diff --git a/exercicios/para-casa/Francitelma/README.md b/exercicios/para-casa/Francitelma/README.md new file mode 100644 index 0000000..578f1a3 --- /dev/null +++ b/exercicios/para-casa/Francitelma/README.md @@ -0,0 +1,265 @@ +# Projeto Guiado II + + +## Descrição + + +Este é um pré projeto realizado como atividade de casa da décima terceira semana do curso de Python: análise de dados, solicitado pela professora Stefany Gracy da parte de Projeto Guiado II + +O projeto faz uso do dataset Amazon Prime Userbase Dataset, retirado do site [Kaggle](https://www.kaggle.com/) para análise. + +O conjunto de dados do Amazon Prime contém informações sobre 2.500 usuários fictícios do serviço de assinatura. Cada registro inclui detalhes como nome do usuário, endereço de e-mail, localização, plano de assinatura, informações de pagamento e métricas de engajamento. Além disso, estão disponíveis dados demográficos, como gênero e data de nascimento, além de preferências pessoais, como gêneros favoritos e dispositivos utilizados para acessar a plataforma. + +Esse conjunto de dados foi criado para refletir uma ampla diversidade de usuários Prime, abrangendo diferentes perfis demográficos, tipos de assinatura e padrões de uso. Ele é ideal para análises que buscam identificar comportamentos, preferências e interações dos usuários com a plataforma Amazon Prime. Essas informações podem ser usadas identificar tendências, criar campanhas de marketing direcionadas e melhorar a experiência do usuário na plataforma. + +Vale ressaltar que este conjunto de dados é composto por informações fictícias, geradas exclusivamente para fins ilustrativos, e não representa usuários reais do Amazon Prime. + + +## Implementação + + +O primeiro passo foi baixar todas a bibliotecas usadas para o projeto. + +``` +import pandas as pd +import matplotlib.pyplot as plt +from scipy.stats import ttest_ind +import seaborn as sns +from datetime import datetime +import plotly.express as px +import numpy as np +``` +Logo em seguida, foi realizada uma ETL, coletando-se os dados do arquivo .csv já baixado na máquina. Apos essa primeira etapa, foi realizado o processo de verificação e transformação de dados para que pudessem atender aos requisitos de qualidade e estrutura necesários para análise. +``` +nulos_por_linhas = df.isnull().sum(axis=1) +print(nulos_por_linhas) +``` +df = df.drop_duplicates() +``` +def visualizar_as_duplicadas(df): + duplicados = df[df.duplicated(keep=False)] + + return duplicados + +linhas_duplicadas = visualizar_as_duplicadas(df) +print (linhas_duplicadas) +``` +Após a verificação de dados nulos e duplicados, foi excluída a coluna de "Engagement Metrics" para fins didáticos e renomeadas todas as colunas restantes para o idioma português. +``` +df = df.drop(columns=["Engagement Metrics"]) +``` +df.rename(columns={ + 'User ID': 'ID Cliente', + 'Name':'Nome', + 'Email Address':'Email', + 'Username': 'Usuario', + 'Date of Birth':'Data de aniversario', + 'Gender':'Genero', + 'Location':'Localização', + 'Membership Start Date':'Inicio da associação', + 'Membership End Date':'Fim da associação', + 'Subscription Plan':'Plano de assinatura', + 'Payment Information':'Informações de pagamento', + 'Renewal Status':'Status de renovação', + 'Usage Frequency':'Frequencia de uso', + 'Purchase History':'Historico de compras', + 'Favorite Genres':'Genero favorito', + 'Devices Used':'Dispositivos usados', + 'Feedback/Ratings':'Feedbacks/Classificações', + 'Customer Support Interactions':'Interações de suporte ao cliente' +}, inplace=True) +``` +Depois de feita toda limpeza de dados foi criado um novo dataframe. +``` +df.to_csv("amazonprime_tratado.csv",index=False) +``` +## Analise + +O primeiro questionamento analisado foi a sexagem dos usuários do streaming e após a descoberta, feito um grafico do tipo pizza para representar a divisão. + +#Qual a divisão de usuários por gênero no streaming? + +##contagem de usuários +``` +contagem_genero = df["Genero"].value_counts() +``` +##criação do grafico +``` +contagem_genero.plot( + kind='pie', + autopct='%1.1f%%', + colors=['#1f77b4', '#ff7f0e'], + wedgeprops={'edgecolor': 'black'}, + title='Usuários por gênero' +) +plt.show() +``` +O segundo questionamento foi sobre o gosto desses usuários. Quais os cinco gêneros de filmes/séries se destacavam entre as coleções. Em seguida, foi feita a criação de um gráfico de barras com os tipos e quantidades (através do comando 'for') de usuários que escolheram determinado gênero. + +#Qual o genero favorito entre os usuários? + +##contagem do tipo de generos +``` +genero_favorito = df["Genero favorito"].value_counts().nlargest(5) +``` +##criação do grafico +``` +genero_favorito.plot(kind="bar", edgecolor="black", color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2']) + +for index, value in enumerate(genero_favorito): + plt.text(index, value + 2.5, str(value), ha='center') + +plt.xlabel("Genero favorito") +plt.ylabel("Quantidade") +plt.title("Divisão por gênero favorito") +plt.show() +``` +A terceira indagação analisada foi a divisão de genero preferido entre os sexos e a comparação entre eles. + +#Qual a divisão de genero favorito por sexagem e comparação entre eles. + +##Contagem de valores por genero do sexo masculino. + +```nota_feminina = df[df['Genero'] == 'Female']['Genero favorito'].value_counts().reset_index() +nota_masculina = df[df['Genero'] =='Male']['Genero favorito'].value_counts().reset_index() + +print(nota_masculina)``` + +##Contagem de valores por genero do sexo feminino. + +```nota_feminina = df[df['Genero'] == 'Female']['Genero favorito'].value_counts().reset_index() +nota_masculina = df[df['Genero'] =='Male']['Genero favorito'].value_counts().reset_index() + +print(nota_feminina)``` + +Fazendo a comparação através do gráfico em formato de histograma, das quantidades por genero, entre os sexos masculino e feminino: +``` +fig = px.histogram(df, x ='Genero favorito', + color='Genero', + barmode='group') + +counts = df.groupby(['Genero favorito', 'Genero']).size().reset_index(name='Count') + + +fig.update_layout( + title='Categoria por Genero', + xaxis_title='Genero favorito', + yaxis_title='Total', + font={'color':'Black', 'size':12,'family':'Courrier New'} + ) +fig.show() +``` +Em seguida, foi criada uma nova coluna com a idade dos usuários da plataforma, para posteriormente ser criado um gráfico que mostrasse qual faixa etária se destacava. + +#Qual a distribuição de usuários por idade? + +##Descobrindo a idade dos usuários. +``` +df['Data de aniversario'] = pd.to_datetime(df['Data de aniversario']) +df['Idade'] = 2024 - df['Data de aniversario'].dt.year + +df[['Data de aniversario', 'Idade']].head() +``` +##Criação do gráfico +``` +plt.figure(figsize=(8, 6)) +plt.hist(df['Idade'], bins=30, edgecolor='black') +plt.title('Distribuição por Idades') +plt.xlabel('Idade') +plt.ylabel('Frequência') +plt.show() +``` +Logo em seguida foi feito um teste de hipoteses para analisar se os feedbacks com notas altas tinha alguma relação com o sexo feminino. + +# Teste de relação sexo feminino e feedbacks com notas altas + +Hipotese Nula HO: A média das notas dadas por mulheres é MAIOR ou igual à média das notas dadas por homens. +Hipotese Alternativa H1: A média das notas dadas por mulheres é MENOR que a média das notas dadas por homens. + +#Amostragem +Todas as notas de feedbacks dadas pelo sexo feminino e masculino. +``` +nota_feminina = df[df['Genero'] == 'Female']['Feedbacks/Classificações'] +nota_masculina = df[df['Genero'] =='Male']['Feedbacks/Classificações'] +``` +# Teste t +``` +estatistica_t, valor_p = ttest_ind(nota_feminina, nota_masculina) +print("Teste T de notas por gênero") +print(f"Estatística T : {estatistica_t}") +print(f"Valor P: {valor_p}") +``` +##criação do gráfico (mostrará um histograma de notas femininas e masculinas e a quantidade de usuários que deram tal nota no feedback, sobrepondo-se para melhor analise visual) +``` +sns.histplot(nota_feminina, color= 'red', label ='Feedback Feminino', kde=True, bins= 20) +sns.histplot(nota_masculina, color = 'lightblue', label = 'Feedback Masculino', kde=True, bins= 20) +``` +#rotulos +plt.legend() +plt.title(" Feedbacks por gênero") +plt.xlabel("Feedbacks") +plt.ylabel("Quantidade de usuários") +plt.show() + +#interpretação +if valor_p < 0.05: + print("Rejeitamos a hipótese nula") +else: + print("Não rejeitamos a hipótese nula") #diferença observada nas médias pode ser devido ao acaso + +Para provar o que mostra o gráfico, foi tirada uma média das notas, pra ver se bate com o resultado do teste de hipotese. +``` +media_feedback_por_genero = df.groupby('Genero')['Feedbacks/Classificações'].mean() +print(media_feedback_por_genero) +``` +Para finalizar foi criado um dataframe de amostragem com 100 usuários para saber quantos desses deram determinada nota ao serviço. +``` +amostragem_df = df.sample(100) +amostragem_df.head(3) +``` +Pela biblioteca pandas, foi criado um codigo para analisar e organizar os dados com essas notas e seu respectivo numero de usuários. + +#pandas +``` +avaliação = amostragem_df['Feedbacks/Classificações'].value_counts().reset_index() #reset_index = deixar como tabela +avaliação.columns =['Avaliação do streaming','Usuários'] +print(avaliação) +``` +Por ultimo, foi feito um backup de todo documento. +``` +df_backup = df.copy() #backup +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/exercicios/para-casa/Francitelma/amazonprime_tratado.csv b/exercicios/para-casa/Francitelma/amazonprime_tratado.csv new file mode 100644 index 0000000..21d986f --- /dev/null +++ b/exercicios/para-casa/Francitelma/amazonprime_tratado.csv @@ -0,0 +1,2501 @@ +ID Cliente,Nome,Email,Usuario,Data de aniversario,Genero,Localização,Inicio da associação,Fim da associação,Plano de assinatura,Informações de pagamento,Status de renovação,Frequencia de uso,Historico de compras,Genero favorito,Dispositivos usados,Feedbacks/Classificações,Interações de suporte ao cliente +1,Ronald Murphy,williamholland@example.com,williamholland,1953-06-03,Male,Rebeccachester,2024-01-15,2025-01-14,Annual,Mastercard,Manual,Regular,Electronics,Documentary,Smart