduate,Employed part-time,"$75,000 to under $100,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,No +67,Female,White,Widowed,College graduate,Employed part-time,Refused,5,Yes,Yes,Yes,Purchased the book,Yes,Yes +67,Male,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",5,Yes,No,No,Borrowed the book from a library,Yes,No +67,Male,White,Widowed,"Some college, no 4-year degree",Employed part-time,"9$100,000 to under $150,000",5,Yes,Yes,Yes,Purchased the book,Yes,No +66,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +66,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",5,Yes,Yes,No,Borrowed the book from a library,No,Yes +66,Male,White,Married,College graduate,Retired,"$50,000 to under $75,000",5,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",5,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Married,High school incomplete,Retired,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +64,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,5,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +63,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,5,Yes,No,No,Purchased the book,Yes,Yes +62,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +61,Female,White,Married,High school graduate,Not employed for pay,Refused,5,Yes,No,No,Purchased the book,Yes,Yes +61,Female,White,Living with a partner,College graduate,Retired,"$40,000 to under $50,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +61,Female,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$100,000 to under $150,000",5,Yes,Yes,Yes,Purchased the book,Yes,Yes +60,Female,White,Married,High school graduate,Not employed for pay,"$10,000 to under $20,000",5,Yes,No,No,Purchased the book,Yes,Yes +59,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",5,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Living with a partner,High school graduate,Other,"$20,000 to under $30,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +57,Male,White,Divorced,"Some college, no 4-year degree",Disabled,"$10,000 to under $20,000",5,Yes,Yes,No,Borrowed the book from a library,No,Yes +57,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,Yes,Yes +57,Female,White,Married,High school graduate,Disabled,"$10,000 to under $20,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +57,Female,White,Married,High school graduate,Not employed for pay,"$20,000 to under $30,000",5,Yes,No,No,Got the book some other way,Yes,Yes +55,Male,White,Divorced,College graduate,Retired,"$10,000 to under $20,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +55,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",5,No,No,No,Purchased the book,Yes,No +55,Female,White,Divorced,College graduate,Employed part-time,"$30,000 to under $40,000",5,Yes,No,Yes,Got the book some other way,No,No +54,Female,White,Never been married,College graduate,Employed full-time,Refused,5,Yes,No,No,Purchased the book,No,No +54,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",5,Yes,No,No,Purchased the book,Yes,Yes +53,Female,White,Married,College graduate,Employed full-time,Refused,5,Yes,No,Yes,Got the book some other way,Yes,Yes +53,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +52,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",5,Yes,No,No,Borrowed the book from a library,Yes,No +51,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",5,Yes,Yes,Yes,Purchased the book,Yes,Yes +51,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",5,Yes,No,Yes,Purchased the book,No,No +50,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",5,Yes,No,No,Purchased the book,Yes,No +50,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",5,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +49,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",5,Yes,No,No,Purchased the book,Yes,Yes +49,Male,White,Single,High school incomplete,Employed part-time,"9$100,000 to under $150,000",5,No,No,No,Got the book some other way,Yes,No +48,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,No +48,Female,White,Married,High school graduate,Employed part-time,Refused,5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +48,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",5,Yes,No,No,Purchased the book,Yes,Yes +47,Male,White,Never been married,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",5,Yes,No,No,Purchased the book,No,Yes +47,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",5,Yes,No,No,Got the book some other way,Yes,Yes +47,Male,White,Married,High school graduate,Have own business/self-employed,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,No +46,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",5,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +46,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,Yes,Yes +46,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",5,Yes,No,Yes,Got the book some other way,Yes,Yes +45,Female,White,Don’t know,College graduate,Other,Refused,5,Yes,No,No,Got the book some other way,Yes,Yes +45,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,Yes +44,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,Yes +44,Female,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",5,Yes,No,No,Purchased the book,Yes,No +44,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,No +44,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,5,Yes,No,No,Purchased the book,Yes,No +43,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,No +43,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,Yes,No,Purchased the book,Yes,Yes +42,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,Yes,Purchased the book,Yes,Yes +42,Female,White,Married,College graduate,Have own business/self-employed,"$20,000 to under $30,000",5,Yes,No,No,Purchased the book,No,No +42,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,Yes,Yes +41,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",5,Yes,No,Yes,Got the book some other way,Yes,Yes +41,Female,White,Separated,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",5,Yes,No,No,8,No,Yes +41,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$75,000 to under $100,000",5,Yes,Yes,Yes,Purchased the book,No,Yes +40,Female,White,Married,College graduate,Not employed for pay,Refused,5,Yes,No,No,Borrowed the book from a friend or family member,No,No +40,Female,White,Divorced,College graduate,Employed full-time,"$20,000 to under $30,000",5,Yes,No,No,Purchased the book,No,No +40,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,Refused,5,Yes,No,Yes,Purchased the book,Yes,No +39,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,No,Yes,Borrowed the book from a library,Yes,No +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,Yes +38,Female,White,Married,High school graduate,Not employed for pay,Refused,5,Yes,No,No,Purchased the book,No,Yes +38,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",5,Yes,Yes,Yes,Purchased the book,Yes,Yes +37,Male,White,Divorced,High school graduate,Retired,"$10,000 to under $20,000",5,No,Yes,Yes,Purchased the book,No,Yes +37,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",5,Yes,Yes,Yes,Purchased the book,Yes,Yes +37,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",5,Yes,No,Yes,Got the book some other way,Yes,Yes +37,Male,White,Married,College graduate,Employed full-time,Refused,5,Yes,No,No,Purchased the book,No,No +36,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",5,Yes,No,No,Purchased the book,Yes,No +35,Female,White,Married,College graduate,Not employed for pay,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a library,Yes,No +35,Female,White,Never been married,College graduate,Employed full-time,"$75,000 to under $100,000",5,Yes,No,Yes,Purchased the book,Yes,Yes +35,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +32,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",5,Yes,No,No,Borrowed the book from a friend or family member,No,No +32,Female,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",5,Yes,No,No,Purchased the book,No,No +32,Female,White,Married,College graduate,Not employed for pay,"$75,000 to under $100,000",5,No,No,Yes,Purchased the book,No,Yes +31,Female,White,Married,High school incomplete,Not employed for pay,"$20,000 to under $30,000",5,Yes,No,No,Purchased the book,No,No +31,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +31,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",5,No,No,Yes,Purchased the book,Yes,Yes +30,Female,White,Never been married,College graduate,Employed full-time,"$40,000 to under $50,000",5,Yes,No,No,Purchased the book,Yes,Yes +30,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",5,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +29,Male,White,Single,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,Yes,No,Purchased the book,Yes,Yes +29,Female,White,Never been married,College graduate,Employed part-time,"$10,000 to under $20,000",5,Yes,No,No,Purchased the book,No,Yes +28,Male,White,Living with a partner,College graduate,Employed full-time,"$75,000 to under $100,000",5,Yes,Yes,No,Got the book some other way,No,No +27,Female,White,Never been married,College graduate,Not employed for pay,"$50,000 to under $75,000",5,Yes,No,Yes,Got the book some other way,No,Yes +27,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,Yes,Yes +27,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",5,Yes,No,Yes,Purchased the book,Yes,No +25,Male,White,Never been married,College graduate,Not employed for pay,"$40,000 to under $50,000",5,Yes,Yes,Yes,Purchased the book,Yes,No +25,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",5,Yes,No,No,Purchased the book,Yes,Yes +25,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",5,Yes,No,No,Purchased the book,Yes,Yes +23,Female,White,Single,College graduate,Student,"Less than $10,000",5,Yes,No,No,Borrowed the book from a library,Yes,Yes +22,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",5,Yes,No,No,Purchased the book,No,No +21,Female,White,Living with a partner,High school graduate,Employed part-time,"$20,000 to under $30,000",5,Yes,No,No,Purchased the book,Yes,No +21,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",5,No,No,Yes,Borrowed the book from a library,Yes,No +20,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",5,Yes,No,No,Purchased the book,No,No +20,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",5,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +20,Male,White,Never been married,High school graduate,Not employed for pay,"$100,000 to under $150,000",5,No,No,Yes,Purchased the book,Yes,No +19,Female,White,Never been married,High school graduate,Not employed for pay,"Less than $10,000",5,No,No,No,Borrowed the book from a library,Yes,No +18,Female,White,Never been married,High school graduate,Student,"$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,Yes +18,Female,White,Never been married,High school graduate,Employed part-time,"$40,000 to under $50,000",5,Yes,No,No,Purchased the book,Yes,Yes +18,Female,White,Never been married,High school graduate,Employed part-time,"$30,000 to under $40,000",5,Yes,No,Yes,Purchased the book,Yes,No +18,Male,White,Never been married,High school incomplete,Employed part-time,Refused,5,Yes,No,No,Purchased the book,No,Yes +17,Male,White,Never been married,High school graduate,Not employed for pay,"$100,000 to under $150,000",5,Yes,No,Yes,Purchased the book,Yes,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",5,Yes,No,No,Borrowed the book from a library,Yes,Yes +17,Female,White,Never been married,High school incomplete,Employed part-time,"$40,000 to under $50,000",5,Yes,No,No,Got the book some other way,No,No +16,Female,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",5,Yes,No,No,Got the book some other way,No,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",5,Yes,No,No,Purchased the book,No,No +21,Female,Refused,Don’t know,"Some college, no 4-year degree",Employed part-time,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,No,No +36,Male,Don’t know,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +60,Female,Other,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Got the book some other way,Yes,No +51,Female,Other,Married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",4,Don’t know,No,No,Purchased the book,Yes,Yes +51,Female,Other,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",4,Yes,No,No,Purchased the book,No,No +31,Female,Other,Living with a partner,High school graduate,Not employed for pay,"9$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +18,Male,Other,Never been married,High school incomplete,Employed part-time,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,No,Yes +16,Female,Other,Never been married,High school incomplete,Student,"9$100,000 to under $150,000",4,Don’t know,Yes,Yes,Borrowed the book from a friend or family member,No,Yes +69,Male,Native American/American Indian,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,No +66,Female,Mixed race,Never been married,High school incomplete,Employed full-time,"9$100,000 to under $150,000",4,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +27,Female,Mixed race,Married,None,Not employed for pay,"Less than $10,000",4,No,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +25,Female,Mixed race,Living with a partner,High school graduate,Employed part-time,"Less than $10,000",4,Yes,No,No,Borrowed the book from a library,Yes,Yes +65,Female,Asian or Pacific Islander,Widowed,High school graduate,Not employed for pay,"$30,000 to under $40,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +53,Female,Asian or Pacific Islander,Married,College graduate,Retired,"$100,000 to under $150,000",4,Yes,No,Yes,Purchased the book,Don’t know,Yes +51,Male,Asian or Pacific Islander,Married,"Some college, no 4-year degree",Employed full-time,Refused,4,Yes,No,No,Purchased the book,Yes,Yes +35,Male,Asian or Pacific Islander,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Got the book some other way,Yes,Yes +23,Male,Asian or Pacific Islander,Never been married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,Yes,Yes +21,Female,Asian or Pacific Islander,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",4,Yes,No,No,Purchased the book,No,Yes +73,Female,Black or African-American,Married,"Some college, no 4-year degree",Not employed for pay,Refused,4,Yes,No,No,Purchased the book,Yes,Yes +69,Male,Black or African-American,Married,High school graduate,Retired,"Less than $10,000",4,Yes,Don’t know,No,Borrowed the book from a friend or family member,Yes,No +63,Male,Black or African-American,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,No +55,Female,Black or African-American,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,Yes,Yes +51,Male,Black or African-American,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,Yes,No +50,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",4,Yes,Yes,No,Purchased the book,Yes,No +42,Male,Black or African-American,Separated,High school incomplete,Not employed for pay,"Less than $10,000",4,Yes,No,No,8,Yes,No +41,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,Refused,4,Yes,No,Yes,Got the book some other way,Yes,No +38,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",4,Yes,No,No,Got the book some other way,Yes,Yes +37,Male,Black or African-American,Separated,High school graduate,Employed part-time,"$20,000 to under $30,000",4,Yes,No,No,Borrowed the book from a library,Yes,Yes +37,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"$20,000 to under $30,000",4,Yes,No,No,Purchased the book,Yes,No +30,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +29,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,No,Yes +29,Female,Black or African-American,Living with a partner,"Some college, no 4-year degree",Employed full-time,Refused,4,Yes,No,No,Purchased the book,No,No +28,Female,Black or African-American,Divorced,High school graduate,Not employed for pay,"Less than $10,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,No +25,Female,Black or African-American,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",4,Yes,No,Yes,Borrowed the book from a library,No,No +23,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,No +20,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,Yes +19,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,No,Yes +18,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a library,No,Yes +18,Male,Black or African-American,Living with a partner,High school incomplete,Employed part-time,"9$100,000 to under $150,000",4,Yes,No,No,Got the book some other way,Yes,Yes +86,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,Yes,No +85,Male,White,Married,High school graduate,Retired,Refused,4,Yes,No,No,Borrowed the book from a library,Yes,Yes +81,Female,White,Widowed,High school graduate,Not employed for pay,"9$100,000 to under $150,000",4,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +81,Male,White,Widowed,College