TV,3.6,3 +2,Scott Allen,scott22@example.org,scott22,1978-07-08,Male,Mcphersonview,2024-01-07,2025-01-06,Monthly,Visa,Manual,Regular,Electronics,Horror,Smartphone,3.8,7 +3,Jonathan Parrish,brooke16@example.org,brooke16,1994-12-06,Female,Youngfort,2024-04-13,2025-04-13,Monthly,Mastercard,Manual,Regular,Books,Comedy,Smart TV,3.3,8 +4,Megan Williams,elizabeth31@example.net,elizabeth31,1964-12-22,Female,Feliciashire,2024-01-24,2025-01-23,Monthly,Amex,Auto-renew,Regular,Electronics,Documentary,Smart TV,3.3,7 +5,Kathryn Brown,pattersonalexandra@example.org,pattersonalexandra,1961-06-04,Male,Port Deborah,2024-02-14,2025-02-13,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smart TV,4.3,1 +6,Sandra Cox,gparks@example.org,gparks,1954-09-19,Female,Lake Johnathan,2024-01-15,2025-01-14,Monthly,Amex,Manual,Occasional,Books,Action,Tablet,3.8,2 +7,Benjamin Marshall,michaellewis@example.net,michaellewis,2003-02-09,Male,Carlsonchester,2024-04-08,2025-04-08,Monthly,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,4.4,10 +8,James Smith,adrienne49@example.org,adrienne49,1946-10-04,Male,West Matthewborough,2024-02-16,2025-02-15,Monthly,Visa,Manual,Regular,Electronics,Horror,Smart TV,3.6,6 +9,Bradley Green,brittany02@example.net,brittany02,1950-12-24,Female,Karenshire,2024-04-09,2025-04-09,Annual,Amex,Manual,Frequent,Electronics,Documentary,Smartphone,4.0,8 +10,Kayla Hernandez,jessica53@example.net,jessica53,1963-06-16,Male,West Stephen,2024-03-10,2025-03-10,Monthly,Visa,Auto-renew,Frequent,Clothing,Drama,Tablet,4.9,6 +11,Douglas Hampton,tonya16@example.com,tonya16,1997-11-28,Female,Cynthiaport,2024-03-24,2025-03-24,Monthly,Visa,Manual,Regular,Books,Documentary,Smart TV,4.0,1 +12,Andrew Gomez,brian80@example.org,brian80,1952-09-08,Female,Hillberg,2024-03-07,2025-03-07,Annual,Amex,Manual,Regular,Books,Horror,Smart TV,4.4,6 +13,Kevin Mayo,hochoa@example.net,hochoa,1981-11-18,Female,Michaeltown,2024-01-10,2025-01-09,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Tablet,4.7,0 +14,Gregory Thomas,egriffin@example.com,egriffin,1989-08-17,Female,Harrisport,2024-01-07,2025-01-06,Annual,Amex,Auto-renew,Frequent,Books,Horror,Tablet,3.8,0 +15,Melanie Burns,meyerstacy@example.net,meyerstacy,2003-04-07,Male,East Janetfurt,2024-02-23,2025-02-22,Annual,Visa,Manual,Regular,Clothing,Sci-Fi,Smartphone,4.9,10 +16,Brittany Crane,jasonbowers@example.org,jasonbowers,1993-03-19,Female,Port Jeremyfurt,2024-01-03,2025-01-02,Annual,Amex,Manual,Occasional,Books,Horror,Smartphone,5.0,0 +17,Robert Gonzalez,cday@example.com,cday,1952-05-02,Female,Quinnberg,2024-03-25,2025-03-25,Annual,Visa,Auto-renew,Regular,Clothing,Romance,Smartphone,3.3,3 +18,Mindy Baxter,phumphrey@example.net,phumphrey,1978-11-16,Female,New Brandon,2024-01-23,2025-01-22,Annual,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,3.9,6 +19,Michael Smith,paige55@example.org,paige55,1945-08-30,Female,South Michaelhaven,2024-01-27,2025-01-26,Annual,Visa,Auto-renew,Occasional,Books,Documentary,Smart TV,4.4,6 +20,Joseph Owens,christopher25@example.org,christopher25,1979-09-29,Female,Port Derekton,2024-03-15,2025-03-15,Annual,Mastercard,Manual,Occasional,Books,Sci-Fi,Tablet,4.6,2 +21,Devin Wolf,jacobrobinson@example.com,jacobrobinson,1956-07-05,Male,New Matthewbury,2024-03-15,2025-03-15,Monthly,Visa,Manual,Regular,Electronics,Action,Tablet,4.2,6 +22,Heidi Brock,karen47@example.org,karen47,1967-02-17,Male,Lake Gloriaport,2024-01-15,2025-01-14,Monthly,Amex,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.9,2 +23,Tracy Hardin,ronald82@example.net,ronald82,1996-02-13,Female,North Audrey,2024-04-14,2025-04-14,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,4.3,7 +24,Maria White,castillokatie@example.com,castillokatie,1968-06-19,Male,West Raymond,2024-03-26,2025-03-26,Annual,Mastercard,Manual,Regular,Electronics,Drama,Smart TV,4.8,0 +25,Eric Johnson,lgreer@example.org,lgreer,1994-10-02,Female,North Jacob,2024-01-18,2025-01-17,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Sci-Fi,Smartphone,4.6,4 +26,Kenneth Jones,glen97@example.net,glen97,1986-09-22,Female,Shafferland,2024-02-12,2025-02-11,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Smart TV,3.8,7 +27,Joel Cole,nyates@example.com,nyates,2005-03-29,Male,West Richardbury,2024-02-19,2025-02-18,Monthly,Visa,Manual,Occasional,Electronics,Horror,Smart TV,3.6,0 +28,Brittany Noble,carol56@example.com,carol56,1976-11-05,Male,New John,2024-01-26,2025-01-25,Monthly,Visa,Auto-renew,Occasional,Clothing,Comedy,Smart TV,3.0,9 +29,Shelley Lopez,rodneyroberts@example.com,rodneyroberts,1967-07-05,Female,North Marymouth,2024-01-07,2025-01-06,Annual,Mastercard,Auto-renew,Regular,Clothing,Comedy,Smartphone,4.8,7 +30,Stephen Perkins,julie52@example.com,julie52,1976-09-16,Female,West James,2024-01-31,2025-01-30,Monthly,Amex,Manual,Regular,Books,Action,Smart TV,4.8,9 +31,Christopher Davis,urobinson@example.net,urobinson,1955-09-19,Male,Randallton,2024-02-25,2025-02-24,Annual,Mastercard,Manual,Frequent,Clothing,Romance,Smartphone,4.6,10 +32,Rodney Jones,zfrost@example.net,zfrost,1967-10-14,Female,Port Kimberly,2024-01-03,2025-01-02,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Tablet,4.2,9 +33,Cheryl Johnson,louis25@example.com,louis25,1995-03-28,Male,Lisaton,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Frequent,Clothing,Drama,Smartphone,4.3,4 +34,Whitney Underwood,ujones@example.com,ujones,2002-07-23,Female,New Jenniferport,2024-03-30,2025-03-30,Annual,Mastercard,Auto-renew,Regular,Electronics,Horror,Smartphone,4.5,10 +35,Cheryl Bradley,jesseforbes@example.org,jesseforbes,1933-05-11,Male,New Jason,2024-04-05,2025-04-05,Annual,Mastercard,Manual,Occasional,Electronics,Action,Smartphone,3.8,6 +36,Carrie Smith,scottjohn@example.com,scottjohn,1991-07-03,Female,Clineshire,2024-01-17,2025-01-16,Monthly,Mastercard,Manual,Occasional,Books,Comedy,Tablet,4.8,10 +37,Ryan Nunez,silvamichael@example.org,silvamichael,1944-10-26,Female,Jacquelinefurt,2024-02-16,2025-02-15,Monthly,Visa,Auto-renew,Frequent,Books,Horror,Smart TV,4.1,6 +38,John Wood,maxwellanthony@example.net,maxwellanthony,1975-07-23,Female,North Jerry,2024-01-23,2025-01-22,Annual,Amex,Manual,Frequent,Clothing,Romance,Tablet,4.5,7 +39,Rachel Holmes,maryjones@example.com,maryjones,1955-07-06,Female,Port Benjaminfort,2024-03-25,2025-03-25,Monthly,Visa,Auto-renew,Occasional,Electronics,Documentary,Tablet,3.2,8 +40,Terry Powell,reyesjennifer@example.com,reyesjennifer,1981-03-19,Female,Port Danielle,2024-02-04,2025-02-03,Annual,Visa,Auto-renew,Occasional,Clothing,Documentary,Tablet,4.2,5 +41,Mark Hernandez,william81@example.com,william81,1975-03-07,Male,Port Jillianbury,2024-03-18,2025-03-18,Monthly,Visa,Auto-renew,Frequent,Clothing,Comedy,Smart TV,4.6,8 +42,Angela Hall,laura84@example.org,laura84,1962-06-14,Female,Sherrybury,2024-03-21,2025-03-21,Monthly,Amex,Auto-renew,Occasional,Electronics,Comedy,Tablet,4.4,2 +43,Laura Griffith,michelle48@example.net,michelle48,2001-01-09,Female,Port Charleschester,2024-03-19,2025-03-19,Annual,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,3.6,9 +44,Anita Calhoun MD,ashley86@example.com,ashley86,1945-08-27,Male,New Brandy,2024-03-14,2025-03-14,Annual,Mastercard,Manual,Frequent,Clothing,Romance,Smartphone,4.8,6 +45,Shannon Clark,traci17@example.net,traci17,1943-08-20,Male,East Aaronburgh,2024-03-14,2025-03-14,Monthly,Amex,Manual,Frequent,Books,Horror,Smartphone,5.0,6 +46,Geoffrey Garcia,benjamin76@example.org,benjamin76,1993-10-31,Male,Jamesview,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,3.9,5 +47,Jeffery Maxwell,debra51@example.org,debra51,1953-04-13,Female,Davisfort,2024-02-21,2025-02-20,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,3.6,7 +48,Robert Lloyd,bradleypatrick@example.org,bradleypatrick,1985-03-15,Male,West Tanya,2024-03-09,2025-03-09,Monthly,Mastercard,Manual,Occasional,Electronics,Romance,Smartphone,4.3,2 +49,Melissa Wells,luis09@example.net,luis09,1950-07-27,Female,South Kylestad,2024-03-09,2025-03-09,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smart TV,3.1,8 +50,Antonio Jackson,jrandall@example.org,jrandall,1965-07-23,Female,East Marcusberg,2024-03-24,2025-03-24,Annual,Visa,Manual,Occasional,Books,Sci-Fi,Tablet,4.5,9 +51,John Smith,dhuffman@example.net,dhuffman,1990-12-21,Male,New Nicoleport,2024-01-28,2025-01-27,Monthly,Visa,Manual,Occasional,Electronics,Drama,Smart TV,3.9,8 +52,Jeremy Lyons,richardsmicheal@example.com,richardsmicheal,1976-11-05,Male,North Stephen,2024-02-02,2025-02-01,Annual,Amex,Manual,Frequent,Clothing,Horror,Smartphone,3.9,0 +53,Cathy Harrington,kellygibson@example.org,kellygibson,1942-03-21,Male,Lake Wendyland,2024-04-14,2025-04-14,Monthly,Mastercard,Manual,Occasional,Clothing,Drama,Smartphone,4.9,8 +54,Lisa Bauer,allison13@example.org,allison13,1964-10-26,Male,Michaelfort,2024-01-28,2025-01-27,Annual,Amex,Manual,Occasional,Electronics,Comedy,Smart TV,3.6,5 +55,Margaret Cooper,fbradley@example.org,fbradley,1964-02-19,Female,Lake Samantha,2024-03-13,2025-03-13,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Tablet,4.9,3 +56,Robert Browning,lorettashelton@example.net,lorettashelton,1973-11-09,Female,East Charles,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Smartphone,3.6,6 +57,Amanda Williams DVM,reginald05@example.org,reginald05,1953-03-27,Female,Bowmanland,2024-01-02,2025-01-01,Monthly,Visa,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,3.0,2 +58,William Clark,michael86@example.com,michael86,1961-05-19,Male,New Thomasville,2024-04-01,2025-04-01,Monthly,Amex,Auto-renew,Occasional,Books,Drama,Tablet,4.5,10 +59,Julie Dean,hduffy@example.org,hduffy,2003-03-09,Female,Port Olivia,2024-04-07,2025-04-07,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Smart TV,3.5,10 +60,Neil Allen,hamiltonkeith@example.org,hamiltonkeith,1968-09-05,Female,Port Lauramouth,2024-04-11,2025-04-11,Annual,Mastercard,Auto-renew,Occasional,Books,Action,Smartphone,3.7,9 +61,Nicole Hunter,wendy13@example.com,wendy13,1953-09-24,Female,Smithborough,2024-02-15,2025-02-14,Monthly,Amex,Auto-renew,Occasional,Books,Comedy,Smart TV,3.9,4 +62,Susan Hurst,jessicaespinoza@example.com,jessicaespinoza,1991-10-15,Female,Phillipsfurt,2024-03-06,2025-03-06,Annual,Visa,Manual,Occasional,Clothing,Romance,Smart TV,4.6,10 +63,Megan Bates,douglas02@example.net,douglas02,1981-08-17,Female,Harrisshire,2024-01-09,2025-01-08,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.8,3 +64,Kristen Rowe,bcollins@example.org,bcollins,1974-06-10,Male,South Williammouth,2024-03-09,2025-03-09,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,3.6,4 +65,Jessica Flores,aguilarjohn@example.net,aguilarjohn,1948-06-30,Female,New Jonathan,2024-01-17,2025-01-16,Monthly,Amex,Manual,Frequent,Electronics,Comedy,Smartphone,4.5,6 +66,Elizabeth Taylor,desiree88@example.com,desiree88,1973-07-13,Female,Jennaburgh,2024-03-29,2025-03-29,Monthly,Amex,Manual,Regular,Electronics,Romance,Tablet,3.6,10 +67,Ronald Brooks MD,arodriguez@example.net,arodriguez,2004-04-07,Female,Jonathanburgh,2024-02-01,2025-01-31,Annual,Visa,Auto-renew,Frequent,Books,Comedy,Tablet,3.0,9 +68,Sonya Obrien,larry78@example.org,larry78,1946-02-17,Female,Jessicaborough,2024-03-19,2025-03-19,Annual,Visa,Manual,Frequent,Electronics,Sci-Fi,Smart TV,3.4,0 +69,Tracy Koch,timothy25@example.net,timothy25,1947-08-03,Female,Kristenton,2024-04-09,2025-04-09,Monthly,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,4.7,9 +70,Kendra Brooks DVM,obray@example.net,obray,1937-01-29,Male,Garzafort,2024-01-21,2025-01-20,Monthly,Amex,Manual,Regular,Clothing,Action,Smartphone,3.2,2 +71,Janice Oliver,bethany83@example.net,bethany83,1988-12-02,Male,South Leslie,2024-02-27,2025-02-26,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Tablet,4.1,5 +72,Jennifer Shields,aanderson@example.org,aanderson,2004-10-07,Male,Williamport,2024-03-03,2025-03-03,Annual,Mastercard,Auto-renew,Regular,Electronics,Drama,Smartphone,3.1,7 +73,Diana Dillon,diane28@example.com,diane28,1981-04-21,Male,South Beverlyton,2024-01-30,2025-01-29,Monthly,Visa,Auto-renew,Regular,Electronics,Drama,Smartphone,3.5,4 +74,David Mata,cheyennewilson@example.net,cheyennewilson,1967-08-12,Male,Lake Rebecca,2024-04-08,2025-04-08,Annual,Amex,Manual,Frequent,Electronics,Drama,Tablet,4.8,9 +75,Megan Vaughan,walkersusan@example.net,walkersusan,1938-02-23,Female,Tinaberg,2024-02-03,2025-02-02,Annual,Visa,Manual,Frequent,Books,Horror,Tablet,3.3,0 +76,Kelsey Diaz,jamesstevens@example.com,jamesstevens,1992-06-29,Female,Wongview,2024-02-07,2025-02-06,Annual,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Smart TV,4.4,5 +77,Jimmy Parker,shannon08@example.org,shannon08,1967-05-15,Female,Ramseymouth,2024-02-18,2025-02-17,Monthly,Mastercard,Manual,Regular,Books,Documentary,Smart TV,4.9,10 +78,Perry Fry,lucas69@example.com,lucas69,1993-12-10,Female,Port Jasonville,2024-03-10,2025-03-10,Monthly,Visa,Manual,Regular,Clothing,Drama,Smartphone,3.8,10 +79,Evelyn Williams,john77@example.org,john77,1942-08-03,Male,Port Nicholas,2024-03-18,2025-03-18,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Tablet,4.1,10 +80,Julie Sanchez,bakerzachary@example.net,bakerzachary,1994-12-11,Female,Michaelberg,2024-01-29,2025-01-28,Annual,Visa,Manual,Regular,Electronics,Comedy,Smartphone,3.4,6 +81,Joseph Davis,greenelisa@example.com,greenelisa,1933-10-12,Male,Martinezfort,2024-01-07,2025-01-06,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Smart TV,3.3,3 +82,Monique Rodriguez,rrhodes@example.com,rrhodes,1940-05-03,Male,West Connorport,2024-03-20,2025-03-20,Monthly,Mastercard,Manual,Frequent,Electronics,Documentary,Smartphone,3.6,9 +83,Thomas Davis,brendasmith@example.com,brendasmith,1938-12-01,Female,Carsonhaven,2024-02-29,2025-02-28,Annual,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,3.1,5 +84,Christopher Dickerson,wgregory@example.com,wgregory,1992-05-05,Female,Troytown,2024-01-15,2025-01-14,Monthly,Amex,Auto-renew,Occasional,Books,Action,Smart TV,3.2,4 +85,Keith Baker,ujones@example.com,ujones,1972-07-11,Female,Langton,2024-02-03,2025-02-02,Annual,Amex,Manual,Occasional,Clothing,Horror,Smartphone,3.0,1 +86,Ashley Cortez,lisa59@example.net,lisa59,1948-06-13,Female,Charlesfurt,2024-02-23,2025-02-22,Annual,Visa,Manual,Frequent,Books,Action,Smart TV,3.9,3 +87,Tammy Ward,shannon33@example.com,shannon33,1974-03-16,Female,Lake Stephanieside,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smart TV,4.8,4 +88,Mary Fernandez,richardsjimmy@example.com,richardsjimmy,1990-04-27,Male,Melissamouth,2024-02-10,2025-02-09,Monthly,Amex,Manual,Regular,Books,Romance,Smart TV,4.4,2 +89,Gilbert Brown,ashleytate@example.net,ashleytate,1984-03-24,Male,Amyborough,2024-02-27,2025-02-26,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Smart TV,4.0,2 +90,Vanessa Lutz,harriscameron@example.org,harriscameron,1951-11-13,Female,North Michelleburgh,2024-02-11,2025-02-10,Monthly,Mastercard,Manual,Regular,Electronics,Action,Tablet,4.7,3 +91,Jenna Pham,marybeltran@example.org,marybeltran,1937-08-15,Male,Harryland,2024-01-13,2025-01-12,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Tablet,3.4,9 +92,Alicia Williams,xpierce@example.org,xpierce,1991-06-20,Male,Lindseyland,2024-02-22,2025-02-21,Monthly,Amex,Manual,Frequent,Books,Comedy,Tablet,4.2,2 +93,Laura Saunders,sara71@example.net,sara71,1945-02-21,Male,Kevinchester,2024-02-13,2025-02-12,Annual,Mastercard,Manual,Occasional,Books,Drama,Tablet,3.9,3 +94,Connor Morris,umiller@example.org,umiller,1981-03-04,Female,North Melissaville,2024-02-08,2025-02-07,Annual,Mastercard,Manual,Frequent,Clothing,Drama,Smartphone,3.9,4 +95,Shannon Farmer,coffeyparker@example.org,coffeyparker,1958-12-15,Female,Justinchester,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Frequent,Clothing,Drama,Tablet,4.6,6 +96,Mackenzie Harris,andersonemily@example.net,andersonemily,1963-11-06,Female,Lake Barryland,2024-03-01,2025-03-01,Annual,Mastercard,Auto-renew,Regular,Clothing,Action,Smartphone,3.2,9 +97,Stephanie Potter,heather10@example.org,heather10,1958-05-05,Female,New Teresaburgh,2024-03-25,2025-03-25,Monthly,Amex,Manual,Regular,Electronics,Romance,Tablet,3.7,3 +98,Mitchell Potter,fsanchez@example.net,fsanchez,1979-08-27,Male,South Katieburgh,2024-01-27,2025-01-26,Annual,Visa,Manual,Regular,Books,Documentary,Tablet,4.7,4 +99,Jonathan Rodriguez,nichole85@example.net,nichole85,1967-12-20,Male,East Shannonhaven,2024-02-29,2025-02-28,Monthly,Visa,Auto-renew,Occasional,Clothing,Action,Smart TV,4.7,7 +100,Jennifer Davis,zunigashelly@example.org,zunigashelly,1950-01-15,Female,West Nathanielton,2024-02-14,2025-02-13,Annual,Mastercard,Auto-renew,Regular,Books,Drama,Smart TV,4.5,5 +101,Darlene Gutierrez,perkinsmary@example.org,perkinsmary,1956-09-20,Male,North Kristenbury,2024-01-19,2025-01-18,Monthly,Amex,Auto-renew,Frequent,Clothing,Comedy,Smart TV,4.7,1 +102,Paula Perez,trevorwelch@example.net,trevorwelch,2003-03-12,Female,Dicksonmouth,2024-04-12,2025-04-12,Annual,Amex,Manual,Regular,Books,Sci-Fi,Tablet,3.5,3 +103,Jaime Edwards,aguirrejoshua@example.com,aguirrejoshua,1990-11-27,Male,Bennettmouth,2024-04-08,2025-04-08,Annual,Amex,Manual,Occasional,Electronics,Horror,Tablet,3.0,2 +104,Sherry Salinas,roachmegan@example.org,roachmegan,1998-03-27,Male,New Markview,2024-04-04,2025-04-04,Annual,Amex,Manual,Occasional,Clothing,Action,Smart TV,3.1,8 +105,Paul Harris,ashley27@example.com,ashley27,1958-05-09,Male,West Robinborough,2024-01-07,2025-01-06,Monthly,Amex,Manual,Frequent,Books,Drama,Smart TV,3.3,0 +106,James Williams,rlove@example.org,rlove,1973-10-14,Male,West Robert,2024-02-13,2025-02-12,Annual,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Smartphone,3.4,10 +107,Alan Oneal,mbarker@example.net,mbarker,1949-02-23,Female,South Amy,2024-02-14,2025-02-13,Annual,Mastercard,Manual,Frequent,Clothing,Documentary,Tablet,3.3,7 +108,Grant Jensen,tyler29@example.com,tyler29,1944-07-10,Female,East Mark,2024-04-11,2025-04-11,Monthly,Amex,Manual,Regular,Clothing,Action,Tablet,3.2,7 +109,Traci Arellano,uwolfe@example.org,uwolfe,1974-02-15,Male,Leeshire,2024-01-24,2025-01-23,Annual,Visa,Auto-renew,Occasional,Clothing,Horror,Tablet,3.2,2 +110,Richard Ramsey,akemp@example.org,akemp,1982-01-12,Male,West Joan,2024-01-15,2025-01-14,Monthly,Amex,Manual,Occasional,Clothing,Sci-Fi,Tablet,4.9,0 +111,Maria Lawrence,foxshelia@example.org,foxshelia,1953-10-24,Male,Johnton,2024-02-27,2025-02-26,Annual,Amex,Manual,Regular,Electronics,Drama,Smartphone,3.4,7 +112,Regina Ramsey,susan84@example.com,susan84,1982-05-29,Female,Clarkville,2024-02-17,2025-02-16,Annual,Visa,Manual,Frequent,Clothing,Horror,Tablet,4.1,2 +113,Lisa Reese,nataliereynolds@example.org,nataliereynolds,1989-01-13,Male,Collinsmouth,2024-01-22,2025-01-21,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smart TV,4.9,3 +114,Bruce Pennington,angela32@example.com,angela32,1967-12-01,Male,South Sharonhaven,2024-02-06,2025-02-05,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,3.4,9 +115,Jessica Barker,henryjennifer@example.org,henryjennifer,1981-08-03,Female,New Robert,2024-04-12,2025-04-12,Monthly,Visa,Manual,Occasional,Clothing,Horror,Smartphone,4.4,4 +116,Alexis Vasquez,griffinbarbara@example.com,griffinbarbara,1980-07-20,Female,Wellsstad,2024-04-07,2025-04-07,Monthly,Mastercard,Auto-renew,Regular,Clothing,Action,Tablet,3.8,3 +117,Rebecca Lucero,martindakota@example.com,martindakota,1979-02-15,Female,Sullivantown,2024-03-29,2025-03-29,Annual,Mastercard,Auto-renew,Frequent,Clothing,Action,Tablet,4.5,6 +118,Mary Phillips,gregorymills@example.org,gregorymills,1945-02-08,Female,Hortonview,2024-01-31,2025-01-30,Monthly,Amex,Auto-renew,Regular,Electronics,Documentary,Smart TV,3.6,0 +119,Dustin James,tiffany46@example.org,tiffany46,1937-10-13,Female,Johnsonmouth,2024-01-14,2025-01-13,Annual,Mastercard,Auto-renew,Regular,Books,Comedy,Smartphone,4.5,7 +120,Robert Williams,tstephens@example.com,tstephens,1990-09-22,Female,North Margaret,2024-01-07,2025-01-06,Annual,Amex,Auto-renew,Frequent,Electronics,Action,Smart TV,4.1,3 +121,Lisa Washington,dbailey@example.net,dbailey,1991-11-03,Male,East Charlotte,2024-03-02,2025-03-02,Annual,Visa,Manual,Frequent,Books,Drama,Smartphone,4.2,2 +122,Brian