graduate,Retired,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +80,Female,White,Widowed,College graduate,Retired,"$40,000 to under $50,000",4,Yes,No,No,Borrowed the book from a library,Yes,Yes +78,Male,White,Married,Post-graduate training/professional school after college,Retired,"$30,000 to under $40,000",4,Yes,No,No,Borrowed the book from a library,Yes,No +77,Female,White,Married,High school graduate,Retired,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +77,Female,White,Married,High school graduate,Retired,"$30,000 to under $40,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,No +76,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +76,Female,White,Married,High school graduate,Retired,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,Yes,No +75,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",4,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +72,Female,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",4,Yes,No,No,Got the book some other way,No,No +72,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +72,Female,White,Divorced,"Some college, no 4-year degree",Retired,Refused,4,Yes,Yes,Don’t know,Borrowed the book from a library,No,Yes +71,Male,White,Married,"Some college, no 4-year degree",Not employed for pay,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,No,No +70,Female,White,Separated,College graduate,Not employed for pay,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +70,Male,White,Married,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",4,Yes,No,No,Borrowed the book from a library,No,No +69,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$20,000 to under $30,000",4,Yes,No,No,Purchased the book,Yes,No +69,Female,White,Divorced,College graduate,Retired,"$20,000 to under $30,000",4,Yes,No,No,Purchased the book,Yes,No +68,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",4,Yes,No,No,Purchased the book,Yes,Yes +68,Female,White,Married,College graduate,Retired,Refused,4,No,No,Yes,Purchased the book,Yes,Yes +66,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,No,No +66,Female,White,Widowed,High school incomplete,Retired,"$10,000 to under $20,000",4,Yes,No,Yes,Got the book some other way,Yes,No +65,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,No,No +65,Male,White,Divorced,High school graduate,Retired,"$40,000 to under $50,000",4,Yes,No,No,Purchased the book,Yes,No +65,Male,White,Married,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",4,No,No,No,Purchased the book,Yes,Yes +65,Female,White,Married,High school graduate,Retired,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Married,High school graduate,Retired,"$50,000 to under $75,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +65,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,No +64,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +64,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",4,Yes,No,No,Purchased the book,Yes,Yes +62,Female,White,Widowed,High school graduate,Retired,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +62,Female,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",4,Yes,No,Yes,Purchased the book,Yes,Yes +60,Female,White,Widowed,"Some college, no 4-year degree",Disabled,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +60,Male,White,Married,High school graduate,Have own business/self-employed,"$10,000 to under $20,000",4,Yes,No,No,Borrowed the book from a library,No,Yes +60,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,No,No +59,Male,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",4,No,No,No,Got the book some other way,No,No +58,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,No,Yes +57,Female,White,Never been married,College graduate,Not employed for pay,"$20,000 to under $30,000",4,Yes,No,No,Borrowed the book from a library,Yes,Yes +57,Male,White,Living with a partner,"Some college, no 4-year degree",Disabled,"$40,000 to under $50,000",4,Yes,No,No,Purchased the book,No,No +57,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,Yes,No +56,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",4,No,No,Yes,Purchased the book,No,Yes +56,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,4,Yes,No,Yes,Purchased the book,No,No +55,Female,White,Married,High school graduate,Employed part-time,"$100,000 to under $150,000",4,Yes,No,No,Got the book some other way,Yes,No +55,Female,White,Separated,High school graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,No,No +55,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,No,No +55,Male,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,Yes,Yes +55,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",4,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +53,Female,White,Married,"Some college, no 4-year degree",Disabled,"Less than $10,000",4,Yes,No,No,Borrowed the book from a library,Yes,Yes +52,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",4,No,No,Yes,Purchased the book,Yes,Yes +52,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",4,Yes,Yes,No,Purchased the book,No,Yes +52,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +51,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,No,Yes +50,Male,White,Never been married,Don’t know,Retired,Refused,4,Yes,No,No,Purchased the book,Yes,Yes +50,Male,White,Divorced,High school incomplete,Disabled,"Less than $10,000",4,No,No,No,Purchased the book,No,Yes +50,Female,White,Married,College graduate,Not employed for pay,Refused,4,No,Yes,Yes,Purchased the book,No,Yes +50,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Got the book some other way,Yes,Yes +50,Female,White,Divorced,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,No +50,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,Yes,Got the book some other way,Yes,Yes +49,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,Yes,No +49,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,Yes,Yes,Yes,Purchased the book,Yes,Yes +49,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,Yes,Yes +49,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +48,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,Yes,Yes,Purchased the book,No,No +47,Male,White,Never been married,High school graduate,Employed full-time,"$40,000 to under $50,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +47,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,No,Yes +47,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +47,Female,White,Married,High school incomplete,Employed full-time,Refused,4,No,No,Yes,Purchased the book,Yes,No +46,Male,White,Living with a partner,High school graduate,Employed full-time,"$40,000 to under $50,000",4,Yes,No,No,Got the book some other way,Yes,No +46,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +45,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,Yes +45,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,Yes,No,Borrowed the book from a library,No,Yes +44,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a library,Yes,No +44,Female,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,Yes,No +44,Female,White,Married,College graduate,Have own business/self-employed,"$100,000 to under $150,000",4,Yes,No,Yes,Purchased the book,No,Yes +43,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,Yes +42,Female,White,Married,College graduate,Not employed for pay,"9$100,000 to under $150,000",4,Yes,Yes,Yes,Borrowed the book from a library,No,No +42,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +42,Female,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,No +42,Male,White,Never been married,College graduate,Have own business/self-employed,"$75,000 to under $100,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +41,Male,White,Married,College graduate,Have own business/self-employed,"$100,000 to under $150,000",4,Yes,No,No,Borrowed the book from a library,No,No +41,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,No +41,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,No,No,Yes,Purchased the book,No,Yes +40,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",4,No,No,Yes,Borrowed the book from a library,Yes,Yes +40,Female,White,Married,College graduate,Not employed for pay,"$10,000 to under $20,000",4,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,Yes +40,Male,White,Living with a partner,High school graduate,Employed full-time,"$50,000 to under $75,000",4,No,No,Yes,9,No,No +39,Female,White,Divorced,College graduate,Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +38,Male,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$10,000 to under $20,000",4,Yes,No,No,Borrowed the book from a library,No,No +38,Male,White,Separated,College graduate,Employed full-time,"$50,000 to under $75,000",4,Yes,No,Yes,Borrowed the book from a library,Yes,No +37,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,Yes,No,Got the book some other way,No,Yes +36,Female,White,Married,College graduate,Not employed for pay,Refused,4,Yes,No,No,Purchased the book,Yes,Yes +36,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,No,Purchased the book,Yes,Yes +36,Male,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",4,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +36,Female,White,Divorced,College graduate,Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Purchased the book,No,No +35,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",4,Yes,Yes,No,Purchased the book,Yes,No +35,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",4,No,No,Yes,Purchased the book,Yes,Yes +34,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",4,Yes,No,Yes,8,Yes,No +33,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",4,Yes,No,Yes,Got the book some other way,Yes,No +33,Female,White,Married,High school graduate,Not employed for pay,"Less than $10,000",4,Yes,No,No,Purchased the book,Yes,No +33,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,Yes,No +33,Female,White,Never been married,High school graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +31,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,4,Yes,No,No,Got the book some other way,Yes,Yes +30,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,Yes,No +30,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",4,Yes,No,Yes,Got the book some other way,No,No +29,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",4,Yes,Yes,No,Purchased the book,No,Yes +28,Female,White,Living with a partner,College graduate,Not employed for pay,"$10,000 to under $20,000",4,Yes,No,No,Purchased the book,No,No +28,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",4,Yes,No,Yes,Purchased the book,No,No +28,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",4,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +26,Male,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Got the book some other way,Yes,No +25,Female,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",4,Yes,No,No,Purchased the book,No,No +24,Male,White,Married,College graduate,Employed part-time,"$20,000 to under $30,000",4,Yes,No,No,Purchased the book,Yes,No +24,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",4,Yes,No,No,Got the book some other way,No,No +23,Female,White,Never been married,High school incomplete,Employed full-time,"Less than $10,000",4,Yes,No,No,Purchased the book,Yes,No +23,Male,White,Single,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",4,Yes,Yes,No,Got the book some other way,Yes,No +23,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",4,Yes,Yes,No,Got the book some other way,Yes,Yes +20,Male,White,Married,High school graduate,Not employed for pay,"$20,000 to under $30,000",4,Yes,No,Yes,Purchased the book,No,No +20,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",4,Yes,No,Yes,Purchased the book,No,No +19,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",4,Yes,Yes,No,Purchased the book,No,Yes +18,Female,White,Never been married,High school graduate,Employed part-time,"$20,000 to under $30,000",4,Yes,No,Yes,Purchased the book,No,Yes +18,Male,White,Never been married,High school graduate,Employed part-time,"$40,000 to under $50,000",4,No,No,No,Borrowed the book from a friend or family member,No,Yes +18,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",4,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,Refused,4,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +17,Male,White,Never been married,High school incomplete,Employed full-time,"$75,000 to under $100,000",4,Yes,No,No,Purchased the book,No,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$100,000 to under $150,000",4,Yes,No,Yes,Purchased the book,No,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",4,Yes,Yes,No,Purchased the book,No,Yes +16,Male,White,Never been married,High school incomplete,Employed part-time,"$40,000 to under $50,000",4,Yes,No,No,Borrowed the book from a library,No,No +16,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",4,Yes,No,No,Got the book some other way,No,Yes +79,Female,Refused,Married,High school graduate,Retired,Refused,3,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +29,Female,Refused,Married,College graduate,Not employed for pay,"$30,000 to under $40,000",3,Yes,Yes,No,Purchased the book,No,Yes +53,Female,Other,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",3,Yes,Yes,Yes,Borrowed the book from a friend or family member,Yes,No +40,Male,Other,Married,High school graduate,Employed full-time,"9$100,000 to under $150,000",3,No,No,No,Got the book some other way,No,No +25,Female,Other,Living with a partner,High school graduate,Not employed for pay,"Less than $10,000",3,Yes,No,No,Purchased the book,Yes,Yes +22,Female,Other,Married,High school graduate,Employed part-time,"Less than $10,000",3,No,No,Yes,Borrowed the book from a library,No,No +21,Female,Other,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a library,No,No +19,Female,Other,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",3,Yes,Yes,Yes,Got the book some other way,No,No +16,Female,Other,Never been married,High school incomplete,Student,"9$100,000 to under $150,000",3,Yes,No,No,Got the book some other way,Yes,Yes +16,Male,Other,Single,High school graduate,Employed part-time,"$100,000 to under $150,000",3,Yes,Yes,No,Borrowed the book from a library,Yes,No +60,Male,Native American/American Indian,Never been married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +47,Female,Native American/American Indian,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,No,Yes +35,Male,Native American/American Indian,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,Yes,No +35,Female,Native American/American Indian,Divorced,High school graduate,Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Borrowed the book from a library,Yes,No +52,Male,Mixed race,Married,Post-graduate training/professional school after college,Retired,Refused,3,Yes,Yes,No,Got the book some other way,No,No +48,Male,Mixed race,Divorced,High school graduate,Not employed for pay,"9$100,000 to under $150,000",3,No,No,No,Borrowed the book from a friend or family member,Yes,No +22,Male,Mixed race,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +18,Male,Mixed race,Never been married,High school incomplete,Employed part-time,"$30,000 to under $40,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +70,Male,Asian or Pacific Islander,Married,College graduate,Retired,"$75,000 to under $100,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +55,Male,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,Yes,Purchased the book,Yes,No +40,Female,Asian or Pacific Islander,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",3,Yes,No,No,Got the book some other way,No,Yes +40,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,No +35,Female,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,Refused,3,No,Yes,Yes,Got the book some other way,No,No +30,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",3,No,No,Yes,Borrowed the book from a friend or family member,Yes,No +30,Male,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,No,No,Yes,Purchased the book,Yes,No +30,Female,Asian or Pacific Islander,Married,College graduate,Not employed for pay,"Less than $10,000",3,Yes,Yes,Yes,Got the book some other way,Yes,Yes +30,Male,Asian or Pacific Islander,Single,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",3,No,No,Yes,Got the book some other way,No,Yes +27,Female,Asian or Pacific Islander,Married,College graduate,Employed part-time,"$100,000 to under $150,000",3,Yes,No,Yes,Purchased the book,Yes,No +26,Male,Asian or Pacific Islander,Never been married,College graduate,Employed full-time,"9$100,000 to under $150,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +88,Female,Black or African-American,Widowed,High school graduate,Retired,"Less than $10,000",3,Yes,No,No,Purchased the book,Yes,No +82,Female,Black or African-American,Divorced,Post-graduate training/professional school after