French,stephenwilliams@example.net,stephenwilliams,1968-06-19,Male,Alisonfort,2024-03-15,2025-03-15,Monthly,Visa,Manual,Occasional,Electronics,Romance,Smartphone,3.3,7 +123,Elizabeth Flores,zstewart@example.net,zstewart,1936-03-11,Female,Brandifurt,2024-01-12,2025-01-11,Annual,Amex,Auto-renew,Regular,Books,Drama,Smart TV,3.2,2 +124,Melissa Crawford,kelleybenjamin@example.org,kelleybenjamin,1947-05-19,Male,Garciaview,2024-01-02,2025-01-01,Annual,Amex,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.7,8 +125,Antonio Juarez,christopherjones@example.org,christopherjones,1990-06-24,Male,Byrdside,2024-01-25,2025-01-24,Annual,Visa,Manual,Frequent,Electronics,Drama,Tablet,4.6,2 +126,Robert Wilson DDS,tiffany69@example.net,tiffany69,1985-05-09,Male,New Cherylhaven,2024-04-05,2025-04-05,Annual,Visa,Manual,Regular,Electronics,Horror,Tablet,4.9,7 +127,Christopher Clay,stanleynathan@example.org,stanleynathan,2005-07-10,Female,East Christophertown,2024-03-26,2025-03-26,Annual,Mastercard,Auto-renew,Frequent,Clothing,Romance,Smart TV,3.2,10 +128,Ashley Jenkins,apope@example.com,apope,1985-06-19,Male,Lake Jacobport,2024-04-09,2025-04-09,Monthly,Visa,Manual,Frequent,Electronics,Comedy,Smartphone,4.4,9 +129,Charles Stafford,scott67@example.net,scott67,1991-10-05,Male,Michaelmouth,2024-04-14,2025-04-14,Monthly,Amex,Auto-renew,Regular,Electronics,Documentary,Tablet,4.6,6 +130,Jordan Jackson,ubrown@example.org,ubrown,1953-09-28,Female,Lake Amystad,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Occasional,Electronics,Sci-Fi,Tablet,4.4,3 +131,Christine Wright,gmoore@example.com,gmoore,1972-02-04,Male,Lunahaven,2024-01-20,2025-01-19,Monthly,Mastercard,Manual,Occasional,Clothing,Comedy,Smart TV,3.1,10 +132,Penny Jones,kgreen@example.com,kgreen,1969-08-15,Female,Port Deanland,2024-01-22,2025-01-21,Annual,Amex,Manual,Occasional,Electronics,Comedy,Tablet,3.4,1 +133,Thomas Simon,kelliolson@example.org,kelliolson,1947-08-17,Male,East Lawrenceburgh,2024-03-21,2025-03-21,Monthly,Mastercard,Manual,Occasional,Clothing,Action,Smartphone,4.9,3 +134,Jamie Mitchell,gamblejulie@example.net,gamblejulie,1986-02-23,Female,Nicholashaven,2024-01-05,2025-01-04,Monthly,Visa,Auto-renew,Frequent,Electronics,Horror,Smart TV,4.5,6 +135,Lauren Harris,tbriggs@example.org,tbriggs,2004-06-18,Male,Nicholasburgh,2024-01-09,2025-01-08,Monthly,Mastercard,Auto-renew,Frequent,Books,Documentary,Smart TV,4.3,7 +136,Laura Martin,colelong@example.com,colelong,1964-01-01,Female,Adamfort,2024-04-08,2025-04-08,Annual,Mastercard,Manual,Occasional,Electronics,Sci-Fi,Smart TV,3.5,2 +137,Mark Snyder,deanwiley@example.org,deanwiley,1954-03-08,Male,Brianview,2024-04-11,2025-04-11,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smart TV,3.5,4 +138,Jesus Brown,zlee@example.net,zlee,1958-12-03,Female,South Dave,2024-03-24,2025-03-24,Annual,Amex,Manual,Occasional,Electronics,Documentary,Tablet,3.0,4 +139,Katherine Jackson,grahammelissa@example.org,grahammelissa,1991-05-06,Female,East Mary,2024-04-14,2025-04-14,Annual,Mastercard,Manual,Occasional,Electronics,Documentary,Tablet,4.6,9 +140,Amy Serrano,weaverrobert@example.com,weaverrobert,1974-12-28,Male,Maryside,2024-02-13,2025-02-12,Annual,Mastercard,Manual,Frequent,Clothing,Drama,Tablet,3.8,5 +141,Rachel Little,smatthews@example.com,smatthews,2003-12-29,Male,Carlbury,2024-01-20,2025-01-19,Annual,Mastercard,Manual,Regular,Clothing,Action,Tablet,4.9,0 +142,Chris Atkins,davidbell@example.org,davidbell,1950-04-10,Female,East Jameschester,2024-04-05,2025-04-05,Monthly,Mastercard,Manual,Occasional,Clothing,Drama,Tablet,3.7,3 +143,Matthew Compton,heatherpacheco@example.org,heatherpacheco,1938-03-29,Female,Myersburgh,2024-03-09,2025-03-09,Annual,Visa,Manual,Occasional,Books,Romance,Smartphone,4.6,1 +144,John Martinez,castillosarah@example.net,castillosarah,1995-12-15,Male,Cunninghamchester,2024-02-20,2025-02-19,Monthly,Amex,Manual,Frequent,Electronics,Comedy,Tablet,4.5,7 +145,Virginia Gomez,tonypace@example.com,tonypace,1947-05-08,Male,Jacksonburgh,2024-01-31,2025-01-30,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smartphone,4.2,1 +146,Carolyn Hale,andreawalker@example.org,andreawalker,1981-03-25,Male,Collinschester,2024-02-22,2025-02-21,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Smart TV,4.4,0 +147,Kathleen Carter,alexreese@example.org,alexreese,1992-08-13,Male,South Triciaburgh,2024-02-10,2025-02-09,Monthly,Amex,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,4.2,4 +148,Troy Smith,john96@example.net,john96,1980-06-26,Male,West Jennifer,2024-03-27,2025-03-27,Monthly,Visa,Manual,Regular,Books,Horror,Smart TV,4.3,0 +149,Alexander Hernandez,kellicook@example.com,kellicook,1971-11-12,Male,West Paulaport,2024-02-20,2025-02-19,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Smart TV,4.2,8 +150,Elizabeth Duncan,dbell@example.org,dbell,1995-03-24,Female,Rodriguezshire,2024-04-02,2025-04-02,Annual,Amex,Manual,Occasional,Electronics,Horror,Smartphone,3.9,7 +151,Jeremy Fernandez,donaldstephenson@example.org,donaldstephenson,1988-11-29,Male,South Kristentown,2024-02-21,2025-02-20,Annual,Visa,Manual,Frequent,Books,Drama,Smart TV,4.8,5 +152,Phillip Jones,valenzuelaadrienne@example.com,valenzuelaadrienne,1985-01-26,Female,North Sherryshire,2024-01-22,2025-01-21,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smartphone,3.3,9 +153,Thomas Woods,ttapia@example.org,ttapia,1990-08-09,Female,East Stevenfort,2024-03-31,2025-03-31,Monthly,Mastercard,Manual,Frequent,Books,Horror,Tablet,3.7,9 +154,Sara Doyle,odoyle@example.net,odoyle,1948-06-24,Male,Robertbury,2024-01-09,2025-01-08,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Documentary,Tablet,4.3,0 +155,Joel Green,jamesbecker@example.com,jamesbecker,2000-06-08,Male,North Misty,2024-03-19,2025-03-19,Monthly,Mastercard,Auto-renew,Regular,Books,Horror,Smart TV,4.6,5 +156,Pamela Wagner,justinsmith@example.org,justinsmith,1989-02-10,Male,Lake Phillip,2024-04-10,2025-04-10,Annual,Mastercard,Manual,Occasional,Books,Sci-Fi,Smartphone,4.1,5 +157,Grant Carlson,loritate@example.org,loritate,1977-08-18,Male,Calebstad,2024-03-19,2025-03-19,Annual,Mastercard,Auto-renew,Frequent,Clothing,Romance,Smartphone,4.5,7 +158,Dr. Desiree Mitchell,heidi61@example.net,heidi61,1982-10-07,Male,Philipshire,2024-03-26,2025-03-26,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Documentary,Tablet,4.4,9 +159,Scott Hall,christianlove@example.net,christianlove,1973-09-15,Female,Port Anthony,2024-01-23,2025-01-22,Monthly,Mastercard,Auto-renew,Occasional,Books,Horror,Tablet,4.8,2 +160,Veronica Barr,emosley@example.com,emosley,1934-10-16,Female,East Johnland,2024-01-29,2025-01-28,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smart TV,3.8,9 +161,Katherine Andrews,jareddavies@example.com,jareddavies,1992-11-30,Female,West Kennethchester,2024-02-29,2025-02-28,Monthly,Amex,Auto-renew,Regular,Clothing,Romance,Smart TV,3.1,4 +162,Eric Hernandez,robertmcdaniel@example.com,robertmcdaniel,1965-08-21,Male,South Scottview,2024-03-16,2025-03-16,Annual,Visa,Auto-renew,Occasional,Books,Romance,Tablet,4.0,10 +163,Kenneth Baldwin,jorgelowe@example.com,jorgelowe,1986-06-10,Male,Port Mariahton,2024-01-16,2025-01-15,Monthly,Visa,Auto-renew,Regular,Clothing,Comedy,Tablet,3.4,0 +164,Linda Warren,adamsnicole@example.net,adamsnicole,2001-10-18,Female,Mortonmouth,2024-03-04,2025-03-04,Monthly,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,3.8,1 +165,Earl Griffin,jenniferwalker@example.com,jenniferwalker,1953-01-02,Male,Fowlerborough,2024-01-13,2025-01-12,Annual,Amex,Manual,Occasional,Electronics,Romance,Smart TV,3.3,7 +166,Matthew Greer,juarezanthony@example.com,juarezanthony,1983-01-27,Female,North Benjamin,2024-03-30,2025-03-30,Monthly,Visa,Manual,Frequent,Clothing,Comedy,Tablet,4.3,3 +167,Kimberly Murray,jbeasley@example.com,jbeasley,1941-01-15,Male,New Shannonmouth,2024-02-26,2025-02-25,Monthly,Mastercard,Manual,Frequent,Books,Comedy,Smartphone,3.3,2 +168,Patricia Long,paullara@example.net,paullara,1976-05-22,Female,Port Tracyville,2024-01-08,2025-01-07,Annual,Visa,Manual,Frequent,Clothing,Comedy,Tablet,4.8,2 +169,Peter Harper,lindamoore@example.com,lindamoore,1969-10-22,Male,Lake Joshua,2024-04-09,2025-04-09,Annual,Amex,Manual,Occasional,Books,Sci-Fi,Smartphone,3.9,1 +170,Natalie Bartlett,kendragriffin@example.org,kendragriffin,1976-12-11,Male,Andrewview,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Frequent,Books,Action,Tablet,3.3,10 +171,David Mccarty,kimberly44@example.net,kimberly44,1944-05-08,Male,Gibsonburgh,2024-04-08,2025-04-08,Monthly,Amex,Auto-renew,Frequent,Clothing,Romance,Tablet,3.8,8 +172,Sarah Thomas,everettbethany@example.net,everettbethany,1964-09-15,Female,Lake Jorgemouth,2024-02-20,2025-02-19,Monthly,Visa,Auto-renew,Occasional,Electronics,Documentary,Tablet,4.7,9 +173,Heather Holloway,brandymccullough@example.org,brandymccullough,1970-07-30,Male,Cortezborough,2024-04-12,2025-04-12,Monthly,Visa,Manual,Regular,Clothing,Horror,Smartphone,3.7,5 +174,Allison Mata,youngashley@example.com,youngashley,1988-10-10,Female,East Michaelmouth,2024-03-14,2025-03-14,Annual,Mastercard,Auto-renew,Occasional,Clothing,Comedy,Smart TV,4.2,0 +175,William Gonzalez,jonesheather@example.org,jonesheather,1950-04-06,Female,East Erin,2024-02-04,2025-02-03,Annual,Visa,Manual,Occasional,Electronics,Drama,Tablet,4.8,7 +176,Alexandra James,twilliams@example.com,twilliams,1986-07-07,Female,Lake Codymouth,2024-02-13,2025-02-12,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Smart TV,3.3,8 +177,Anthony Ellis,jenniferking@example.org,jenniferking,1972-03-06,Female,Michaelaport,2024-02-16,2025-02-15,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Romance,Smartphone,3.4,0 +178,Autumn Hoffman,timothymercado@example.net,timothymercado,1990-06-20,Male,Lake Bobby,2024-03-24,2025-03-24,Monthly,Mastercard,Manual,Regular,Clothing,Horror,Tablet,3.2,1 +179,Travis Jenkins,mason12@example.net,mason12,1949-03-31,Female,Williamland,2024-03-24,2025-03-24,Annual,Amex,Manual,Frequent,Electronics,Drama,Smartphone,4.5,6 +180,Victoria Patel,sarah63@example.net,sarah63,1944-06-09,Female,Drakemouth,2024-04-13,2025-04-13,Monthly,Mastercard,Auto-renew,Regular,Clothing,Documentary,Smartphone,3.4,10 +181,Kevin Lopez,mbrady@example.com,mbrady,1995-12-17,Male,Bentonfort,2024-03-23,2025-03-23,Monthly,Mastercard,Manual,Frequent,Clothing,Comedy,Smartphone,4.9,7 +182,Jessica Villanueva,burkedustin@example.org,burkedustin,2000-03-18,Male,Lake Douglasside,2024-03-16,2025-03-16,Annual,Visa,Auto-renew,Occasional,Electronics,Documentary,Smart TV,4.3,0 +183,Jason Murphy,jessicaglass@example.net,jessicaglass,1941-08-11,Female,North Ernest,2024-01-02,2025-01-01,Monthly,Mastercard,Auto-renew,Frequent,Books,Action,Smartphone,3.1,8 +184,Cindy Adkins,christine45@example.net,christine45,1951-11-29,Male,New Brookestad,2024-04-05,2025-04-05,Annual,Amex,Manual,Occasional,Books,Drama,Smart TV,4.8,9 +185,Reginald Perez,nicole19@example.net,nicole19,1993-03-04,Female,Aprilberg,2024-01-30,2025-01-29,Annual,Amex,Auto-renew,Frequent,Clothing,Horror,Tablet,4.3,9 +186,Michelle Williams,samanthapowell@example.com,samanthapowell,1954-06-05,Male,Mejiaburgh,2024-02-22,2025-02-21,Monthly,Visa,Manual,Occasional,Clothing,Comedy,Smartphone,3.9,8 +187,Leslie West,jackmiller@example.com,jackmiller,2002-12-09,Female,Munozville,2024-02-20,2025-02-19,Annual,Amex,Manual,Regular,Books,Drama,Smart TV,4.8,9 +188,Michael Delgado,maria52@example.org,maria52,1996-07-21,Male,Lewisberg,2024-04-13,2025-04-13,Annual,Visa,Auto-renew,Regular,Books,Comedy,Tablet,4.1,10 +189,Janice Erickson,natalie75@example.org,natalie75,1940-02-11,Female,North April,2024-02-01,2025-01-31,Annual,Mastercard,Auto-renew,Regular,Books,Horror,Smartphone,4.7,3 +190,Benjamin Stewart,dustinsmith@example.net,dustinsmith,1976-10-01,Male,South Angelaland,2024-01-06,2025-01-05,Monthly,Mastercard,Auto-renew,Regular,Books,Romance,Tablet,3.3,10 +191,Keith Townsend,danielclark@example.net,danielclark,1993-12-20,Male,Lake Kelseychester,2024-03-21,2025-03-21,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smart TV,5.0,5 +192,Juan Ramos,brent46@example.org,brent46,1946-12-02,Female,Vargasshire,2024-03-21,2025-03-21,Annual,Visa,Auto-renew,Regular,Books,Sci-Fi,Smart TV,3.5,5 +193,Shawn Stevens,angelawhite@example.org,angelawhite,1938-10-03,Female,Port Markland,2024-02-07,2025-02-06,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Documentary,Tablet,4.2,4 +194,Tracy Page,nicholsmia@example.com,nicholsmia,1975-05-19,Female,Dianachester,2024-01-25,2025-01-24,Monthly,Mastercard,Manual,Regular,Electronics,Action,Tablet,4.1,5 +195,Elizabeth Sellers,johnsonjohn@example.org,johnsonjohn,1946-09-25,Female,West Michaelside,2024-03-20,2025-03-20,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Romance,Tablet,4.3,7 +196,Kevin Spence,christophermontgomery@example.net,christophermontgomery,1991-06-27,Male,Karenside,2024-01-25,2025-01-24,Annual,Amex,Manual,Occasional,Books,Horror,Smartphone,3.8,10 +197,Courtney Tucker,andersoncassandra@example.net,andersoncassandra,1966-09-13,Male,Millerbury,2024-04-07,2025-04-07,Annual,Mastercard,Manual,Frequent,Clothing,Documentary,Smartphone,3.2,9 +198,Jesse Bailey,angela14@example.com,angela14,2000-08-20,Male,Lake Brianaborough,2024-04-05,2025-04-05,Monthly,Visa,Manual,Frequent,Clothing,Romance,Smart TV,3.2,7 +199,Autumn Brooks,dominicburns@example.com,dominicburns,1967-05-01,Male,New Emma,2024-04-01,2025-04-01,Monthly,Amex,Manual,Frequent,Clothing,Action,Smartphone,4.7,5 +200,David Elliott,davismelissa@example.net,davismelissa,1936-12-27,Female,Lindaside,2024-01-05,2025-01-04,Annual,Amex,Auto-renew,Regular,Books,Action,Smartphone,4.1,8 +201,Vanessa Harris,nicholas23@example.org,nicholas23,1982-02-03,Female,New Robertborough,2024-03-12,2025-03-12,Annual,Amex,Manual,Regular,Clothing,Drama,Smartphone,4.4,7 +202,Thomas Keller,kellyterrance@example.com,kellyterrance,1990-03-13,Male,Rogerchester,2024-02-25,2025-02-24,Annual,Amex,Auto-renew,Occasional,Clothing,Documentary,Smartphone,4.7,10 +203,Joan Phillips,garycoffey@example.org,garycoffey,1990-05-06,Male,South Ericmouth,2024-01-13,2025-01-12,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Tablet,4.3,9 +204,Joseph Owens,lukewilcox@example.org,lukewilcox,1980-07-10,Female,West Barbarahaven,2024-02-27,2025-02-26,Monthly,Visa,Manual,Frequent,Books,Sci-Fi,Smart TV,4.8,5 +205,Susan Pace,kenneth18@example.org,kenneth18,1938-09-05,Male,Williamland,2024-02-11,2025-02-10,Annual,Mastercard,Auto-renew,Occasional,Books,Drama,Smartphone,3.7,7 +206,Jennifer Anderson,mfrench@example.net,mfrench,1961-12-04,Female,Jamesstad,2024-01-12,2025-01-11,Annual,Amex,Auto-renew,Frequent,Electronics,Romance,Tablet,4.7,4 +207,Theresa Gibson,jesse00@example.org,jesse00,1976-12-11,Female,Lake Jamie,2024-04-12,2025-04-12,Annual,Visa,Auto-renew,Occasional,Books,Documentary,Smart TV,4.8,3 +208,Alejandro Bryant,gonzalezdavid@example.com,gonzalezdavid,1960-10-05,Female,South Ryanville,2024-01-24,2025-01-23,Annual,Mastercard,Auto-renew,Regular,Electronics,Drama,Tablet,4.2,5 +209,Diana Green,carsonlauren@example.com,carsonlauren,1949-08-05,Male,Lake Jessicaside,2024-02-25,2025-02-24,Annual,Mastercard,Manual,Regular,Books,Sci-Fi,Smart TV,3.5,6 +210,Brian Boyd,keithjones@example.com,keithjones,1997-03-04,Male,Leviport,2024-03-21,2025-03-21,Annual,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,3.5,9 +211,Jennifer Perez,millervalerie@example.net,millervalerie,1937-12-21,Male,Meyerberg,2024-02-04,2025-02-03,Monthly,Mastercard,Manual,Frequent,Electronics,Comedy,Smartphone,4.1,6 +212,Eric Bryant,bryan67@example.net,bryan67,1959-07-01,Female,West Gary,2024-03-10,2025-03-10,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,4.8,10 +213,Tracey Mullins,mellis@example.net,mellis,1941-05-20,Male,Jacobsfort,2024-01-26,2025-01-25,Annual,Amex,Manual,Occasional,Electronics,Romance,Smartphone,3.0,10 +214,Robert Bryant,ywilson@example.org,ywilson,1983-09-22,Male,Nicholsburgh,2024-01-17,2025-01-16,Monthly,Mastercard,Manual,Frequent,Electronics,Horror,Smartphone,3.1,0 +215,Jonathan George,hendersonaaron@example.com,hendersonaaron,1968-12-01,Female,East Ashley,2024-02-20,2025-02-19,Monthly,Visa,Auto-renew,Regular,Clothing,Romance,Tablet,4.3,9 +216,Deanna Richardson,robert14@example.com,robert14,1992-06-22,Male,Joyburgh,2024-01-16,2025-01-15,Monthly,Amex,Auto-renew,Frequent,Books,Action,Smart TV,3.6,7 +217,Philip Chavez,christopherphillips@example.org,christopherphillips,1935-08-19,Female,Lake Jose,2024-03-11,2025-03-11,Monthly,Amex,Manual,Regular,Clothing,Documentary,Smartphone,4.6,7 +218,David Murphy,rayveronica@example.org,rayveronica,1955-02-12,Female,South Sarah,2024-01-09,2025-01-08,Monthly,Amex,Manual,Frequent,Electronics,Romance,Smartphone,3.1,0 +219,Carolyn Delgado,gmorris@example.org,gmorris,1963-02-12,Male,Huynhland,2024-01-22,2025-01-21,Monthly,Visa,Manual,Regular,Electronics,Documentary,Smartphone,4.6,3 +220,William Douglas,mphelps@example.org,mphelps,2003-12-15,Female,Herreraberg,2024-02-01,2025-01-31,Monthly,Mastercard,Manual,Occasional,Electronics,Action,Tablet,3.8,5 +221,Evan Thomas,marygarcia@example.com,marygarcia,1973-07-31,Male,South Thomashaven,2024-03-26,2025-03-26,Annual,Amex,Auto-renew,Frequent,Books,Documentary,Tablet,3.9,1 +222,Kimberly Young,anthony39@example.org,anthony39,1984-12-06,Male,Jeremyton,2024-03-16,2025-03-16,Annual,Visa,Manual,Occasional,Electronics,Drama,Smartphone,4.1,7 +223,Heather Allen,benjamin60@example.net,benjamin60,1987-06-14,Male,Nelsonton,2024-04-10,2025-04-10,Annual,Mastercard,Manual,Frequent,Electronics,Sci-Fi,Smartphone,4.2,4 +224,Lawrence Rogers,alan38@example.org,alan38,1933-09-14,Male,Port Mark,2024-01-25,2025-01-24,Annual,Amex,Auto-renew,Frequent,Books,Action,Tablet,3.7,5 +225,Ariel Patterson,oneillhannah@example.com,oneillhannah,1994-07-05,Male,New Richardstad,2024-03-24,2025-03-24,Annual,Visa,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,4.2,8 +226,Nicholas Leonard,johnbanks@example.org,johnbanks,1980-06-06,Male,Maynardview,2024-04-05,2025-04-05,Monthly,Mastercard,Auto-renew,Regular,Clothing,Horror,Smart TV,3.2,0 +227,Michelle Lane,nschwartz@example.org,nschwartz,1994-10-14,Female,Montgomeryview,2024-01-07,2025-01-06,Annual,Amex,Manual,Frequent,Clothing,Sci-Fi,Tablet,4.6,7 +228,John White,gibsonlinda@example.net,gibsonlinda,1992-11-30,Male,Scottbury,2024-03-06,2025-03-06,Annual,Visa,Auto-renew,Occasional,Clothing,Comedy,Smartphone,3.8,0 +229,Colin Lambert,sherrybell@example.net,sherrybell,1965-10-08,Male,New Jacobmouth,2024-01-13,2025-01-12,Annual,Visa,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.0,3 +230,Justin Porter,pperkins@example.com,pperkins,1951-12-20,Male,Jensenside,2024-04-09,2025-04-09,Monthly,Visa,Manual,Frequent,Electronics,Horror,Tablet,3.6,7 +231,James Cuevas,alishasmall@example.com,alishasmall,1988-02-12,Male,New Jonathan,2024-03-17,2025-03-17,Annual,Visa,Manual,Occasional,Electronics,Action,Tablet,4.5,4 +232,Glenn Webb,jonesisabella@example.com,jonesisabella,1961-01-18,Female,South Stephen,2024-03-04,2025-03-04,Annual,Mastercard,Manual,Frequent,Clothing,Horror,Tablet,3.2,6 +233,James Robinson,maureenschneider@example.org,maureenschneider,2001-02-15,Male,West Sherrishire,2024-02-03,2025-02-02,Annual,Visa,Auto-renew,Regular,Books,Action,Smartphone,3.2,0 +234,Deborah Campbell,gwilliams@example.org,gwilliams,1995-07-10,Male,Brianton,2024-01-06,2025-01-05,Monthly,Mastercard,Manual,Regular,Clothing,Horror,Tablet,4.5,0 +235,Lauren Newman,qayala@example.com,qayala,2002-09-17,Male,Meadowsland,2024-01-23,2025-01-22,Annual,Visa,Auto-renew,Frequent,Books,Documentary,Smartphone,4.5,4 +236,Geoffrey Green,austin17@example.net,austin17,1943-08-21,Male,Andrewside,2024-03-16,2025-03-16,Monthly,Mastercard,Manual,Occasional,Clothing,Documentary,Tablet,4.1,1 +237,Dominique Goodwin,robertsmichael@example.net,robertsmichael,1985-02-01,Female,South Veronicaland,2024-04-03,2025-04-03,Monthly,Amex,Manual,Occasional,Electronics,Documentary,Smartphone,4.9,2 +238,Melissa Davis,jenniferhaley@example.org,jenniferhaley,1966-11-09,Female,Johnburgh,2024-01-20,2025-01-19,Annual,Amex,Auto-renew,Frequent,Clothing,Drama,Smartphone,3.3,1 +239,Brian Howard,wernertony@example.org,wernertony,1967-12-03,Male,Hallfort,2024-03-03,2025-03-03,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Tablet,3.5,7 +240,Elizabeth Marsh,lauren25@example.net,lauren25,1990-07-18,Female,Adamburgh,2024-01-23,2025-01-22,Annual,Mastercard,Auto-renew,Regular,Clothing,Horror,Smart TV,4.4,0 +241,Tiffany Patterson,cordovaanthony@example.org,cordovaanthony,1990-01-21,Female,Lake Jason,2024-01-03,2025-01-02,Annual,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,4.5,1 +242,John Owen DDS,gina51@example.org,gina51,1965-08-19,Male,East Devinmouth,2024-01-29,2025-01-28,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Comedy,Smart TV,4.0,7 +243,Crystal Bennett,christianhawkins@example.net,christianhawkins,1999-10-09,Female,Franklinview,2024-03-30,2025-03-30,Annual,Visa,Manual,Occasional,Electronics,Drama,Smart TV,4.1,2 +244,Jeremiah Black,cassandra86@example.org,cassandra86,1934-01-16,Female,Louisview,2024-02-26,2025-02-25,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Documentary,Smart TV,4.4,4 +245,Richard Smith,hollypeterson@example.com,hollypeterson,1965-03-04,Female,Cheryltown,2024-03-09,2025-03-09,Monthly,Mastercard,Manual,Regular,Electronics,Drama,Smart TV,3.6,7 +246,Amanda Ali,scott11@example.org,scott11,1948-03-09,Male,Leonardmouth,2024-04-04,2025-04-04,Monthly,Amex,Manual,Frequent,Books,Comedy,Smartphone,4.0,10 +247,John Owen,tonya54@example.org,tonya54,1999-03-17,Male,Dannyview,2024-03-23,2025-03-23,Annual,Visa,Manual,Frequent,Books,Drama,Smartphone,3.5,7 +248,Ronnie Jackson,mercadolydia@example.net,mercadolydia,1970-12-02,Female,North Nicole,2024-02-06,2025-02-05,Annual,Mastercard,Auto-renew,Regular,Electronics,Drama,Smart TV,3.5,3 +249,Katherine Ford,annaknight@example.com,annaknight,1994-06-16,Male,South Miranda,2024-01-06,2025-01-05,Monthly,Mastercard,Manual,Regular,Electronics,Romance,Tablet,3.4,0 +250,Janet Robinson,alane@example.com,alane,1936-03-04,Male,Garyland,2024-04-12,2025-04-12,Monthly,Visa,Auto-renew,Regular,Electronics,Horror,Smartphone,4.6,3 +251,Charles Garcia,bradleygutierrez@example.org,bradleygutierrez,1940-05-09,Male,West Sarahchester,2024-01-08,2025-01-07,Annual,Amex,Auto-renew,Frequent,Electronics,Drama,Tablet,4.5,2 +252,Christopher Reed,john08@example.com,john08,1988-01-12,Male,Torrestown,2024-01-03,2025-01-02,Monthly,Amex,Auto-renew,Regular,Clothing,Romance,Smartphone,4.8,1 +253,Denise Morse,anthonyjames@example.net,anthonyjames,1934-02-24,Male,Port Margaret,2024-02-08,2025-02-07,Annual,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,3.6,0 +254,George Conway,egreen@example.net,egreen,1965-05-29,Female,South Suzanne,2024-03-19,2025-03-19,Annual,Visa,Auto-renew,Frequent,Clothing,Comedy,Smart TV,4.3,3 +255,Bryan Larsen,cbutler@example.net,cbutler,1936-05-09,Male,South Jeremyshire,2024-02-29,2025-02-28,Annual,Visa,Manual,Regular,Clothing,Horror,Tablet,3.5,7 +256,Melanie Hawkins,grace37@example.org,grace37,2004-07-05,Female,East Anne,2024-01-26,2025-01-25,Monthly,Amex,Manual,Occasional,Books,Sci-Fi,Tablet,3.4,4 +257,Christina Schwartz,morachristina@example.org,morachristina,2002-04-10,Male,Campbellborough,2024-01-20,2025-01-19,Annual,Mastercard,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.9,7 +258,Christopher Walker,jonesnicole@example.net,jonesnicole,1946-11-16,Female,Gutierrezstad,2024-04-10,2025-04-10,Annual,Amex,Auto-renew,Occasional,Clothing,Sci-Fi,Smart TV,4.9,3 +259,James Young,scottyork@example.org,scottyork,2005-05-14,Female,Cynthialand,2024-02-10,2025-02-09,Annual,Mastercard,Manual,Frequent,Electronics,Action,Smart TV,4.1,2 +260,Jennifer Simmons,matthewvance@example.com,matthewvance,1939-01-22,Female,New Maryshire,2024-01-14,2025-01-13,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,4.1,5 +261,Daryl Conner,carlmartin@example.org,carlmartin,1935-01-11,Male,Kennethview,2024-02-19,2025-02-18,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smartphone,4.9,2 +262,Mary Lee,stephenortiz@example.net,stephenortiz,1961-07-10,Female,East Kyleberg,2024-03-13,2025-03-13,Monthly,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,4.7,8 +263,Manuel Ramos,robertingram@example.org,robertingram,1958-02-03,Male,South Joseph,2024-02-08,2025-02-07,Monthly,Mastercard,Manual,Frequent,Clothing,Romance,Smart TV,3.2,0 +264,Melissa Perez,kgomez@example.com,kgomez,1976-07-31,Female,New Patricia,2024-02-25,2025-02-24,Monthly,Amex,Manual,Occasional,Books,Comedy,Smart TV,3.1,9 +265,Christopher Haynes,williamsrobin@example.com,williamsrobin,1964-11-16,Female,Ricefort,2024-03-12,2025-03-12,Annual,Amex,Auto-renew,Frequent,Electronics,Documentary,Smartphone,3.9,6 +266,James Alvarado,lisa99@example.com,lisa99,1972-01-13,Female,Robertsmouth,2024-03-27,2025-03-27,Annual,Amex,Auto-renew,Regular,Books,Romance,Tablet,4.5,3 +267,Gary Brown,kmaddox@example.net,kmaddox,1962-06-21,Female,North Kelly,2024-02-10,2025-02-09,Annual,Visa,Auto-renew,Regular,Clothing,Documentary,Smartphone,4.7,9 +268,Vickie Beck,rdavis@example.org,rdavis,1968-07-15,Male,East Elizabeth,2024-02-01,2025-01-31,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Tablet,3.3,4 +269,Jordan Lowe,elliottbradley@example.org,elliottbradley,1939-12-27,Female,Austinshire,2024-03-01,2025-03-01,Monthly,Visa,Auto-renew,Regular,Books,Drama,Smart TV,4.7,5 +270,Natalie Vasquez,wescobar@example.org,wescobar,1942-12-14,Male,Shortport,2024-03-14,2025-03-14,Monthly,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.1,5 +271,Juan Gomez,zbishop@example.com,zbishop,2001-11-29,Female,Port Robinport,2024-03-12,2025-03-12,Annual,Amex,Manual,Regular,Electronics,Drama,Smart TV,3.5,1 +272,Denise Wilcox,jamie52@example.net,jamie52,1996-11-18,Male,Lake Holly,2024-01-08,2025-01-07,Monthly,Visa,Manual,Regular,Books,Documentary,Smartphone,3.3,6 +273,Craig Williams,frodriguez@example.org,frodriguez,1960-10-19,Female,Crawfordtown,2024-03-22,2025-03-22,Monthly,Amex,Manual,Regular,Clothing,Action,Smart TV,4.7,4 +274,Brenda Conway,barnesjacob@example.com,barnesjacob,1955-10-08,Male,West Jenniferhaven,2024-01-26,2025-01-25,Annual,Visa,Manual,Occasional,Electronics,Horror,Smartphone,3.7,3 +275,Tracy Hartman,davidcoleman@example.net,davidcoleman,1993-10-18,Female,Meganfort,2024-03-20,2025-03-20,Monthly,Amex,Manual,Frequent,Electronics,Romance,Smartphone,4.6,9 +276,Gina Noble,robinsonraymond@example.com,robinsonraymond,2005-03-14,Male,Mcconnellfurt,2024-01-04,2025-01-03,Annual,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smartphone,5.0,7 +277,Debra Burton,johnsonnicholas@example.org,johnsonnicholas,1957-06-15,Male,Port Meganshire,2024-01-15,2025-01-14,Annual,Mastercard,Manual,Regular,Electronics,Documentary,Smart TV,4.2,10 +278,Jose Baxter,dowen@example.net,dowen,1987-05-10,Female,Lopezfort,2024-02-26,2025-02-25,Monthly,Mastercard,Manual,Frequent,Electronics,Horror,Tablet,4.6,8 +279,Karen Davis,hillderek@example.net,hillderek,1991-08-31,Female,Lake Ricardoburgh,2024-03-01,2025-03-01,Annual,Amex,Auto-renew,Occasional,Books,Comedy,Tablet,4.4,9 +280,Cindy Solis,chelsea06@example.org,chelsea06,1967-06-14,Male,East Oliviafort,2024-04-03,2025-04-03,Monthly,Visa,Manual,Occasional,Clothing,Documentary,Smartphone,4.4,6 +281,Abigail Nichols,michaelgreen@example.net,michaelgreen,1946-04-28,Male,Bobbybury,2024-03-30,2025-03-30,Annual,Mastercard,Manual,Occasional,Clothing,Documentary,Smart TV,4.1,5 +282,Curtis Gilmore,timothy49@example.org,timothy49,1950-04-01,Female,Emilymouth,2024-03-01,2025-03-01,Monthly,Visa,Manual,Frequent,Clothing,Action,Smart TV,4.1,7 +283,Caitlin Martinez,lindaevans@example.net,lindaevans,1997-10-29,Male,Port Rileyshire,2024-03-23,2025-03-23,Monthly,Visa,Manual,Occasional,Electronics,Horror,Smart TV,4.9,8 +284,Dawn Cruz,khernandez@example.com,khernandez,1984-10-18,Male,Chandlerchester,2024-03-23,2025-03-23,Annual,Visa,Manual,Occasional,Electronics,Horror,Smartphone,4.7,1 +285,Debra Garcia,hdennis@example.net,hdennis,1991-12-03,Female,Cardenasside,2024-03-26,2025-03-26,Annual,Mastercard,Auto-renew,Occasional,Books,Documentary,Smart TV,3.1,2 +286,April Schmidt,hector91@example.org,hector91,1994-05-22,Female,Lake Heather,2024-02-13,2025-02-12,Annual,Amex,Manual,Regular,Clothing,Documentary,Tablet,3.7,9 +287,Nicole Bush,cnunez@example.net,cnunez,1981-07-03,Female,New Jonathanchester,2024-01-07,2025-01-06,Annual,Visa,Manual,Regular,Clothing,Action,Tablet,4.9,1 +288,Jose King,anthony12@example.net,anthony12,1940-11-16,Female,Port Charlotte,2024-03-30,2025-03-30,Annual,Visa,Auto-renew,Frequent,Books,Sci-Fi,Tablet,4.4,6 +289,Joseph Ortiz,kholt@example.com,kholt,1969-12-09,Male,Daviesburgh,2024-01-13,2025-01-12,Monthly,Mastercard,Manual,Regular,Clothing,Documentary,Tablet,3.6,8 +290,Mrs. Amanda Brown PhD,christopher90@example.org,christopher90,1946-07-03,Male,Lake Isaactown,2024-03-06,2025-03-06,Monthly,Mastercard,Manual,Regular,Electronics,Comedy,Tablet,4.9,6 +291,Sheila Stephens,martinezjulie@example.com,martinezjulie,2001-05-29,Male,North Susanshire,2024-01-25,2025-01-24,Annual,Visa,Auto-renew,Occasional,Books,Horror,Tablet,3.0,2 +292,Jesse Byrd,michaellopez@example.com,michaellopez,1994-12-14,Female,New Dale,2024-03-21,2025-03-21,Monthly,Visa,Manual,Frequent,Clothing,Comedy,Smart TV,3.8,9 +293,Mary Moore,lromero@example.com,lromero,1996-08-26,Female,Theresahaven,2024-01-28,2025-01-27,Monthly,Visa,Manual,Frequent,Books,Comedy,Smartphone,3.8,4 +294,Michelle Campbell,jeremy23@example.org,jeremy23,1997-02-05,Male,Danielmouth,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Regular,Electronics,Sci-Fi,Smartphone,3.8,10 +295,Jennifer Ross,jennifer65@example.com,jennifer65,1977-03-06,Female,North Bradland,2024-01-28,2025-01-27,Annual,Amex,Manual,Frequent,Clothing,Sci-Fi,Smart TV,3.2,8 +296,Tina Rios,ysilva@example.com,ysilva,1965-06-13,Male,Johnsonside,2024-03-24,2025-03-24,Annual,Mastercard,Manual,Occasional,Clothing,Horror,Smartphone,4.9,8 +297,Brian Boyle,tiffanychambers@example.org,tiffanychambers,1951-03-08,Female,Davisfort,2024-03-02,2025-03-02,Monthly,Visa,Manual,Regular,Electronics,Action,Smart TV,4.8,0 +298,Bryan Robertson,vduke@example.net,vduke,1940-05-09,Male,Mitchellbury,2024-04-11,2025-04-11,Annual,Mastercard,Manual,Occasional,Books,Drama,Smart