college,Retired,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,No,No +72,Female,Black or African-American,Widowed,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +70,Female,Black or African-American,Widowed,High school incomplete,Retired,"$50,000 to under $75,000",3,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +65,Female,Black or African-American,Separated,High school graduate,Not employed for pay,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a library,Yes,Yes +61,Female,Black or African-American,Married,High school graduate,Employed part-time,"$75,000 to under $100,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +58,Female,Black or African-American,Married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",3,Yes,Yes,No,Got the book some other way,No,No +57,Female,Black or African-American,Widowed,High school graduate,Employed part-time,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +57,Female,Black or African-American,Widowed,High school incomplete,Not employed for pay,"Less than $10,000",3,Yes,No,Don’t know,Borrowed the book from a friend or family member,No,No +55,Male,Black or African-American,Separated,High school incomplete,Retired,"Less than $10,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +54,Male,Black or African-American,Separated,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",3,Yes,No,No,Purchased the book,No,No +51,Male,Black or African-American,Single,High school graduate,Disabled,"Less than $10,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +50,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",3,No,Yes,Yes,Purchased the book,Yes,No +50,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"Less than $10,000",3,Yes,No,No,Purchased the book,Yes,Yes +49,Female,Black or African-American,Divorced,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Got the book some other way,No,Yes +48,Female,Black or African-American,Divorced,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,No,Yes +47,Female,Black or African-American,Separated,College graduate,Not employed for pay,"$10,000 to under $20,000",3,Yes,Yes,No,Got the book some other way,Yes,No +47,Female,Black or African-American,Married,College graduate,Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,Yes,Yes +45,Female,Black or African-American,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Purchased the book,No,No +43,Male,Black or African-American,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,No,Yes +41,Female,Black or African-American,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,Yes,No +40,Female,Black or African-American,Never been married,High school graduate,Not employed for pay,"Less than $10,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +39,Female,Black or African-American,Married,High school graduate,Employed part-time,"Less than $10,000",3,Yes,No,Yes,Purchased the book,Yes,Yes +38,Male,Black or African-American,Divorced,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,No,No +37,Male,Black or African-American,Divorced,High school incomplete,Employed full-time,"Less than $10,000",3,Yes,No,No,Borrowed the book from a library,Yes,No +31,Male,Black or African-American,Divorced,College graduate,Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,Yes,Yes +30,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +30,Male,Black or African-American,Never been married,High school incomplete,Employed full-time,"$10,000 to under $20,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +27,Female,Black or African-American,Married,College graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Purchased the book,No,No +26,Female,Black or African-American,Never been married,High school graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Purchased the book,No,No +26,Male,Black or African-American,Never been married,High school graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +24,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",3,No,No,Don’t know,Purchased the book,No,No +24,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +23,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +22,Female,Black or African-American,Never been married,High school graduate,Employed full-time,"$40,000 to under $50,000",3,Yes,No,No,Borrowed the book from a library,Yes,Yes +20,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",3,Yes,Yes,Yes,Borrowed the book from a library,No,No +20,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +18,Female,Black or African-American,Never been married,High school graduate,Employed part-time,"$10,000 to under $20,000",3,Yes,Yes,Yes,Borrowed the book from a library,No,No +16,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",3,No,No,No,Borrowed the book from a library,No,No +16,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"$10,000 to under $20,000",3,Yes,No,No,Purchased the book,No,No +93,Female,White,Widowed,"Some college, no 4-year degree",Retired,"Less than $10,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +84,Male,White,Widowed,"Some college, no 4-year degree",Retired,"9$100,000 to under $150,000",3,Yes,Yes,No,Purchased the book,Yes,Yes +84,Female,White,Widowed,College graduate,Retired,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,Yes +81,Female,White,Married,High school graduate,Retired,Refused,3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +81,Male,White,Divorced,Post-graduate training/professional school after college,Retired,"$10,000 to under $20,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +80,Male,White,Married,College graduate,Retired,Refused,3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +78,Male,White,Married,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",3,Yes,Yes,Yes,Purchased the book,Yes,Yes +78,Female,White,Widowed,College graduate,Retired,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +77,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",3,Yes,No,No,8,No,No +77,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +77,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,3,Yes,Yes,Yes,Borrowed the book from a library,Yes,Yes +76,Female,White,Married,College graduate,Retired,Refused,3,Yes,No,No,Borrowed the book from a library,Yes,No +76,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",3,Yes,No,No,Got the book some other way,No,No +75,Male,White,Married,High school graduate,Retired,"$40,000 to under $50,000",3,Yes,Yes,No,Borrowed the book from a library,Yes,Yes +74,Male,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +73,Female,White,Married,High school graduate,Retired,"$40,000 to under $50,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +73,Male,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",3,Yes,No,No,Got the book some other way,Yes,No +73,Female,White,Widowed,High school incomplete,Not employed for pay,"$10,000 to under $20,000",3,Yes,No,Yes,Got the book some other way,Yes,No +71,Female,White,Married,Post-graduate training/professional school after college,Have own business/self-employed,"$50,000 to under $75,000",3,Yes,No,Yes,Purchased the book,Yes,Yes +69,Male,White,Married,High school incomplete,Retired,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,Yes +69,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,No,No +69,Female,White,Married,College graduate,Retired,"$100,000 to under $150,000",3,Yes,Yes,No,Purchased the book,Yes,Yes +67,Female,White,Married,High school graduate,Retired,"$50,000 to under $75,000",3,Yes,No,Yes,Purchased the book,No,No +67,Female,White,Married,College graduate,Retired,"$50,000 to under $75,000",3,Yes,Yes,Yes,Purchased the book,Yes,No +66,Female,White,Single,College graduate,Employed part-time,Refused,3,Yes,No,No,Borrowed the book from a library,Yes,Yes +66,Female,White,Married,Post-graduate training/professional school after college,Disabled,"$30,000 to under $40,000",3,Yes,No,No,8,No,No +66,Male,White,Married,Post-graduate training/professional school after college,Retired,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,Yes,Yes +66,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",3,Yes,No,Yes,Got the book some other way,Yes,Yes +65,Male,White,Married,College graduate,Retired,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,Yes +65,Male,White,Married,Post-graduate training/professional school after college,Retired,"9$100,000 to under $150,000",3,Don’t know,Yes,No,Purchased the book,Yes,Yes +65,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",3,Yes,No,Yes,Purchased the book,No,No +65,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,No,No +64,Female,White,Married,High school graduate,Retired,"$40,000 to under $50,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +64,Male,White,Single,None,Other,"9$100,000 to under $150,000",3,Yes,No,No,Got the book some other way,No,No +63,Male,White,Married,"Some college, no 4-year degree",Disabled,"$30,000 to under $40,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +63,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",3,Yes,No,Yes,Borrowed the book from a library,Yes,Yes +63,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",3,Yes,Yes,No,Borrowed the book from a friend or family member,No,Yes +63,Female,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a library,No,Yes +62,Male,White,Married,High school graduate,Employed part-time,"$50,000 to under $75,000",3,Yes,Yes,No,Borrowed the book from a library,Yes,No +61,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +60,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +60,Male,White,Married,High school graduate,Employed full-time,Refused,3,Yes,No,No,Purchased the book,Yes,Yes +60,Male,White,Married,College graduate,Have own business/self-employed,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +60,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$10,000 to under $20,000",3,No,No,No,Borrowed the book from a friend or family member,No,No +59,Female,White,Widowed,High school graduate,Other,Refused,3,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,Yes +58,Male,White,Married,College graduate,Employed part-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,No,No +58,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$100,000 to under $150,000",3,Yes,No,Don’t know,Purchased the book,Yes,Yes +58,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",3,Yes,No,No,Purchased the book,Yes,No +58,Male,White,Widowed,High school graduate,Employed full-time,"$40,000 to under $50,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +57,Female,White,Married,High school graduate,Not employed for pay,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,Yes,No +57,Male,White,Divorced,High school graduate,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,8,Yes,No +57,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +56,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",3,No,No,Yes,Got the book some other way,Yes,No +56,Male,White,Married,College graduate,Not employed for pay,Refused,3,Yes,No,No,Purchased the book,Yes,No +56,Female,White,Don’t know,"Some college, no 4-year degree",Not employed for pay,Refused,3,Yes,No,No,Purchased the book,Yes,Yes +55,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Borrowed the book from a library,Yes,Yes +55,Male,White,Married,High school graduate,Have own business/self-employed,"$40,000 to under $50,000",3,Yes,No,No,Purchased the book,Yes,Yes +54,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",3,No,No,No,Got the book some other way,No,No +54,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,Yes,Purchased the book,Yes,No +53,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,No,Yes +52,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",3,Yes,No,No,Got the book some other way,Yes,No +51,Male,White,Never been married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Purchased the book,Yes,Yes +51,Female,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",3,Yes,No,Yes,Purchased the book,Yes,Yes +51,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",3,Yes,No,No,Purchased the book,No,No +50,Female,White,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,Refused,3,Yes,Yes,Yes,Purchased the book,Yes,Yes +50,Female,White,Married,College graduate,Employed full-time,"9$100,000 to under $150,000",3,Yes,Yes,No,Got the book some other way,No,No +49,Male,White,Married,High school incomplete,Employed full-time,"$30,000 to under $40,000",3,No,No,No,Borrowed the book from a library,No,No +49,Female,White,Never been married,"Some college, no 4-year degree",Disabled,"$10,000 to under $20,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +49,Male,White,Never been married,High school graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +48,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +48,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +48,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,No,No +47,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Borrowed the book from a library,Yes,Yes +47,Male,White,Never been married,High school graduate,Employed part-time,"$10,000 to under $20,000",3,Yes,No,No,Purchased the book,Yes,No +47,Female,White,Married,High school graduate,Not employed for pay,"$40,000 to under $50,000",3,Yes,No,No,Purchased the book,Yes,No +47,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,Yes,No +44,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,No,No,Yes,Purchased the book,Yes,Yes +44,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",3,Yes,No,Yes,Purchased the book,Yes,Yes +44,Male,White,Married,High school incomplete,Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,No,No +44,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",3,Yes,No,No,Purchased the book,No,No +43,Female,White,Married,College graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +43,Female,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,No,No +42,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",3,Yes,No,No,Purchased the book,No,No +42,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +42,Female,White,Married,Post-graduate training/professional school after college,Not employed for pay,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +41,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +41,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +40,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +40,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",3,No,No,Yes,Purchased the book,No,No +40,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",3,Yes,Yes,No,Borrowed the book from a friend or family member,No,No +40,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",3,Yes,Yes,No,Borrowed the book from a friend or family member,No,No +40,Male,White,Married,High school incomplete,Employed full-time,"$50,000 to under $75,000",3,Yes,No,Don’t know,Purchased the book,No,Yes +39,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,No +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,No,No,Yes,Purchased the book,Yes,No +39,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Got the book some other way,Yes,Yes +38,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,No +38,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$40,000 to under $50,000",3,Yes,No,Yes,Got the book some other way,No,No +37,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",3,Yes,No,No,Got the book some other way,No,Yes +37,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +36,Female,White,Living with a partner,High school graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Purchased the book,No,Yes +36,Male,White,Living with a partner,High school graduate,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,No,No +36,Female,White,Living with a partner,High school graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,Yes,Purchased the book,Yes,Yes +36,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$50,000 to under $75,000",3,Yes,Yes,No,Purchased the book,Yes,No +35,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",3,Yes,No,Yes,Purchased the book,Yes,Yes +35,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",3,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +34,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,Yes,No +34,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +34,Male,White,Never been married,High school graduate,Not employed for pay,"Less than $10,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +33,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,No +32,Female,White,Married,College graduate,Not employed for pay,"$100,000 to under $150,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,No,Yes +31,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +31,Male,White,Living with a partner,High school graduate,Employed full-time,"$20,000 to under $30,000",3,Yes,No,Yes,Borrowed the book from a friend or family member,No,No +31,Male,White,Living with a partner,College graduate,Not employed for pay,"$30,000 to under $40,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +30,Male,White,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +29,Female,White,Living with a partner,High school graduate,Not employed for pay,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +28,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",3,Yes,Yes,No,Purchased the book,No,No +27,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",3,Yes,No,No,Purchased the book,No,No +27,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +26,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",3,Yes,No,Yes,Purchased the book,No,No +25,Male,White,Single,College graduate,Employed full-time,"Less than $10,000",3,Yes,No,No,Purchased the book,Yes,No +25,Male,White,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +25,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Purchased the book,No,No +24,Male,White,Never been married,College graduate,Employed full-time,"$10,000 to under $20,000",3,Yes,No,Yes,Purchased the book,Yes,No +24,Female,White,Single,"Technical, trade or vocational school AFTER high school",Employed part-time,"$20,000 to under $30,000",3,Yes,No,No,Purchased the book,Yes,Yes +24,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",3,Yes,No,No,Borrowed the book from a library,No,Yes +23,Male,White,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",3,Yes,No,No,Purchased the book,Yes,Yes +23,Male,White,Never been married,College graduate,Employed full-time,"$20,000 to under $30,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +22,Female,White,Living with a partner,High school graduate,Employed full-time,"Less than $10,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +20,Male,White,Never been married,"Some college, no 4-year degree",Not employed for pay,"$10,000 to under $20,000",3,Yes,No,No,Purchased the book,Yes,No +19,Female,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",3,Yes,No,No,Got the book some other way,No,No +19,Male,White,Single,High school graduate,Employed full-time,"$30,000 to under $40,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +18,Male,White,Never been married,High school graduate,Employed part-time,"$50,000 to under $75,000",3,Yes,No,No,Borrowed the book from a friend or family member,No,No +18,Male,White,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a library,Yes,No +18,Female,White,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",3,Yes,No,Yes,Got the book some other way,No,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a library,No,Yes +17,Male,White,Never been married,High school incomplete,Employed part-time,"$100,000 to under $150,000",3,Yes,No,No,Purchased the book,No,Yes +17,Female,White,Never been married,High school incomplete,Employed part-time,"$20,000 to under $30,000",3,Yes,No,No,Borrowed the book from a library,No,No +16,Male,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",3,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +55,Male,Refused,Married,None,Employed full-time,Refused,2,Yes,No,No,Purchased the book,Yes,Yes +39,Female,Don’t know,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Got the book some other way,Yes,Yes +19,Male,Don’t know,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",2,Yes,No,No,Got the book some other way,No,No +55,Male,Other,Married,None,Not employed for pay,"9$100,000 to under $150,000",2,Yes,No,No,Purchased the book,Yes,No +32,Male,Other,Single,High school graduate,Not employed for pay,"$50,000 to under $75,000",2,No,No,Yes,Got the book some other way,Yes,No +22,Female,Other,Never been married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",2,Yes,No,No,Purchased the book,No,No +18,Male,Other,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",2,Yes,No,No,Got the book some other way,No,No +61,Female,Native American/American Indian,Divorced,High school graduate,Retired,"$10,000 to under $20,000",2,Yes,No,No,Purchased the book,Yes,No +59,Male,Mixed race,Married,High school graduate,Disabled,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,Yes,Yes +39,Female,Mixed race,Married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",2,Yes,Yes,No,Purchased the book,No,Yes +32,Male,Mixed race,Divorced,College graduate,Employed full-time,"$30,000 to under $40,000",2,Yes,No,Yes,Got the book some other way,No,No +30,Female,Mixed race,Married,High school incomplete,Employed part-time,"$40,000 to under $50,000",2,Yes,No,No,Purchased the book,No,No +56,Female,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$50,000 to under $75,000",2,Yes,Yes,No,Purchased the book,No,No +41,Female,Asian or Pacific Islander,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Borrowed the book from a library,No,No +39,Male,Asian or Pacific Islander,Married,College graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +32,Male,Asian or Pacific Islander,Married,College graduate,Employed full-time,Refused,2,Yes,No,No,Borrowed the book from a library,Yes,Yes +25,Male,Asian or Pacific Islander,Married,College graduate,Not employed for pay,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +85,Female,Black or African-American,Widowed,High school graduate,Retired,Refused,2,Yes,No,No,Borrowed the book from a library,Yes,No +84,Female,Black or African-American,Widowed,Post-graduate training/professional school after college,Retired,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +81,Female,Black or African-American,Widowed,High school graduate,Not employed for pay,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +80,Female,Black or African-American,Widowed,None,Retired,"Less than $10,000",2,Yes,No,No,Purchased the book,No,No +77,Male,Black or African-American,Widowed,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +62,Female,Black or African-American,Widowed,High school graduate,Retired,"$10,000 to under $20,000",2,Yes,No,Yes,Purchased the book,Yes,No +62,Female,Black or African-American,Divorced,"Technical, trade or vocational school AFTER high school",Retired,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +58,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,Yes,No +56,Male,Black or African-American,Separated,None,Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +56,Female,Black or African-American,Widowed,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +55,Female,Black or African-American,Divorced,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",2,Yes,No,No,Purchased the book,No,No +52,Female,Black or African-American,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,No,Yes +51,Female,Black or African-American,Married,College graduate,Employed full-time,"$75,000 to under $100,000",2,Yes,Yes,No,Purchased the book,Yes,Yes +51,Female,Black or African-American,Widowed,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,Yes,No,Purchased the book,Yes,No +50,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",2,Yes,No,No,Borrowed the book from a library,Yes,Yes +50,Female,Black or African-American,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",2,Yes,No,Yes,Got the book some other way,Yes,Yes +50,Male,Black or African-American,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Got the book some other way,Yes,No +47,Male,Black or African-American,Married,College graduate,Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Purchased the book,Yes,No +47,Male,Black or African-American,Married,High school graduate,Not employed for pay,"$10,000 to under $20,000",2,Yes,No,No,Purchased the book,No,No +40,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,Yes,Yes +40,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +38,Male,Black or African-American,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Purchased the book,Yes,No +36,Male,Black or African-American,Married,College graduate,Not employed for pay,"$10,000 to under $20,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +32,Female,Black or African-American,Living with a partner,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +32,Female,Black or African-American,Divorced,High school incomplete,Employed part-time,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +31,Male,Black or African-American,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Got the book some other way,Yes,Yes +24,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",2,Yes,Yes,No,Purchased the book,No,No +24,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed part-time,"9$100,000 to under $150,000",2,Yes,Yes,Yes,Purchased the book,Yes,No +18,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"$75,000 to under $100,000",2,Yes,No,No,Borrowed the book from a library,No,No +17,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,Refused,2,Yes,No,No,Borrowed the book from a library,No,Yes +16,Female,Black or African-American,Never been married,High school incomplete,Employed part-time,"$40,000 to under $50,000",2,Yes,No,No,Purchased the book,No,Yes +88,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +86,Female,White,Widowed,College graduate,Retired,Refused,2,Yes,No,No,Purchased the book,Yes,Yes +83,Male,White,Married,College graduate,Retired,Refused,2,Yes,No,No,8,No,No +82,Female,White,Divorced,High school incomplete,Retired,Refused,2,Yes,No,No,Borrowed the book from a friend or family member,No,No +82,Male,White,Married,High school incomplete,Retired,Refused,2,Yes,No,No,Got the book some other way,No,Yes +80,Male,White,Married,College graduate,Retired,Refused,2,Yes,No,Yes,Got the book some other way,Yes,Yes +80,Male,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",2,No,No,No,Got the book some other way,Yes,No +77,Male,White,Divorced,College graduate,Retired,Refused,2,Yes,No,No,Borrowed the book from a library,Yes,No +74,Female,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +73,Male,White,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +73,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,2,Yes,No,No,Purchased the book,Yes,Yes +71,Male,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,Yes,Yes +71,Female,White,Married,College graduate,Have own business/self-employed,"$75,000 to under $100,000",2,Yes,No,No,Purchased the book,No,Yes +71,Female,White,Never been married,College graduate,Retired,"$50,000 to under $75,000",2,Yes,No,No,Borrowed the book from a library,Yes,Yes +70,Female,White,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +70,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,Yes,No +69,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",2,Yes,No,No,Purchased the book,Yes,Yes +69,Male,White,Widowed,High school graduate,Disabled,"$10,000 to under $20,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +67,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +67,Male,White,Never been married,"Some college, no 4-year degree",Disabled,"$10,000 to under $20,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +66,Female,White,Divorced,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,No,Yes +66,Male,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,Yes,No +65,Female,White,Divorced,"Some college, no 4-year degree",Disabled,"9$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +65,Female,White,Married,High school graduate,Retired,"$40,000 to under $50,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +65,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +64,Male,White,Divorced,College graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Got the book some other way,Yes,Yes +64,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +64,Male,White,Divorced,College graduate,Disabled,"$10,000 to under $20,000",2,Yes,No,No,Purchased the book,No,No +62,Female,White,Widowed,High school graduate,Not employed for pay,"$10,000 to under $20,000",2,No,No,No,Borrowed the book from a friend or family member,Yes,No +62,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",2,Yes,No,Yes,Purchased the book,Yes,No +61,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +61,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,Yes,No +61,Female,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +61,Female,White,Married,High school graduate,Retired,"$50,000 to under $75,000",2,Yes,No,No,Borrowed the book from a library,Yes,No +61,Female,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",2,Yes,Yes,Yes,Purchased the book,Yes,No +60,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Got the book some other way,No,Yes +60,Male,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",2,Yes,Yes,No,Borrowed the book from a friend or family member,Yes,Yes +60,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Got the book some other way,Yes,Yes +60,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$75,000 to under $100,000",2,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +59,Female,White,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +58,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",2,Yes,No,Yes,Purchased the book,Yes,Yes +58,Female,White,Married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",2,Yes,No,No,Got the book some other way,Yes,Yes +57,Female,White,Divorced,High school graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +56,Female,White,Divorced,High school graduate,Employed full-time,"$10,000 to under $20,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +56,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,Yes,No +56,Male,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$30,000 to under $40,000",2,Yes,No,No,8,Yes,No +55,Female,White,Divorced,College graduate,Retired,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,Yes,Yes +55,Male,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +55,Female,White,Married,High school incomplete,Employed full-time,"$40,000 to under $50,000",2,Yes,No,No,Purchased the book,Yes,Yes +54,Male,White,Never been married,High school graduate,Not employed for pay,"Less than $10,000",2,Yes,No,No,8,No,No +54,Male,White,Married,High school graduate,Employed full-time,Refused,2,Yes,No,No,Got the book some other way,No,No +54,Female,White,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",2,Yes,No,No,Got the book some other way,No,Yes +53,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +52,Female,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,Yes,Yes +52,Female,White,Widowed,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",2,No,No,Yes,Got the book some other way,Yes,No +52,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Got the book some other way,Yes,No +52,Female,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",2,Yes,No,Yes,Purchased the book,Yes,Yes +51,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +51,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Borrowed the book from a library,Yes,Yes +51,Male,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Got the book some other way,No,No +51,Male,White,Divorced,High school graduate,Retired,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,No,Yes +50,Female,White,Divorced,None,Retired,"Less than $10,000",2,Yes,No,No,Purchased the book,Yes,Yes +48,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",2,Yes,No,No,8,Yes,No +47,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +47,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,No,Yes +47,Male,White,Married,None,Have own business/self-employed,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,Yes,Yes +46,Female,White,Married,College graduate,Employed part-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,Yes,Yes +45,Female,White,Separated,College graduate,Employed full-time,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,No,No +45,Female,White,Living with a partner,High school graduate,Employed full-time,"$40,000 to under $50,000",2,Yes,Yes,No,Purchased the book,Yes,Yes +44,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +44,Female,White,Divorced,High school incomplete,Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +44,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",2,Yes,No,Yes,Purchased the book,Yes,Yes +43,Female,White,Divorced,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +43,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",2,Yes,No,No,Purchased the book,No,No +42,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,2,Yes,No,No,Purchased the book,Yes,Yes +42,Male,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",2,No,No,No,8,Yes,No +42,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +39,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a library,No,No +39,Female,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Got the book some other way,Yes,No +39,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,No,Yes +39,Male,White,Married,College graduate,Employed full-time,"$40,000 to under $50,000",2,Yes,No,No,Borrowed the book from a library,Yes,No +39,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,No,No +37,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",2,Yes,No,Yes,Purchased the book,Yes,No +36,Male,White,Married,High school graduate,Disabled,Refused,2,Yes,No,No,Purchased the book,No,No +35,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,Yes,No +35,Female,White,Separated,High school incomplete,Not employed for pay,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +34,Female,White,Married,College graduate,Employed full-time,Refused,2,Yes,Yes,Yes,Borrowed the book from a friend or family member,No,No +34,Female,White,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",2,Yes,No,No,Purchased the book,No,Yes +33,Female,White,Married,High school incomplete,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +32,Female,White,Married,High school graduate,Employed part-time,"$40,000 to under $50,000",2,Yes,No,No,Purchased the book,No,No +32,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,No,No +32,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Got the book some other way,Yes,Yes +31,Female,White,Married,College graduate,Not employed for pay,"$50,000 to under $75,000",2,Yes,Yes,Yes,Got the book some other way,No,Yes +31,Female,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",2,Yes,No,No,Purchased the book,No,No +30,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",2,Yes,No,Yes,Borrowed the book from a library,Yes,No +29,Male,White,Never been married,College graduate,Employed full-time,Refused,2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +28,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",2,No,Yes,No,Got the book some other way,Yes,No +28,Male,White,Living with a partner,High school graduate,Employed full-time,"$40,000 to under $50,000",2,Yes,No,No,Purchased the book,Don’t know,No +28,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",2,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +27,Female,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +27,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +27,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",2,Yes,No,No,Got the book some other way,No,No +26,Male,White,Never been married,Post-graduate training/professional school after college,Student,"Less than $10,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +26,Female,White,Married,Post-graduate training/professional school after college,Have own business/self-employed,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +26,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",2,Yes,No,Yes,Purchased the book,Yes,No +26,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",2,No,No,Yes,Purchased the book,No,No +25,Male,White,Living with a partner,College graduate,Not employed for pay,"$50,000 to under $75,000",2,Yes,No,No,Purchased the book,No,Yes +25,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Purchased the book,No,Yes +25,Male,White,Never been married,None,Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Purchased the book,No,No +25,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Purchased the book,No,Yes +23,Male,White,Never been married,Post-graduate training/professional school after college,Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Purchased the book,Yes,Yes +22,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +22,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",2,Yes,No,No,Borrowed the book from a friend or family member,No,No +21,Female,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",2,Yes,No,No,Got the book some other way,Yes,No +20,Male,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",2,No,No,No,Purchased the book,Yes,Yes +19,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$75,000 to under $100,000",2,No,No,No,Got the book some other way,Yes,No +18,Male,White,Living with a partner,High school graduate,Employed full-time,"$30,000 to under $40,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +18,Male,White,Never been married,High school graduate,Employed part-time,"Less than $10,000",2,Yes,No,No,Borrowed the book from a library,Yes,Yes +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",2,Yes,No,No,Got the book some other way,Yes,No +17,Male,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a library,Yes,Yes +17,Female,White,Never been married,High school incomplete,Not employed for pay,"$100,000 to under $150,000",2,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +70,Male,Refused,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",1,Yes,No,No,Purchased the book,Yes,No +31,Female,Don’t know,Divorced,High school graduate,Not employed for pay,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,No,Yes +53,Male,Native American/American Indian,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",1,No,No,No,Borrowed the book from a friend or family member,No,Yes +41,Male,Native American/American Indian,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",1,Don’t know,No,No,Purchased the book,Yes,No +66,Female,Mixed race,Don’t know,"Some college, no 4-year degree",Retired,Refused,1,Yes,No,No,Purchased the book,Yes,Yes +65,Female,Mixed race,Divorced,College graduate,Not employed for pay,"Less than $10,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +62,Male,Mixed race,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",1,Yes,No,No,Purchased the book,No,No +48,Male,Mixed race,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,"Less than $10,000",1,Yes,No,No,Borrowed the book from a library,No,No +45,Female,Mixed race,Divorced,"Some college, no 4-year degree",Employed full-time,Refused,1,Yes,No,No,Purchased the book,Yes,No +41,Male,Mixed race,Living with a partner,College graduate,Not employed for pay,"Less than $10,000",1,No,Yes,Don’t know,Borrowed the book from a library,Yes,Yes +39,Female,Mixed race,Separated,High school incomplete,Not employed for pay,"$20,000 to under $30,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,No +30,Male,Mixed race,Never been married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,Yes,Yes +18,Male,Mixed race,Never been married,None,Not employed for pay,"Less than $10,000",1,No,No,No,Borrowed the book from a friend or family member,No,Yes +49,Male,Asian or Pacific Islander,Married,High school graduate,Have own business/self-employed,"$50,000 to under $75,000",1,Yes,No,No,Got the book some other way,Yes,No +31,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,Refused,1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +25,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"9$100,000 to under $150,000",1,Yes,No,No,Purchased the book,Yes,No +78,Female,Black or African-American,Married,High school incomplete,Retired,"$10,000 to under $20,000",1,Yes,No,No,Purchased the book,Yes,No +75,Female,Black or African-American,Divorced,Post-graduate training/professional school after college,Retired,"Less than $10,000",1,Yes,No,No,Borrowed the book from a library,No,No +65,Female,Black or African-American,Married,High school graduate,Disabled,"9$100,000 to under $150,000",1,Yes,No,No,8,Yes,No +62,Male,Black or African-American,Divorced,None,Disabled,"9$100,000 to under $150,000",1,No,No,No,Borrowed the book from a friend or family member,No,No +58,Female,Black or African-American,Never been married,High school incomplete,Employed full-time,"$10,000 to under $20,000",1,Yes,No,No,Purchased the book,No,No +56,Female,Black or African-American,Married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",1,Yes,No,Yes,Purchased the book,Yes,Yes +55,Female,Black or African-American,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Purchased the book,No,No +54,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"$10,000 to under $20,000",1,Yes,No,No,Got the book some other way,Yes,No +51,Male,Black or African-American,Married,High school graduate,Employed full-time,Refused,1,No,Yes,Yes,Got the book some other way,Yes,No +50,Male,Black or African-American,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +41,Male,Black or African-American,Never been married,High school graduate,Employed full-time,"$40,000 to under $50,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +40,Male,Black or African-American,Never been married,College graduate,Have own business/self-employed,"9$100,000 to under $150,000",1,No,No,No,Purchased the book,Yes,Yes +34,Female,Black or African-American,Living with a partner,None,Employed full-time,"Less than $10,000",1,Yes,No,No,Purchased the book,Yes,Yes +34,Female,Black or African-American,Never been married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,No,No +31,Female,Black or African-American,Living with a partner,High school graduate,Employed full-time,"$20,000 to under $30,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +30,Male,Black or African-American,Married,College graduate,Employed full-time,"$75,000 to under $100,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +23,Male,Black or African-American,Never been married,High school graduate,Employed full-time,"9$100,000 to under $150,000",1,No,No,No,Got the book some other way,Yes,No +20,Male,Black or African-American,Never been married,None,Not employed for pay,"$10,000 to under $20,000",1,No,No,Yes,Borrowed the book from a friend or family member,Yes,No +20,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed part-time,"$100,000 to under $150,000",1,No,Yes,No,Purchased the book,No,No +19,Female,Black or African-American,Never been married,High school graduate,Student,"$30,000 to under $40,000",1,Yes,No,No,Purchased the book,Yes,Yes +18,Female,Black or African-American,Never been married,High school incomplete,Employed part-time,"Less than $10,000",1,No,No,Yes,Borrowed the book from a library,No,Yes +18,Male,Black or African-American,Living with a partner,High school graduate,Employed full-time,"$40,000 to under $50,000",1,Yes,No,No,Purchased the book,No,No +17,Male,Black or African-American,Don’t know,High school incomplete,Employed part-time,"9$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a library,Yes,No +16,Female,Black or African-American,Never been married,High school incomplete,Not employed for pay,Refused,1,No,No,No,Borrowed the book from a friend or family member,No,No +16,Female,Black or African-American,Single,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a library,Yes,Yes +85,Female,White,Widowed,High school graduate,Not employed for pay,"$50,000 to under $75,000",1,Yes,No,No,Purchased the book,Yes,Yes +82,Female,White,Widowed,College graduate,Retired,"$75,000 to under $100,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +82,Male,White,Married,"Some college, no 4-year degree",Retired,"$50,000 to under $75,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +82,Female,White,Married,High school graduate,Retired,"$10,000 to under $20,000",1,No,No,No,Got the book some other way,Yes,No +81,Female,White,Widowed,High school incomplete,Retired,Refused,1,Yes,No,No,Got the book some other way,No,No +81,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,No +79,Female,White,Single,"Some college, no 4-year degree",Retired,"9$100,000 to under $150,000",1,Yes,No,No,Got the book some other way,No,No +77,Female,White,Married,Post-graduate training/professional school after college,Retired,"$40,000 to under $50,000",1,Yes,No,Yes,Purchased the book,Yes,Yes +73,Male,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +72,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",1,Yes,No,No,Purchased the book,Yes,No +71,Female,White,Widowed,High school graduate,Retired,"Less than $10,000",1,Yes,No,No,Purchased the book,Yes,No +71,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,Yes,Yes +67,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,No +67,Male,White,Married,High school graduate,Retired,"$100,000 to under $150,000",1,Yes,Yes,No,Purchased the book,Yes,Yes +67,Male,White,Married,"Some college, no 4-year degree",Employed part-time,"$20,000 to under $30,000",1,Yes,No,No,Purchased the book,No,Yes +66,Female,White,Divorced,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +66,Female,White,Married,"Some college, no 4-year degree",Retired,"$100,000 to under $150,000",1,Yes,No,Yes,Purchased the book,Yes,No +65,Female,White,Married,High school graduate,Retired,"$30,000 to under $40,000",1,Yes,No,No,Got the book some other way,Yes,Yes +64,Female,White,Married,High school graduate,Not employed for pay,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,Yes,Yes +64,Male,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"$30,000 to under $40,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +63,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",1,No,No,No,Borrowed the book from a friend or family member,Yes,Yes +62,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$75,000 to under $100,000",1,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,Yes +62,Male,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",1,Yes,No,No,Got the book some other way,Yes,No +61,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",1,Yes,No,No,Purchased the book,No,Yes +61,Female,White,Married,None,Not employed for pay,"Less than $10,000",1,Yes,No,No,Purchased the book,No,No +61,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +61,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",1,No,Yes,Yes,Purchased the book,Yes,No +60,Male,White,Married,High school graduate,Employed full-time,Refused,1,Yes,No,No,Purchased the book,Yes,No +59,Female,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",1,No,Yes,No,Purchased the book,No,No +59,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Purchased the book,Yes,Yes +59,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Purchased the book,Yes,Yes +58,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,Yes,No +58,Female,White,Single,High school graduate,Employed full-time,"$10,000 to under $20,000",1,Yes,No,No,Got the book some other way,No,No +57,Female,White,Married,High school incomplete,Employed full-time,"$20,000 to under $30,000",1,No,Yes,No,Borrowed the book from a library,Yes,No +56,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,No +55,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Borrowed the book from a library,Yes,No +54,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +54,Female,White,Single,"Some college, no 4-year degree",Disabled,"9$100,000 to under $150,000",1,No,No,No,8,No,No +54,Female,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Purchased the book,Yes,Yes +53,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",1,No,No,No,Borrowed the book from a friend or family member,No,No +53,Male,White,Never been married,High school incomplete,Retired,"$10,000 to under $20,000",1,Yes,Yes,No,Borrowed the book from a library,No,Yes +53,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Purchased the book,Yes,No +53,Female,White,Divorced,High school graduate,Not employed for pay,"Less than $10,000",1,Yes,Yes,No,Purchased the book,No,No +53,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",1,Yes,No,No,Got the book some other way,Yes,Yes +52,Female,White,Living with a partner,College graduate,Employed full-time,"$40,000 to under $50,000",1,Yes,No,No,Got the book some other way,Yes,No +50,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +50,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",1,Yes,No,Don’t know,Borrowed the book from a friend or family member,Yes,Yes +49,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",1,Yes,No,No,Purchased the book,Yes,Yes +49,Male,White,Never been married,High school graduate,Employed full-time,Refused,1,No,No,No,9,Yes,No +49,Female,White,Living with a partner,High school graduate,Have own business/self-employed,Refused,1,Yes,No,No,Borrowed the book from a friend or family member,No,No +49,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",1,Yes,No,No,8,No,No +48,Male,White,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",1,Yes,Yes,No,Borrowed the book from a library,Yes,No +47,Female,White,Divorced,High school incomplete,Not employed for pay,"Less than $10,000",1,Yes,No,No,Borrowed the book from a library,Yes,No +46,Female,White,Living with a partner,High school graduate,Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,8,Yes,Yes +46,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",1,Yes,Yes,No,Purchased the book,Yes,Yes +46,Female,White,Married,College graduate,Not employed for pay,"$30,000 to under $40,000",1,Yes,Yes,No,Borrowed the book from a library,Yes,No +46,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",1,Yes,No,No,Purchased the book,No,No +44,Male,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Purchased the book,No,Yes +44,Female,White,Married,College graduate,Employed full-time,Refused,1,Yes,No,No,Borrowed the book from a friend or family member,No,No +44,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Purchased the book,Yes,Yes +42,Female,White,Divorced,High school graduate,Employed part-time,"$10,000 to under $20,000",1,Yes,No,No,Purchased the book,Yes,No +41,Male,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,1,Yes,No,No,Purchased the book,No,No +40,Female,White,Married,College graduate,Employed part-time,Refused,1,Yes,No,No,Borrowed the book from a library,No,Yes +40,Male,White,Married,None,Not employed for pay,"Less than $10,000",1,Yes,No,No,Purchased the book,Yes,No +39,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",1,Yes,Yes,No,Purchased the book,Yes,Yes +38,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,Yes +38,Male,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,1,Yes,No,No,Got the book some other way,No,No +38,Female,White,Married,High school graduate,Employed full-time,Refused,1,Yes,No,No,Purchased the book,No,Yes +37,Male,White,Divorced,High school graduate,Employed part-time,"Less than $10,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,No +37,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",1,Yes,Yes,No,Borrowed the book from a library,No,No +36,Female,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",1,Yes,No,Yes,Purchased the book,Yes,Yes +35,Male,White,Divorced,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",1,Yes,Yes,Yes,Borrowed the book from a library,No,No +33,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Borrowed the book from a library,No,No +33,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a friend or family member,Yes,No +32,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",1,Yes,No,No,Borrowed the book from a library,No,No +32,Female,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",1,Yes,No,No,Purchased the book,No,Yes +32,Male,White,Married,"Technical, trade or vocational school AFTER high school",Have own business/self-employed,"$75,000 to under $100,000",1,Yes,No,No,Got the book some other way,No,No +31,Male,White,Never been married,High school graduate,Not employed for pay,"$30,000 to under $40,000",1,Yes,No,No,Purchased the book,Yes,No +31,Male,White,Married,High school graduate,Not employed for pay,"$30,000 to under $40,000",1,Yes,No,No,Purchased the book,No,No +31,Male,White,Living with a partner,High school graduate,Employed full-time,"$20,000 to under $30,000",1,Yes,No,No,Borrowed the book from a library,No,No +31,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",1,Yes,No,Yes,Got the book some other way,Yes,Yes +30,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",1,No,No,Yes,Got the book some other way,No,No +30,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",1,Yes,No,Yes,Borrowed the book from a friend or family member,Yes,No +30,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Purchased the book,Yes,Yes +29,Male,White,Living with a partner,None,Not employed for pay,"$10,000 to under $20,000",1,Yes,No,No,8,No,No +29,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Got the book some other way,Yes,Yes +28,Male,White,Single,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",1,No,No,Yes,Purchased the book,Yes,No +27,Female,White,Married,High school graduate,Not employed for pay,"Less than $10,000",1,No,No,No,Got the book some other way,No,No +27,Female,White,Married,College graduate,Employed full-time,"$20,000 to under $30,000",1,Yes,No,No,Got the book some other way,Yes,No +27,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",1,No,Yes,Yes,Purchased the book,Yes,No +26,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",1,Yes,No,No,Got the book some other way,No,No +25,Male,White,Never been married,College graduate,Employed part-time,"$100,000 to under $150,000",1,Yes,No,No,Purchased the book,No,No +25,Female,White,Never been married,"Some college, no 4-year degree",Employed part-time,"$10,000 to under $20,000",1,Yes,No,No,Purchased the book,No,No +24,Male,White,Never been married,College graduate,Employed full-time,"$50,000 to under $75,000",1,No,No,Yes,Purchased the book,Yes,Yes +24,Male,White,Never been married,High school graduate,Employed full-time,"9$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +23,Male,White,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",1,Yes,Yes,No,Purchased the book,No,No +22,Female,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +22,Male,White,Divorced,High school graduate,Employed full-time,"$100,000 to under $150,000",1,No,Yes,Don’t know,Got the book some other way,Yes,Yes +21,Male,White,Never been married,High school graduate,Not employed for pay,"$30,000 to under $40,000",1,Yes,No,No,Got the book some other way,No,No +19,Male,White,Never been married,High school graduate,Employed part-time,"$100,000 to under $150,000",1,Yes,No,No,Got the book some other way,No,Yes +18,Male,White,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",1,Don’t know,No,No,Borrowed the book from a library,No,No +17,Male,White,Never been married,High school incomplete,Not employed for pay,"$50,000 to under $75,000",1,Yes,No,No,Borrowed the book from a library,No,Yes +17,Female,White,Never been married,High school graduate,Not employed for pay,"$20,000 to under $30,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$30,000 to under $40,000",1,Yes,No,No,Purchased the book,No,No +16,Female,White,Never been married,High school incomplete,Not employed for pay,"Less than $10,000",1,Yes,No,No,Borrowed the book from a library,No,No +16,Male,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",1,No,No,No,Got the book some other way,Yes,No +16,Female,White,Never been married,High school incomplete,Employed part-time,"9$100,000 to under $150,000",1,Yes,No,No,Borrowed the book from a friend or family member,No,Yes +16,Female,White,Never been married,High school incomplete,Not employed for pay,"$10,000 to under $20,000",1,Yes,No,No,Borrowed the book from a library,No,No +69,Male,Refused,Married,High school graduate,Retired,Refused,0,,,,,Yes,No +58,Male,Refused,Don’t know,None,Employed full-time,"Less than $10,000",0,,,,,No,No +72,Male,Other,Married,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,No +72,Female,Other,Divorced,None,Retired,"9$100,000 to under $150,000",0,,,,,No,No +67,Female,Other,Married,None,Not employed for pay,"Less than $10,000",0,,,,,No,No +61,Male,Other,Married,"Some college, no 4-year degree",Not employed for pay,"Less than $10,000",0,,,,,No,No +59,Female,Other,Divorced,"Some college, no 4-year degree",Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +39,Male,Other,Living with a partner,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,Yes,Yes +28,Male,Other,Single,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,No,No +24,Male,Other,Never been married,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",0,,,,,Yes,No +22,Male,Other,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",0,,,,,No,Yes +17,Male,Other,Never been married,High school incomplete,Not employed for pay,"$40,000 to under $50,000",0,,,,,No,Yes +67,Male,Native American/American Indian,Divorced,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",0,,,,,No,No +58,Male,Native American/American Indian,Divorced,High school graduate,Disabled,"$10,000 to under $20,000",0,,,,,Yes,Yes +56,Male,Native American/American Indian,Single,High school graduate,Not employed for pay,"Less than $10,000",0,,,,,Yes,No +54,Female,Native American/American Indian,Divorced,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",0,,,,,Yes,Yes +54,Male,Native American/American Indian,Divorced,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,No,No +26,Female,Native American/American Indian,Married,Don’t know,Not employed for pay,"$10,000 to under $20,000",0,,,,,Yes,Yes +19,Male,Native American/American Indian,Living with a partner,High school graduate,Not employed for pay,"$20,000 to under $30,000",0,,,,,No,No +70,Male,Mixed race,Married,High school incomplete,Retired,Refused,0,,,,,No,No +68,Female,Mixed race,Married,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,Yes,Yes +58,Female,Mixed race,Married,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",0,,,,,No,No +53,Female,Mixed race,Never been married,None,Employed part-time,"Less than $10,000",0,,,,,No,No +46,Male,Mixed race,Divorced,College graduate,Retired,"$20,000 to under $30,000",0,,,,,Yes,No +35,Male,Mixed race,Separated,High school graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,Yes,No +30,Female,Mixed race,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +26,Female,Mixed race,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,"$30,000 to under $40,000",0,,,,,No,Yes +62,Female,Asian or Pacific Islander,Divorced,High school incomplete,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +54,Female,Asian or Pacific Islander,Married,Don’t know,Not employed for pay,Refused,0,,,,,No,No +32,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Employed full-time,"Less than $10,000",0,,,,,No,No +32,Male,Asian or Pacific Islander,Married,Post-graduate training/professional school after college,Have own business/self-employed,"Less than $10,000",0,,,,,No,No +29,Female,Asian or Pacific Islander,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,Yes +27,Female,Asian or Pacific Islander,Married,High school graduate,Employed part-time,"$30,000 to under $40,000",0,,,,,No,No +23,Female,Asian or Pacific Islander,Married,High school graduate,Not employed for pay,"$20,000 to under $30,000",0,,,,,No,No +18,Male,Asian or Pacific Islander,Never been married,"Some college, no 4-year degree",Not employed for pay,Refused,0,,,,,No,No +85,Male,Black or African-American,Divorced,"Technical, trade or vocational school AFTER high school",Retired,"$20,000 to under $30,000",0,,,,,No,No +79,Female,Black or African-American,Married,"Technical, trade or vocational school AFTER high school",Retired,"$40,000 to under $50,000",0,,,,,Yes,Yes +75,Female,Black or African-American,Separated,None,Retired,"Less than $10,000",0,,,,,No,No +73,Female,Black or African-American,Single,"Some college, no 4-year degree",Retired,Refused,0,,,,,Yes,No +70,Male,Black or African-American,Married,High school incomplete,Disabled,"$10,000 to under $20,000",0,,,,,No,No +69,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",0,,,,,Yes,No +69,Male,Black or African-American,Married,High school incomplete,Disabled,"$10,000 to under $20,000",0,,,,,Yes,No +69,Male,Black or African-American,Widowed,High school graduate,Retired,"Less than $10,000",0,,,,,No,No +67,Male,Black or African-American,Married,High school graduate,Disabled,"$10,000 to under $20,000",0,,,,,Yes,No +67,Female,Black or African-American,Married,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,No,No +66,Female,Black or African-American,Never been married,High school graduate,Disabled,"Less than $10,000",0,,,,,Yes,No +66,Male,Black or African-American,Divorced,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,No +66,Female,Black or African-American,Single,None,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +65,Female,Black or African-American,Widowed,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,No,No +64,Male,Black or African-American,Married,High school graduate,Disabled,"9$100,000 to under $150,000",0,,,,,Yes,No +63,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,Refused,0,,,,,Yes,No +62,Female,Black or African-American,Separated,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +62,Male,Black or African-American,Widowed,High school incomplete,Not employed for pay,"$10,000 to under $20,000",0,,,,,Yes,No +60,Male,Black or African-American,Divorced,"Some college, no 4-year degree",Employed part-time,"9$100,000 to under $150,000",0,,,,,No,No +59,Female,Black or African-American,Divorced,College graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,No +57,Female,Black or African-American,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +56,Male,Black or African-American,Living with a partner,High school graduate,Retired,"Less than $10,000",0,,,,,Yes,Yes +56,Male,Black or African-American,Separated,None,Employed full-time,"$10,000 to under $20,000",0,,,,,No,Yes +55,Male,Black or African-American,Divorced,High school graduate,Employed full-time,"9$100,000 to under $150,000",0,,,,,Yes,No +54,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",0,,,,,Yes,Yes +53,Male,Black or African-American,Married,None,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +52,Male,Black or African-American,Married,High school graduate,Employed full-time,"Less than $10,000",0,,,,,Yes,Yes +51,Female,Black or African-American,Divorced,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,No,No +51,Female,Black or African-American,Married,None,Employed part-time,"$30,000 to under $40,000",0,,,,,Yes,No +50,Female,Black or African-American,Single,College graduate,Employed part-time,"$30,000 to under $40,000",0,,,,,No,Yes +50,Female,Black or African-American,Never been married,None,Disabled,"Less than $10,000",0,,,,,No,No +50,Male,Black or African-American,Divorced,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +50,Male,Black or African-American,Married,None,Not employed for pay,"$10,000 to under $20,000",0,,,,,Yes,No +49,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"Less than $10,000",0,,,,,Yes,Yes +48,Male,Black or African-American,Married,High school incomplete,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +47,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,No +46,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,Refused,0,,,,,Yes,No +46,Male,Black or African-American,Married,"Some college, no 4-year degree",Have own business/self-employed,"$100,000 to under $150,000",0,,,,,Yes,No +45,Female,Black or African-American,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +44,Male,Black or African-American,Living with a partner,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +42,Male,Black or African-American,Never been married,High school graduate,Not employed for pay,"$10,000 to under $20,000",0,,,,,No,No +42,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",0,,,,,Yes,No +41,Male,Black or African-American,Separated,High school graduate,Other,"$10,000 to under $20,000",0,,,,,No,No +40,Female,Black or African-American,Living with a partner,"Some college, no 4-year degree",Not employed for pay,"$20,000 to under $30,000",0,,,,,Yes,Yes +39,Male,Black or African-American,Separated,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +35,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,Yes +34,Male,Black or African-American,Separated,None,Not employed for pay,"$20,000 to under $30,000",0,,,,,Yes,Yes +34,Male,Black or African-American,Living with a partner,None,Employed full-time,"$10,000 to under $20,000",0,,,,,Yes,Yes +34,Female,Black or African-American,Living with a partner,College graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,Yes +33,Female,Black or African-American,Separated,High school graduate,Employed part-time,"Less than $10,000",0,,,,,No,No +32,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +31,Female,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",0,,,,,No,No +31,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",0,,,,,Yes,No +30,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$40,000 to under $50,000",0,,,,,No,No +29,Female,Black or African-American,Separated,High school incomplete,Not employed for pay,"$10,000 to under $20,000",0,,,,,No,Yes +29,Female,Black or African-American,Divorced,"Some college, no 4-year degree",Employed part-time,"Less than $10,000",0,,,,,No,No +28,Male,Black or African-American,Married,High school graduate,Employed full-time,Refused,0,,,,,Yes,No +27,Male,Black or African-American,Never been married,High school graduate,Employed part-time,"9$100,000 to under $150,000",0,,,,,No,No +27,Male,Black or African-American,Never been married,High school graduate,Employed full-time,"Less than $10,000",0,,,,,Yes,No +27,Female,Black or African-American,Married,High school incomplete,Not employed for pay,"$10,000 to under $20,000",0,,,,,No,No +23,Female,Black or African-American,Never been married,High school graduate,Employed full-time,"9$100,000 to under $150,000",0,,,,,No,No +23,Male,Black or African-American,Married,"Some college, no 4-year degree",Employed full-time,"$10,000 to under $20,000",0,,,,,Yes,No +20,Male,Black or African-American,Never been married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,Yes +17,Male,Black or African-American,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +17,Male,Black or African-American,Never been married,High school incomplete,Employed part-time,"$10,000 to under $20,000",0,,,,,No,No +92,Female,White,Widowed,Post-graduate training/professional school after college,Not employed for pay,Refused,0,,,,,No,No +92,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,Yes +91,Female,White,Married,High school graduate,Retired,Refused,0,,,,,Yes,Yes +90,Female,White,Widowed,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,Yes,No +88,Male,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",0,,,,,No,No +88,Male,White,Widowed,"Some college, no 4-year degree",Employed full-time,Refused,0,,,,,Yes,Yes +87,Male,White,Married,High school graduate,Retired,Refused,0,,,,,Yes,No +85,Female,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,Yes +84,Female,White,Widowed,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",0,,,,,Yes,No +84,Female,White,Married,"Some college, no 4-year degree",Retired,"9$100,000 to under $150,000",0,,,,,Yes,Yes +84,Female,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,No +84,Female,White,Widowed,"Some college, no 4-year degree",Retired,Refused,0,,,,,No,No +84,Male,White,Widowed,None,Not employed for pay,"9$100,000 to under $150,000",0,,,,,Yes,No +83,Male,White,Married,High school incomplete,Retired,Refused,0,,,,,No,No +83,Female,White,Widowed,High school graduate,Retired,Refused,0,,,,,Yes,No +83,Male,White,Single,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +82,Female,White,Divorced,High school graduate,Retired,"Less than $10,000",0,,,,,No,No +82,Male,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",0,,,,,Yes,Yes +82,Male,White,Married,None,Retired,Refused,0,,,,,No,No +82,Male,White,Don’t know,High school graduate,Retired,Refused,0,,,,,Yes,No +82,Female,White,Widowed,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,No,Yes +82,Female,White,Widowed,High school graduate,Retired,Refused,0,,,,,Yes,Yes +81,Female,White,Divorced,High school graduate,Retired,"Less than $10,000",0,,,,,Yes,Yes +81,Male,White,Married,High school graduate,Employed part-time,Refused,0,,,,,Yes,No +80,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,No,No +80,Male,White,Married,Don’t know,Retired,"$50,000 to under $75,000",0,,,,,Yes,No +80,Female,White,Widowed,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,Yes,No +80,Female,White,Married,Post-graduate training/professional school after college,Retired,Refused,0,,,,,Yes,Yes +79,Female,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"$10,000 to under $20,000",0,,,,,Yes,No +79,Female,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"$30,000 to under $40,000",0,,,,,Yes,Yes +78,Male,White,Never been married,Post-graduate training/professional school after college,Employed part-time,"$10,000 to under $20,000",0,,,,,Yes,Yes +78,Male,White,Widowed,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,No +78,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +78,Male,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",0,,,,,Yes,No +77,Female,White,Married,High school graduate,Retired,"$20,000 to under $30,000",0,,,,,Yes,No +77,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +76,Male,White,Divorced,High school graduate,Retired,"$20,000 to under $30,000",0,,,,,Yes,No +76,Female,White,Married,High school incomplete,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +76,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$10,000 to under $20,000",0,,,,,No,No +75,Female,White,Widowed,High school graduate,Retired,Refused,0,,,,,Yes,Yes +75,Female,White,Divorced,High school incomplete,Retired,"9$100,000 to under $150,000",0,,,,,No,No +75,Female,White,Widowed,High school graduate,Retired,Refused,0,,,,,No,No +75,Female,White,Married,College graduate,Retired,"$50,000 to under $75,000",0,,,,,Yes,No +74,Male,White,Widowed,High school incomplete,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +74,Male,White,Divorced,High school graduate,Retired,"$20,000 to under $30,000",0,,,,,No,No +73,Female,White,Married,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +72,Female,White,Never been married,"Some college, no 4-year degree",Retired,Refused,0,,,,,Yes,No +72,Female,White,Divorced,College graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +72,Female,White,Widowed,"Technical, trade or vocational school AFTER high school",Retired,"$75,000 to under $100,000",0,,,,,Yes,Yes +72,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,Yes,No +71,Female,White,Widowed,High school graduate,Retired,Refused,0,,,,,No,No +71,Female,White,Divorced,High school incomplete,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +71,Male,White,Married,Post-graduate training/professional school after college,Employed part-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +71,Male,White,Married,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,No +71,Male,White,Married,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",0,,,,,Yes,Yes +70,Male,White,Married,None,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +70,Male,White,Married,High school graduate,Retired,"$40,000 to under $50,000",0,,,,,Yes,No +70,Male,White,Married,College graduate,Retired,"$100,000 to under $150,000",0,,,,,Yes,Yes +70,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",0,,,,,No,No +70,Female,White,Married,High school graduate,Retired,"9$100,000 to under $150,000",0,,,,,No,No +70,Male,White,Married,"Technical, trade or vocational school AFTER high school",Retired,"$75,000 to under $100,000",0,,,,,Yes,No +69,Female,White,Never been married,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,No,No +69,Male,White,Divorced,College graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +69,Male,White,Married,"Some college, no 4-year degree",Retired,"$40,000 to under $50,000",0,,,,,No,No +69,Male,White,Widowed,High school incomplete,Retired,"$20,000 to under $30,000",0,,,,,No,No +69,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,0,,,,,Yes,No +69,Female,White,Married,College graduate,Retired,Refused,0,,,,,Yes,No +68,Female,White,Widowed,High school graduate,Retired,"$20,000 to under $30,000",0,,,,,No,No +68,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +68,Male,White,Married,"Some college, no 4-year degree",Retired,Refused,0,,,,,Yes,No +68,Female,White,Married,High school graduate,Retired,"$100,000 to under $150,000",0,,,,,No,No +68,Male,White,Separated,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,No,No +68,Male,White,Divorced,High school graduate,Disabled,"$50,000 to under $75,000",0,,,,,Yes,No +68,Female,White,Never been married,High school graduate,Not employed for pay,"Less than $10,000",0,,,,,No,No +68,Female,White,Married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,Yes +67,Male,White,Divorced,High school graduate,Disabled,"$10,000 to under $20,000",0,,,,,No,Yes +67,Female,White,Widowed,High school graduate,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +67,Male,White,Married,High school incomplete,Retired,"Less than $10,000",0,,,,,Yes,No +67,Female,White,Widowed,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,Yes,No +67,Male,White,Married,High school graduate,Retired,"$40,000 to under $50,000",0,,,,,Yes,No +66,Male,White,Married,"Some college, no 4-year degree",Retired,"$20,000 to under $30,000",0,,,,,Yes,No +66,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +66,Female,White,Widowed,High school graduate,Retired,Refused,0,,,,,Yes,Yes +65,Female,White,Married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",0,,,,,Yes,Yes +65,Female,White,Married,High school graduate,Retired,Refused,0,,,,,Yes,No +65,Male,White,Single,High school incomplete,Retired,"Less than $10,000",0,,,,,No,No +65,Female,White,Married,"Some college, no 4-year degree",Retired,Refused,0,,,,,Yes,Yes +65,Female,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",0,,,,,Yes,No +65,Female,White,Married,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,No,No +65,Male,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,Yes,Yes +65,Female,White,Married,High school incomplete,Retired,"$10,000 to under $20,000",0,,,,,Yes,No +65,Male,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",0,,,,,Yes,Yes +64,Female,White,Married,High school graduate,Retired,"$75,000 to under $100,000",0,,,,,No,No +64,Male,White,Married,College graduate,Retired,"$75,000 to under $100,000",0,,,,,Yes,Yes +64,Male,White,Married,"Some college, no 4-year degree",Retired,"$10,000 to under $20,000",0,,,,,No,No +63,Male,White,Widowed,High school graduate,Disabled,"$20,000 to under $30,000",0,,,,,No,No +63,Male,White,Married,High school incomplete,Retired,"$20,000 to under $30,000",0,,,,,Yes,Yes +63,Male,White,Widowed,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,No,No +63,Male,White,Married,High school graduate,Retired,"$75,000 to under $100,000",0,,,,,Yes,Yes +63,Female,White,Separated,"Technical, trade or vocational school AFTER high school",Retired,"$20,000 to under $30,000",0,,,,,Yes,Yes +63,Female,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$30,000 to under $40,000",0,,,,,Yes,No +62,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +62,Male,White,Married,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,No,No +62,Male,White,Widowed,None,Not employed for pay,Refused,0,,,,,No,No +61,Female,White,Married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +61,Male,White,Divorced,None,Retired,"Less than $10,000",0,,,,,No,No +61,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +61,Male,White,Married,High school graduate,Retired,Refused,0,,,,,Yes,Yes +61,Male,White,Married,High school incomplete,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +61,Female,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",0,,,,,Yes,Yes +61,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +60,Female,White,Never been married,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,Yes +60,Male,White,Divorced,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,No +60,Male,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +60,Male,White,Married,"Some college, no 4-year degree",Not employed for pay,Refused,0,,,,,Yes,Yes +60,Female,White,Divorced,High school graduate,Not employed for pay,"$20,000 to under $30,000",0,,,,,Yes,No +60,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +60,Male,White,Married,High school incomplete,Employed part-time,"$10,000 to under $20,000",0,,,,,No,No +59,Male,White,Married,High school graduate,Disabled,"$40,000 to under $50,000",0,,,,,Yes,No +59,Male,White,Married,"Some college, no 4-year degree",Disabled,"9$100,000 to under $150,000",0,,,,,No,Yes +59,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,No,No +59,Male,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",0,,,,,Yes,Yes +58,Male,White,Divorced,High school incomplete,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +58,Male,White,Married,None,Employed full-time,"9$100,000 to under $150,000",0,,,,,No,No +58,Female,White,Married,High school graduate,Employed part-time,"9$100,000 to under $150,000",0,,,,,Yes,Yes +58,Male,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",0,,,,,Yes,Yes +58,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +57,Female,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +57,Male,White,Divorced,High school graduate,Retired,"$30,000 to under $40,000",0,,,,,Yes,Yes +57,Female,White,Separated,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,Yes,No +57,Female,White,Married,High school graduate,Not employed for pay,"$50,000 to under $75,000",0,,,,,No,No +57,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,Yes +57,Male,White,Widowed,High school incomplete,Retired,"$10,000 to under $20,000",0,,,,,No,No +57,Male,White,Married,"Some college, no 4-year degree",Employed part-time,"$50,000 to under $75,000",0,,,,,Yes,Yes +56,Female,White,Married,High school incomplete,Not employed for pay,Refused,0,,,,,No,No +56,Female,White,Married,High school graduate,Not employed for pay,"$10,000 to under $20,000",0,,,,,No,No +56,Female,White,Married,High school incomplete,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +56,Male,White,Divorced,High school incomplete,Disabled,"Less than $10,000",0,,,,,Yes,No +55,Female,White,Married,"Some college, no 4-year degree",Retired,"$75,000 to under $100,000",0,,,,,No,No +55,Male,White,Divorced,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,No +55,Male,White,Living with a partner,None,Disabled,"$10,000 to under $20,000",0,,,,,No,No +55,Female,White,Widowed,High school graduate,Disabled,"$20,000 to under $30,000",0,,,,,No,No +55,Female,White,Living with a partner,High school graduate,Employed part-time,"Less than $10,000",0,,,,,Yes,Yes +55,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,No,No +54,Male,White,Never been married,"Some college, no 4-year degree",Retired,"$30,000 to under $40,000",0,,,,,No,No +54,Male,White,Divorced,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,Yes,No +54,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +54,Male,White,Divorced,College graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +54,Female,White,Married,"Some college, no 4-year degree",Not employed for pay,Refused,0,,,,,Yes,Yes +54,Male,White,Single,High school incomplete,Other,"9$100,000 to under $150,000",0,,,,,No,No +53,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +53,Male,White,Never been married,Post-graduate training/professional school after college,Retired,"$100,000 to under $150,000",0,,,,,No,Yes +53,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,No,No +53,Male,White,Married,High school graduate,Have own business/self-employed,"$50,000 to under $75,000",0,,,,,Yes,No +53,Female,White,Divorced,Post-graduate training/professional school after college,Employed full-time,"$50,000 to under $75,000",0,,,,,No,Yes +53,Female,White,Separated,None,Employed part-time,"9$100,000 to under $150,000",0,,,,,Yes,No +53,Male,White,Married,High school graduate,Have own business/self-employed,"Less than $10,000",0,,,,,Yes,Yes +53,Female,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,No +52,Female,White,Divorced,High school graduate,Employed part-time,"$20,000 to under $30,000",0,,,,,No,No +52,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +52,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,Yes +52,Female,White,Married,None,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +52,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +50,Female,White,Living with a partner,"Some college, no 4-year degree",Disabled,"Less than $10,000",0,,,,,No,No +50,Female,White,Married,High school graduate,Not employed for pay,Refused,0,,,,,No,No +50,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +50,Female,White,Never been married,None,Not employed for pay,"Less than $10,000",0,,,,,No,No +50,Male,White,Married,High school graduate,Disabled,"$20,000 to under $30,000",0,,,,,No,Yes +50,Female,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$30,000 to under $40,000",0,,,,,Yes,Yes +50,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +50,Female,White,Married,"Some college, no 4-year degree",Have own business/self-employed,"$75,000 to under $100,000",0,,,,,Yes,No +50,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,Refused,0,,,,,No,No +49,Female,White,Widowed,High school incomplete,Employed part-time,"$10,000 to under $20,000",0,,,,,No,No +49,Female,White,Married,"Some college, no 4-year degree",Employed full-time,"9$100,000 to under $150,000",0,,,,,No,Yes +49,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,No +48,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +48,Female,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,Yes +48,Female,White,Married,"Some college, no 4-year degree",Employed full-time,Refused,0,,,,,No,No +48,Male,White,Divorced,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +47,Male,White,Separated,"Technical, trade or vocational school AFTER high school",Disabled,"$10,000 to under $20,000",0,,,,,No,No +47,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +47,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +47,Male,White,Living with a partner,"Technical, trade or vocational school AFTER high school",Employed full-time,"$30,000 to under $40,000",0,,,,,Yes,No +47,Male,White,Married,High school graduate,Employed full-time,"$10,000 to under $20,000",0,,,,,No,Yes +47,Male,White,Married,High school graduate,Employed part-time,"$50,000 to under $75,000",0,,,,,No,No +46,Female,White,Married,Post-graduate training/professional school after college,Employed part-time,Refused,0,,,,,No,No +46,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +46,Female,White,Living with a partner,High school incomplete,Disabled,"$10,000 to under $20,000",0,,,,,Yes,No +46,Female,White,Married,High school graduate,Disabled,"$10,000 to under $20,000",0,,,,,No,No +46,Male,White,Married,High school incomplete,Employed full-time,"$40,000 to under $50,000",0,,,,,No,No +45,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +45,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +45,Male,White,Married,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,No,No +45,Male,White,Married,High school incomplete,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +45,Male,White,Divorced,High school incomplete,Employed full-time,"$75,000 to under $100,000",0,,,,,No,No +44,Male,White,Married,High school graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,No,No +44,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,No,Yes +44,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,No +44,Female,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +44,Female,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",0,,,,,No,No +44,Male,White,Divorced,High school graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,No +44,Male,White,Single,High school graduate,Not employed for pay,"$50,000 to under $75,000",0,,,,,Yes,No +43,Female,White,Divorced,High school incomplete,Disabled,"Less than $10,000",0,,,,,No,No +43,Male,White,Divorced,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +43,Male,White,Separated,None,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +43,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,Yes +42,Male,White,Married,High school graduate,Not employed for pay,"$100,000 to under $150,000",0,,,,,Yes,No +41,Female,White,Divorced,High school graduate,Disabled,"9$100,000 to under $150,000",0,,,,,No,No +41,Male,White,Never been married,College graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +41,Female,White,Divorced,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,Yes,No +41,Male,White,Married,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +41,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",0,,,,,Yes,No +41,Female,White,Married,High school graduate,Not employed for pay,"Less than $10,000",0,,,,,Yes,No +41,Male,White,Living with a partner,High school graduate,Employed full-time,Refused,0,,,,,No,No +40,Female,White,Divorced,High school incomplete,Disabled,"$10,000 to under $20,000",0,,,,,No,No +40,Male,White,Married,College graduate,Employed full-time,"$10,000 to under $20,000",0,,,,,Yes,No +40,Male,White,Married,"Some college, no 4-year degree",Not employed for pay,"$30,000 to under $40,000",0,,,,,No,No +40,Female,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,Yes +40,Male,White,Married,"Technical, trade or vocational school AFTER high school",Not employed for pay,Refused,0,,,,,No,No +40,Male,White,Divorced,High school incomplete,Disabled,"$10,000 to under $20,000",0,,,,,No,No +39,Male,White,Married,High school graduate,Not employed for pay,"Less than $10,000",0,,,,,No,No +39,Male,White,Married,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,Yes +39,Male,White,Separated,High school incomplete,Employed part-time,"$10,000 to under $20,000",0,,,,,No,No +39,Male,White,Married,High school graduate,Employed full-time,"9$100,000 to under $150,000",0,,,,,No,No +39,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,No,No +38,Male,White,Married,College graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,No,Yes +36,Male,White,Married,"Technical, trade or vocational school AFTER high school",Employed full-time,"$75,000 to under $100,000",0,,,,,No,No +36,Male,White,Married,High school incomplete,Not employed for pay,"$40,000 to under $50,000",0,,,,,Yes,Yes +36,Male,White,Separated,High school graduate,Employed full-time,"Less than $10,000",0,,,,,Yes,Yes +35,Female,White,Living with a partner,College graduate,Not employed for pay,"$40,000 to under $50,000",0,,,,,No,No +35,Male,White,Married,College graduate,Employed full-time,Refused,0,,,,,Yes,No +35,Male,White,Single,College graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +35,Male,White,Never been married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,No,No +35,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,No,Yes +34,Male,White,Married,College graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,No,No +34,Male,White,Married,High school graduate,Employed full-time,"$100,000 to under $150,000",0,,,,,No,No +34,Male,White,Living with a partner,Post-graduate training/professional school after college,Employed full-time,"$100,000 to under $150,000",0,,,,,Yes,Yes +34,Male,White,Married,None,Employed part-time,"Less than $10,000",0,,,,,Yes,No +34,Male,White,Never been married,High school graduate,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +34,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,Yes,Yes +34,Female,White,Widowed,None,Not employed for pay,"Less than $10,000",0,,,,,No,No +34,Male,White,Married,High school graduate,Not employed for pay,"$75,000 to under $100,000",0,,,,,Yes,Yes +33,Male,White,Divorced,College graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,No +33,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,No,Yes +32,Female,White,Married,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,No,No +32,Male,White,Married,None,Employed full-time,"$30,000 to under $40,000",0,,,,,Yes,No +32,Male,White,Living with a partner,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,No,No +32,Male,White,Separated,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +32,Male,White,Married,College graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,No,Yes +31,Male,White,Never been married,High school graduate,Not employed for pay,"Less than $10,000",0,,,,,No,No +31,Male,White,Living with a partner,High school incomplete,Employed full-time,"$40,000 to under $50,000",0,,,,,No,No +30,Female,White,Married,College graduate,Employed part-time,"$75,000 to under $100,000",0,,,,,No,No +30,Male,White,Married,High school graduate,Employed full-time,Refused,0,,,,,Yes,Yes +30,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,Yes,No +30,Male,White,Married,High school incomplete,Employed full-time,"$30,000 to under $40,000",0,,,,,No,Yes +30,Male,White,Living with a partner,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +30,Male,White,Married,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,No,Yes +29,Male,White,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",0,,,,,No,Yes +28,Male,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +28,Male,White,Single,High school graduate,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +28,Male,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$100,000 to under $150,000",0,,,,,No,Yes +28,Male,White,Married,"Some college, no 4-year degree",Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,Yes +28,Male,White,Divorced,High school graduate,Not employed for pay,"$10,000 to under $20,000",0,,,,,No,No +27,Male,White,Married,None,Employed full-time,"$10,000 to under $20,000",0,,,,,No,No +27,Male,White,Single,High school incomplete,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +26,Female,White,Never been married,"Some college, no 4-year degree",Employed full-time,"$20,000 to under $30,000",0,,,,,Yes,No +26,Female,White,Never been married,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,Yes,No +26,Male,White,Married,High school graduate,Employed full-time,Refused,0,,,,,No,No +26,Female,White,Married,"Some college, no 4-year degree",Employed part-time,"$40,000 to under $50,000",0,,,,,No,No +25,Female,White,Living with a partner,"Some college, no 4-year degree",Employed part-time,"$30,000 to under $40,000",0,,,,,Yes,Yes +25,Male,White,Never been married,High school graduate,Employed full-time,"$40,000 to under $50,000",0,,,,,Yes,No +25,Male,White,Never been married,High school graduate,Employed full-time,"$75,000 to under $100,000",0,,,,,No,No +24,Male,White,Married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,No,No +24,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +24,Male,White,Married,High school graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +23,Male,White,Never been married,High school graduate,Employed full-time,"$20,000 to under $30,000",0,,,,,No,No +22,Male,White,Never been married,High school incomplete,Employed full-time,"9$100,000 to under $150,000",0,,,,,No,No +22,Male,White,Never been married,High school incomplete,Employed full-time,"Less than $10,000",0,,,,,No,No +21,Male,White,Never been married,High school graduate,Employed full-time,"$30,000 to under $40,000",0,,,,,No,No +21,Male,White,Never been married,High school graduate,Employed full-time,"$50,000 to under $75,000",0,,,,,Yes,No +20,Male,White,Never been married,High school graduate,Not employed for pay,"$50,000 to under $75,000",0,,,,,No,No +19,Female,White,Living with a partner,High school graduate,Employed part-time,"$20,000 to under $30,000",0,,,,,No,Yes +18,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,Yes +18,Male,White,Never been married,High school graduate,Not employed for pay,"$75,000 to under $100,000",0,,,,,No,No +18,Male,White,Never been married,High school incomplete,Not employed for pay,"Less than $10,000",0,,,,,No,No +18,Male,White,Never been married,High school graduate,Employed part-time,"$75,000 to under $100,000",0,,,,,Yes,Yes +17,Male,White,Never been married,High school incomplete,Employed part-time,"$30,000 to under $40,000",0,,,,,Yes,No +17,Female,White,Never been married,High school incomplete,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,Yes +16,Male,White,Never been married,High school graduate,Not employed for pay,"9$100,000 to under $150,000",0,,,,,No,No +16,Male,White,Never been married,Don’t know,Not employed for pay,Refused,0,,,,,No,No diff --git a/exercicios/para-sala/exercicio_sala de aula.ipynb b/exercicios/para-sala/exercicio_sala de aula.ipynb index 189e548..92e768a 100644 --- a/exercicios/para-sala/exercicio_sala de aula.ipynb +++ b/exercicios/para-sala/exercicio_sala de aula.ipynb @@ -9,44 +9,16 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 40, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: matplotlib in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (3.9.2)\n", - "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (1.2.1)\n", - "Requirement already satisfied: cycler>=0.10 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (0.12.1)\n", - "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (4.53.0)\n", - "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (1.4.5)\n", - "Requirement already satisfied: numpy>=1.23 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (1.26.4)\n", - "Requirement already satisfied: packaging>=20.0 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (24.0)\n", - "Requirement already satisfied: pillow>=8 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (10.3.0)\n", - "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (3.1.2)\n", - "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n", - "Requirement already satisfied: six>=1.5 in c:\\users\\stefa\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "[notice] A new release of pip is available: 24.0 -> 24.2\n", - "[notice] To update, run: python.exe -m pip install --upgrade pip\n" - ] - } - ], + "outputs": [], "source": [ "#pip install matplotlib" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -67,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -208,7 +180,7 @@ "4 0 373450 8.0500 NaN S " ] }, - "execution_count": 5, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -219,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -228,7 +200,7 @@ "(891, 12)" ] }, - "execution_count": 6, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -240,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -250,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -281,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -311,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -451,7 +423,7 @@ "max 6.000000 512.329200 " ] }, - "execution_count": 10, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -463,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -502,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -512,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -522,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -558,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -568,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -578,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -587,7 +559,7 @@ "(204, 10)" ] }, - "execution_count": 24, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -598,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -608,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -619,7 +591,7 @@ " dtype='object')" ] }, - "execution_count": 29, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -630,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -651,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -662,7 +634,7 @@ " dtype='object')" ] }, - "execution_count": 31, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -673,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -683,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -780,7 +752,7 @@ "2 STON/O2. 3101282 7.9250 NaN S " ] }, - "execution_count": 33, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -798,7 +770,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -831,7 +803,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -960,7 +932,7 @@ "4 373450 8.0500 NaN S " ] }, - "execution_count": 43, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -971,7 +943,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -1015,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -1044,7 +1016,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -1173,7 +1145,7 @@ "4 373450 8.0500 NaN S " ] }, - "execution_count": 51, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -1201,7 +1173,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -1211,13 +1183,25 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "1 38.0\n", + "2 26.0\n", + "3 35.0\n", + "8 27.0\n", + "9 14.0\n", + " ... \n", + "875 15.0\n", + "879 56.0\n", + "880 25.0\n", + "887 19.0\n", + "889 26.0\n", + "Name: Idade, Length: 290, dtype: float64\n", "Teste T de idade\n", "Estatística T : -2.06668694625381\n", "Valor P: 0.03912465401348249\n" @@ -1245,7 +1229,7 @@ "#amostras\n", "idade_sobriventes = df[df['Sobreviveu']== 1]['Idade'].dropna()\n", "idade_nao_sobreviveu = df[df['Sobreviveu']==0]['Idade'].dropna()\n", - "\n", + "print(idade_sobriventes)\n", "# Teste t\n", "estatistica_t, valor_p = ttest_ind(idade_sobriventes, idade_nao_sobreviveu)\n", "\n", @@ -1273,7 +1257,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -1370,7 +1354,7 @@ "2 STON/O2. 3101282 7.9250 NaN S " ] }, - "execution_count": 67, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -1408,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -1418,7 +1402,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -1456,66 +1440,61 @@ " \n", " \n", " \n", - " 417\n", - " 418\n", + " 475\n", + " 476\n", + " 0\n", " 1\n", - " 2\n", - " Silven, Miss. Lyyli Karoliina\n", - " female\n", - " 18.0\n", - " 250652\n", - " 13.0000\n", + " Clifford, Mr. George Quincy\n", + " male\n", " NaN\n", + " 110465\n", + " 52.0000\n", + " A14\n", " S\n", " \n", " \n", - " 267\n", - " 268\n", + " 273\n", + " 274\n", + " 0\n", " 1\n", + " Natsch, Mr. Charles H\n", + " male\n", + " 37.0\n", + " PC 17596\n", + " 29.7000\n", + " C118\n", + " C\n", + " \n", + " \n", + " 881\n", + " 882\n", + " 0\n", " 3\n", - " Persson, Mr. Ernst Ulrik\n", + " Markun, Mr. Johann\n", " male\n", - " 25.0\n", - " 347083\n", - " 7.7750\n", + " 33.0\n", + " 349257\n", + " 7.8958\n", " NaN\n", " S\n", " \n", - " \n", - " 879\n", - " 880\n", - " 1\n", - " 1\n", - " Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)\n", - " female\n", - " 56.0\n", - " 11767\n", - " 83.1583\n", - " C50\n", - " C\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " IdPassageiro Sobreviveu Classe \\\n", - "417 418 1 2 \n", - "267 268 1 3 \n", - "879 880 1 1 \n", - "\n", - " Nome Genero Idade Bilhete \\\n", - "417 Silven, Miss. Lyyli Karoliina female 18.0 250652 \n", - "267 Persson, Mr. Ernst Ulrik male 25.0 347083 \n", - "879 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.0 11767 \n", + " IdPassageiro Sobreviveu Classe Nome Genero \\\n", + "475 476 0 1 Clifford, Mr. George Quincy male \n", + "273 274 0 1 Natsch, Mr. Charles H male \n", + "881 882 0 3 Markun, Mr. Johann male \n", "\n", - " Tarifa Cabine Embarque \n", - "417 13.0000 NaN S \n", - "267 7.7750 NaN S \n", - "879 83.1583 C50 C " + " Idade Bilhete Tarifa Cabine Embarque \n", + "475 NaN 110465 52.0000 A14 S \n", + "273 37.0 PC 17596 29.7000 C118 C \n", + "881 33.0 349257 7.8958 NaN S " ] }, - "execution_count": 66, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -1526,7 +1505,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -1535,7 +1514,7 @@ "(100, 10)" ] }, - "execution_count": 69, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -1546,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -1555,7 +1534,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -1563,8 +1542,8 @@ "output_type": "stream", "text": [ " Genero Contagem\n", - "0 female 44\n", - "1 male 56\n" + "0 female 30\n", + "1 male 70\n" ] } ], @@ -1599,8 +1578,8 @@ "output_type": "stream", "text": [ " Genero Contagem\n", - "0 male 56\n", - "1 female 44\n" + "0 male 70\n", + "1 female 30\n" ] } ], @@ -1628,7 +1607,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.12.4" } }, "nbformat": 4,