TV,5.0,9 +299,Amy Luna,vbrown@example.org,vbrown,1993-12-11,Female,West Maria,2024-04-04,2025-04-04,Monthly,Amex,Manual,Regular,Books,Action,Tablet,3.9,9 +300,Justin Sherman,frodriguez@example.net,frodriguez,2000-08-31,Female,Daviston,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Frequent,Electronics,Documentary,Tablet,3.7,2 +301,Andre Ortiz,zross@example.org,zross,1974-11-22,Male,Kathleenmouth,2024-01-02,2025-01-01,Monthly,Mastercard,Auto-renew,Regular,Books,Horror,Tablet,4.5,9 +302,Carrie Benton,gsantos@example.net,gsantos,1947-06-13,Male,Lake Lisamouth,2024-02-21,2025-02-20,Monthly,Amex,Manual,Regular,Books,Comedy,Smartphone,3.6,9 +303,Jordan Jacobs,kim65@example.org,kim65,1945-08-12,Female,New Melvin,2024-02-17,2025-02-16,Annual,Mastercard,Auto-renew,Frequent,Clothing,Romance,Tablet,4.4,1 +304,Shannon Jackson,craigjackson@example.org,craigjackson,1981-04-17,Female,Ginaville,2024-03-29,2025-03-29,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smartphone,4.5,4 +305,Eric Yates,rsanders@example.org,rsanders,1947-05-22,Female,Ginaside,2024-01-03,2025-01-02,Monthly,Amex,Auto-renew,Frequent,Books,Action,Tablet,4.6,10 +306,John Black,dylananderson@example.org,dylananderson,1992-10-13,Female,Port Patriciamouth,2024-02-12,2025-02-11,Monthly,Amex,Manual,Regular,Electronics,Comedy,Tablet,4.4,0 +307,Diane Cannon,jessicaruiz@example.net,jessicaruiz,2004-02-24,Female,Dustinview,2024-02-05,2025-02-04,Monthly,Visa,Manual,Occasional,Clothing,Drama,Tablet,3.2,8 +308,Patrick Martinez,montgomerysarah@example.net,montgomerysarah,2005-08-25,Male,West Tammy,2024-01-13,2025-01-12,Annual,Visa,Manual,Occasional,Clothing,Documentary,Tablet,4.7,8 +309,Veronica Cox,rmartin@example.net,rmartin,1971-09-03,Male,Lake Dylan,2024-03-11,2025-03-11,Annual,Amex,Manual,Frequent,Electronics,Horror,Smartphone,3.8,8 +310,Nancy Turner,henryhannah@example.net,henryhannah,1989-05-26,Female,West Lindaville,2024-01-12,2025-01-11,Monthly,Amex,Manual,Regular,Electronics,Documentary,Smartphone,4.0,3 +311,Rachel Fields DVM,marilyn42@example.com,marilyn42,1986-02-28,Female,Alexisborough,2024-01-29,2025-01-28,Monthly,Mastercard,Manual,Regular,Clothing,Documentary,Tablet,4.9,5 +312,Daniel Osborn,coxlouis@example.com,coxlouis,1995-11-09,Male,Loweborough,2024-01-12,2025-01-11,Annual,Visa,Auto-renew,Occasional,Books,Romance,Tablet,3.4,2 +313,Richard Brewer,fmccarthy@example.com,fmccarthy,1979-11-07,Female,South Erik,2024-04-06,2025-04-06,Monthly,Amex,Manual,Occasional,Books,Horror,Tablet,3.3,4 +314,Joseph Davis,rgreer@example.org,rgreer,1997-11-26,Male,South Brandon,2024-04-13,2025-04-13,Monthly,Mastercard,Auto-renew,Frequent,Books,Documentary,Smartphone,3.6,1 +315,Sarah Wilson,matthewgutierrez@example.org,matthewgutierrez,1935-08-25,Male,Harrisbury,2024-01-30,2025-01-29,Monthly,Amex,Auto-renew,Occasional,Books,Sci-Fi,Smart TV,4.3,8 +316,Christy Schultz,nayala@example.org,nayala,1936-12-21,Female,Port Zacharyborough,2024-03-07,2025-03-07,Annual,Mastercard,Auto-renew,Regular,Books,Action,Smart TV,3.4,4 +317,Javier Vang,jchang@example.net,jchang,1953-07-15,Female,Lake Sandrafort,2024-02-27,2025-02-26,Monthly,Amex,Manual,Frequent,Clothing,Drama,Smartphone,4.2,1 +318,Maria Savage,linda39@example.org,linda39,1952-06-14,Male,Allenmouth,2024-02-03,2025-02-02,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Romance,Tablet,4.4,10 +319,Ryan Brown,jared97@example.org,jared97,1978-10-06,Female,East Mandyton,2024-02-06,2025-02-05,Annual,Amex,Auto-renew,Occasional,Electronics,Drama,Tablet,4.1,4 +320,Melanie Cooper,tonyamckenzie@example.net,tonyamckenzie,1963-08-12,Male,Lake Anna,2024-01-16,2025-01-15,Annual,Visa,Manual,Frequent,Books,Drama,Tablet,3.6,5 +321,Christina Rogers,hallkendra@example.net,hallkendra,1959-01-10,Female,West Justin,2024-03-11,2025-03-11,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Tablet,3.4,10 +322,Rachael Jarvis,arthur24@example.org,arthur24,1995-04-09,Male,Travisview,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Regular,Books,Romance,Smart TV,3.4,8 +323,Mark Vasquez,thompsonevelyn@example.org,thompsonevelyn,2005-10-22,Male,Martinezhaven,2024-03-03,2025-03-03,Annual,Mastercard,Manual,Frequent,Clothing,Comedy,Tablet,4.2,0 +324,Mr. Kevin Johnson DVM,tinarusso@example.net,tinarusso,1961-03-19,Male,Hancockburgh,2024-02-18,2025-02-17,Monthly,Amex,Manual,Regular,Electronics,Horror,Smartphone,4.0,9 +325,John Moses,joshua91@example.com,joshua91,1966-03-08,Male,North Reneebury,2024-02-15,2025-02-14,Annual,Visa,Auto-renew,Occasional,Clothing,Drama,Tablet,3.1,10 +326,John Velez,marcushicks@example.net,marcushicks,1969-05-18,Female,Nathanielland,2024-03-31,2025-03-31,Monthly,Amex,Manual,Frequent,Books,Action,Smart TV,5.0,10 +327,James Kim,bonnielewis@example.org,bonnielewis,1990-03-31,Female,Rodriguezhaven,2024-03-17,2025-03-17,Monthly,Amex,Manual,Regular,Electronics,Drama,Smart TV,3.6,5 +328,Dr. Michele Butler,hjohnston@example.net,hjohnston,1997-09-16,Male,Lucaston,2024-02-20,2025-02-19,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Smart TV,3.9,3 +329,Alexander Kelley,opitts@example.com,opitts,1994-10-29,Female,Port Mark,2024-03-28,2025-03-28,Monthly,Visa,Auto-renew,Frequent,Books,Documentary,Smart TV,3.8,8 +330,Catherine Dunlap,spierce@example.net,spierce,1988-06-03,Male,Lake Matthew,2024-04-11,2025-04-11,Annual,Visa,Auto-renew,Frequent,Electronics,Sci-Fi,Smart TV,3.7,7 +331,Cheryl Spence,matthewjohnson@example.org,matthewjohnson,1945-04-28,Male,Deanland,2024-03-22,2025-03-22,Annual,Mastercard,Manual,Regular,Books,Comedy,Smartphone,3.4,8 +332,Jacob Black,felicia70@example.com,felicia70,1952-10-15,Female,Floresside,2024-01-08,2025-01-07,Monthly,Amex,Auto-renew,Occasional,Books,Horror,Tablet,3.1,1 +333,Morgan Wilkinson,nashtyler@example.com,nashtyler,1950-04-08,Female,Josephfurt,2024-01-04,2025-01-03,Monthly,Amex,Manual,Occasional,Clothing,Comedy,Smartphone,4.8,6 +334,Nicole Robinson,huberisaac@example.com,huberisaac,1968-04-18,Male,Port Heather,2024-02-05,2025-02-04,Monthly,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,5.0,9 +335,Anne Mcmillan,trobertson@example.org,trobertson,1985-12-23,Male,Troybury,2024-01-17,2025-01-16,Monthly,Visa,Auto-renew,Regular,Clothing,Romance,Smart TV,3.8,7 +336,Jeffery Diaz,ghumphrey@example.com,ghumphrey,1996-06-21,Female,New Nicholasmouth,2024-02-21,2025-02-20,Annual,Visa,Auto-renew,Regular,Books,Drama,Tablet,5.0,4 +337,Carlos Rodriguez,jwilkins@example.net,jwilkins,1973-07-10,Male,Whitneyfort,2024-01-03,2025-01-02,Annual,Visa,Auto-renew,Occasional,Books,Drama,Smartphone,3.7,10 +338,Shannon Stevens,jwilson@example.com,jwilson,1989-11-19,Male,West Thomas,2024-01-05,2025-01-04,Monthly,Mastercard,Manual,Frequent,Books,Documentary,Smart TV,3.8,3 +339,Mitchell Hansen,irogers@example.org,irogers,1974-02-24,Female,Hudsonville,2024-01-13,2025-01-12,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Tablet,5.0,8 +340,Kerry Johnson,nschneider@example.com,nschneider,1961-06-10,Female,North Melissachester,2024-01-27,2025-01-26,Monthly,Amex,Auto-renew,Regular,Books,Action,Smartphone,3.8,1 +341,Jonathan Soto,rfrench@example.org,rfrench,1936-12-09,Female,West Mariah,2024-03-16,2025-03-16,Annual,Mastercard,Auto-renew,Regular,Electronics,Horror,Smartphone,3.0,9 +342,Michelle Ferguson,nathan22@example.org,nathan22,1967-12-20,Female,East Elizabeth,2024-02-05,2025-02-04,Monthly,Mastercard,Manual,Frequent,Books,Romance,Smart TV,3.5,3 +343,Derek Mercer,kristina99@example.net,kristina99,1934-08-14,Male,Hunterland,2024-04-11,2025-04-11,Annual,Amex,Manual,Occasional,Books,Documentary,Tablet,4.3,4 +344,Heather Howard,robinsonduane@example.com,robinsonduane,1994-06-03,Female,East Josephside,2024-03-01,2025-03-01,Annual,Visa,Manual,Occasional,Clothing,Romance,Tablet,3.3,6 +345,Cynthia Phillips,carlsonrachel@example.net,carlsonrachel,1995-01-04,Male,South Adamland,2024-01-08,2025-01-07,Annual,Mastercard,Auto-renew,Frequent,Books,Comedy,Smartphone,3.6,3 +346,Matthew Ruiz,april31@example.com,april31,1940-10-19,Male,Martinfort,2024-04-01,2025-04-01,Monthly,Visa,Auto-renew,Regular,Electronics,Drama,Tablet,4.0,2 +347,Charles Nelson,kaylaschultz@example.com,kaylaschultz,1950-12-04,Male,Erichaven,2024-01-06,2025-01-05,Monthly,Mastercard,Manual,Occasional,Books,Drama,Tablet,3.2,10 +348,Patrick Clarke,debra06@example.net,debra06,1948-01-10,Female,Lake Tarastad,2024-02-27,2025-02-26,Annual,Visa,Manual,Frequent,Books,Romance,Smart TV,3.9,3 +349,Ruben Martinez,williamsariel@example.net,williamsariel,1976-06-27,Male,Brittanyburgh,2024-03-21,2025-03-21,Monthly,Amex,Manual,Regular,Books,Documentary,Smartphone,4.9,0 +350,Michael Chang,tammygonzales@example.net,tammygonzales,1980-12-18,Female,Crossborough,2024-02-24,2025-02-23,Annual,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,4.5,8 +351,Connie Fischer,lwatson@example.org,lwatson,1935-11-23,Female,North Brandonburgh,2024-01-20,2025-01-19,Annual,Visa,Auto-renew,Regular,Electronics,Horror,Tablet,4.0,5 +352,Joseph Williams,jaredlynch@example.org,jaredlynch,2004-09-30,Male,Lake Margaretport,2024-02-24,2025-02-23,Annual,Visa,Auto-renew,Occasional,Electronics,Action,Tablet,4.1,3 +353,David Stokes,ksmith@example.org,ksmith,1967-01-03,Male,Javierfort,2024-03-25,2025-03-25,Monthly,Mastercard,Manual,Frequent,Clothing,Romance,Smartphone,4.9,2 +354,Dawn Vazquez,hgarcia@example.org,hgarcia,1937-09-11,Female,Belindamouth,2024-01-02,2025-01-01,Monthly,Visa,Manual,Occasional,Clothing,Sci-Fi,Tablet,4.6,6 +355,Carrie Jackson,dpowell@example.net,dpowell,1977-10-06,Male,Christineport,2024-04-13,2025-04-13,Annual,Mastercard,Manual,Regular,Books,Romance,Tablet,4.8,9 +356,Kathleen Mclaughlin,james28@example.com,james28,1984-06-19,Female,New Jennifer,2024-03-16,2025-03-16,Monthly,Amex,Manual,Frequent,Electronics,Sci-Fi,Smartphone,3.8,7 +357,Tim Hernandez,michael28@example.org,michael28,1941-01-30,Female,North Jessica,2024-01-22,2025-01-21,Monthly,Amex,Manual,Occasional,Books,Comedy,Tablet,4.2,5 +358,William Stephens,langmary@example.net,langmary,1955-03-21,Female,Scottton,2024-03-28,2025-03-28,Monthly,Amex,Manual,Regular,Electronics,Romance,Smart TV,3.8,1 +359,Misty Lopez,clayblake@example.net,clayblake,1943-09-19,Male,Port Cole,2024-03-25,2025-03-25,Annual,Visa,Auto-renew,Regular,Books,Sci-Fi,Smart TV,3.1,9 +360,Teresa Richardson,stacywolfe@example.com,stacywolfe,1978-07-28,Female,Port Jonathan,2024-01-25,2025-01-24,Annual,Mastercard,Manual,Regular,Books,Horror,Smart TV,3.8,3 +361,Donald Davis,frenchgail@example.com,frenchgail,1984-03-16,Female,East Christopherside,2024-01-19,2025-01-18,Annual,Amex,Auto-renew,Frequent,Books,Documentary,Smartphone,4.1,5 +362,Kenneth Lopez,delgadokayla@example.org,delgadokayla,1989-09-22,Female,Barnesland,2024-01-11,2025-01-10,Monthly,Amex,Manual,Regular,Books,Drama,Tablet,3.0,2 +363,Maria Johnson,connorfranklin@example.com,connorfranklin,1992-03-25,Female,New Cory,2024-01-24,2025-01-23,Annual,Visa,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,4.4,4 +364,Robert Nelson,josephalvarez@example.org,josephalvarez,1940-08-23,Female,Stevenview,2024-02-22,2025-02-21,Monthly,Amex,Manual,Occasional,Clothing,Horror,Tablet,3.9,2 +365,James Villa,jenniferwallace@example.org,jenniferwallace,1946-07-26,Female,Stephensshire,2024-01-03,2025-01-02,Annual,Amex,Auto-renew,Occasional,Electronics,Action,Smartphone,3.7,8 +366,Ryan Deleon,tanya47@example.org,tanya47,1999-11-22,Female,Dawnfurt,2024-03-14,2025-03-14,Annual,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Smartphone,3.1,9 +367,Patricia Bell,lpowell@example.net,lpowell,1984-12-12,Female,South Garyborough,2024-03-22,2025-03-22,Annual,Amex,Manual,Occasional,Clothing,Romance,Smartphone,3.7,3 +368,Corey Cannon,christopherwilkerson@example.net,christopherwilkerson,1990-03-31,Male,East Crystal,2024-04-12,2025-04-12,Annual,Mastercard,Manual,Regular,Electronics,Action,Tablet,4.5,2 +369,Katherine Hinton,jbaker@example.net,jbaker,1999-09-30,Female,Angelahaven,2024-01-02,2025-01-01,Annual,Amex,Auto-renew,Frequent,Books,Horror,Smartphone,3.8,1 +370,Amy Spencer,vriley@example.com,vriley,1975-02-13,Female,East Katherine,2024-01-11,2025-01-10,Annual,Visa,Auto-renew,Frequent,Books,Horror,Smartphone,4.9,5 +371,Michele Dawson,stewartmadison@example.net,stewartmadison,1962-06-19,Female,Lake Joseph,2024-03-01,2025-03-01,Annual,Mastercard,Auto-renew,Regular,Clothing,Horror,Tablet,4.2,10 +372,Jay Phillips,yvette22@example.com,yvette22,1959-08-14,Female,New Sheila,2024-02-05,2025-02-04,Annual,Amex,Manual,Occasional,Electronics,Comedy,Smart TV,4.6,5 +373,Brian Greene,nancychang@example.net,nancychang,1968-02-12,Male,South Jane,2024-04-10,2025-04-10,Monthly,Visa,Manual,Regular,Electronics,Action,Smart TV,4.6,4 +374,Timothy Cox,stephen87@example.net,stephen87,1963-06-07,Male,New John,2024-02-07,2025-02-06,Annual,Visa,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.9,4 +375,Robert Nelson,bacosta@example.com,bacosta,1974-10-04,Female,Andersonstad,2024-02-03,2025-02-02,Monthly,Mastercard,Auto-renew,Regular,Books,Sci-Fi,Smartphone,3.7,3 +376,Thomas Castro,wilkinsonrachel@example.com,wilkinsonrachel,1966-11-28,Female,Markfort,2024-02-01,2025-01-31,Annual,Amex,Auto-renew,Regular,Electronics,Comedy,Smart TV,4.8,10 +377,Victor Armstrong,durancolin@example.org,durancolin,1963-01-24,Female,North Robertahaven,2024-04-05,2025-04-05,Monthly,Visa,Manual,Regular,Books,Comedy,Smartphone,4.8,7 +378,Anne Smith,smithlee@example.net,smithlee,1961-10-05,Female,Lake Autumnside,2024-01-31,2025-01-30,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smartphone,3.5,8 +379,Jerry Dawson,ielliott@example.net,ielliott,1972-03-05,Male,Glovermouth,2024-03-29,2025-03-29,Monthly,Amex,Manual,Frequent,Clothing,Romance,Tablet,4.7,3 +380,Samantha Lucas,gregorybrittney@example.net,gregorybrittney,1951-03-25,Female,North Kelly,2024-03-19,2025-03-19,Monthly,Amex,Auto-renew,Frequent,Electronics,Horror,Smartphone,4.8,4 +381,Jennifer Romero,gatescharles@example.org,gatescharles,1939-06-16,Male,North Markmouth,2024-04-10,2025-04-10,Monthly,Visa,Manual,Occasional,Books,Horror,Smartphone,4.4,6 +382,Taylor Mcclure,yjones@example.net,yjones,1942-07-10,Male,Elizabethstad,2024-02-02,2025-02-01,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Tablet,4.1,8 +383,Jeffery Spence,xthomas@example.org,xthomas,1998-02-08,Female,Port Glenn,2024-03-04,2025-03-04,Monthly,Mastercard,Manual,Frequent,Electronics,Comedy,Tablet,4.7,4 +384,Nicholas Curry,jodiweiss@example.net,jodiweiss,1956-08-09,Female,West Joelton,2024-03-25,2025-03-25,Annual,Mastercard,Auto-renew,Frequent,Electronics,Horror,Tablet,3.4,0 +385,Benjamin Kelly,prodriguez@example.net,prodriguez,1975-07-27,Female,West Williamville,2024-02-07,2025-02-06,Annual,Mastercard,Manual,Occasional,Books,Comedy,Smartphone,3.9,3 +386,Nicholas Nicholson,megan54@example.org,megan54,1981-03-26,Male,Michaelborough,2024-01-07,2025-01-06,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smartphone,4.5,9 +387,Frances Wilson,brittany61@example.net,brittany61,1957-04-09,Male,New Mark,2024-01-26,2025-01-25,Annual,Amex,Auto-renew,Occasional,Clothing,Comedy,Smartphone,3.1,6 +388,Richard Soto,simmonssandra@example.com,simmonssandra,2002-09-25,Female,Tylerberg,2024-01-16,2025-01-15,Annual,Mastercard,Auto-renew,Frequent,Electronics,Horror,Smartphone,3.2,1 +389,Angela Walker,martinezsamuel@example.com,martinezsamuel,1980-12-08,Male,Timothyview,2024-02-19,2025-02-18,Annual,Amex,Manual,Occasional,Clothing,Horror,Smart TV,3.7,9 +390,Carl Parker,oanderson@example.org,oanderson,1961-05-28,Male,Leeport,2024-01-06,2025-01-05,Monthly,Mastercard,Auto-renew,Regular,Clothing,Drama,Smart TV,4.7,7 +391,Brooke Stewart,johnramirez@example.com,johnramirez,1959-04-25,Male,West Mary,2024-04-10,2025-04-10,Monthly,Mastercard,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,3.8,4 +392,Amy Vasquez DDS,tcooper@example.net,tcooper,1955-09-16,Male,Cruzborough,2024-03-11,2025-03-11,Annual,Visa,Manual,Occasional,Clothing,Comedy,Smartphone,4.8,9 +393,Joshua Powell,kellypeter@example.org,kellypeter,1965-03-09,Male,Brianmouth,2024-03-25,2025-03-25,Annual,Visa,Auto-renew,Frequent,Books,Romance,Smartphone,5.0,6 +394,Whitney White,darlene61@example.org,darlene61,1963-04-17,Female,Veronicabury,2024-02-03,2025-02-02,Annual,Amex,Auto-renew,Occasional,Electronics,Horror,Smartphone,4.5,9 +395,Rhonda Coleman,ehudson@example.com,ehudson,2002-03-25,Male,Tonyaberg,2024-03-01,2025-03-01,Monthly,Amex,Auto-renew,Frequent,Clothing,Horror,Smart TV,3.1,10 +396,Jason Schmidt,ryanwalsh@example.com,ryanwalsh,1944-04-26,Male,Jeffreyport,2024-03-27,2025-03-27,Annual,Mastercard,Auto-renew,Regular,Electronics,Drama,Smart TV,3.2,0 +397,Andrew Johnson,thomascallahan@example.org,thomascallahan,1957-12-17,Male,Port Sue,2024-03-04,2025-03-04,Annual,Visa,Manual,Frequent,Electronics,Horror,Tablet,4.5,1 +398,Chelsea Terrell,irodriguez@example.org,irodriguez,1961-09-29,Female,South Travis,2024-01-22,2025-01-21,Monthly,Visa,Manual,Regular,Clothing,Horror,Smart TV,4.7,4 +399,Kevin Bridges,acline@example.org,acline,1963-03-07,Male,East Joshuaburgh,2024-01-26,2025-01-25,Monthly,Visa,Auto-renew,Frequent,Books,Romance,Smart TV,3.2,2 +400,Steven Moody,kimberly19@example.com,kimberly19,1986-06-24,Male,Lake William,2024-04-13,2025-04-13,Annual,Amex,Manual,Occasional,Clothing,Comedy,Smart TV,4.4,7 +401,Gina Aguilar,troy03@example.com,troy03,1994-10-15,Male,Karenborough,2024-01-29,2025-01-28,Monthly,Visa,Manual,Occasional,Books,Romance,Smartphone,4.8,2 +402,Olivia Harper,twilliams@example.com,twilliams,2004-06-22,Female,Port Charles,2024-02-27,2025-02-26,Annual,Amex,Auto-renew,Frequent,Electronics,Documentary,Smartphone,4.0,6 +403,Christian Pruitt,andrea81@example.com,andrea81,1999-01-16,Male,Amandamouth,2024-02-10,2025-02-09,Monthly,Amex,Manual,Occasional,Books,Sci-Fi,Tablet,4.2,0 +404,Mark Rojas,marshlori@example.net,marshlori,1942-11-03,Female,Parkerfort,2024-03-13,2025-03-13,Annual,Visa,Manual,Frequent,Clothing,Drama,Smart TV,4.7,5 +405,Dr. Kelly Burgess,yatesmichael@example.net,yatesmichael,2003-01-28,Male,West Jillstad,2024-02-15,2025-02-14,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smartphone,3.1,0 +406,Kiara Herrera,koconnor@example.com,koconnor,1954-07-17,Male,Simsland,2024-02-07,2025-02-06,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Smartphone,3.1,4 +407,Christina Steele,pfoster@example.net,pfoster,1941-01-29,Female,Ryanburgh,2024-01-20,2025-01-19,Monthly,Visa,Auto-renew,Regular,Books,Horror,Tablet,4.1,0 +408,Thomas Espinoza,ycoleman@example.com,ycoleman,1951-03-30,Female,Boyerville,2024-01-14,2025-01-13,Annual,Mastercard,Auto-renew,Frequent,Electronics,Romance,Tablet,4.1,9 +409,Joseph Young,moyerkatherine@example.org,moyerkatherine,1958-10-26,Female,New Pamela,2024-03-08,2025-03-08,Monthly,Mastercard,Manual,Regular,Clothing,Documentary,Tablet,4.1,9 +410,Carlos Taylor,brandon60@example.net,brandon60,1964-12-17,Female,Roachville,2024-01-22,2025-01-21,Monthly,Amex,Auto-renew,Regular,Electronics,Comedy,Smartphone,4.6,6 +411,Christine Davis,meghan96@example.net,meghan96,1956-09-10,Female,East Christopherton,2024-01-10,2025-01-09,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smartphone,4.4,8 +412,Mark Lee,harperpatricia@example.com,harperpatricia,1934-04-03,Male,East Carolyn,2024-03-07,2025-03-07,Annual,Amex,Auto-renew,Regular,Electronics,Action,Tablet,3.5,3 +413,Matthew Johnson,carmen60@example.org,carmen60,1971-04-23,Male,South Nicoleport,2024-03-21,2025-03-21,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Smartphone,4.7,1 +414,Katrina Hampton,eileenwilliams@example.com,eileenwilliams,1975-03-13,Male,Port Michael,2024-02-24,2025-02-23,Annual,Visa,Auto-renew,Occasional,Books,Comedy,Smart TV,4.7,7 +415,Russell Becker,williamstheresa@example.org,williamstheresa,1975-03-22,Female,Whitebury,2024-03-28,2025-03-28,Annual,Amex,Manual,Occasional,Clothing,Drama,Smartphone,3.3,6 +416,Katie Morris,duncanfelicia@example.net,duncanfelicia,1981-12-25,Male,Deleontown,2024-02-29,2025-02-28,Monthly,Amex,Manual,Frequent,Electronics,Documentary,Smartphone,3.5,1 +417,Zachary Mccoy,sanchezerin@example.net,sanchezerin,1987-01-27,Male,West Emilyborough,2024-02-05,2025-02-04,Monthly,Visa,Manual,Regular,Books,Sci-Fi,Smartphone,3.4,6 +418,Leslie Peters,ktaylor@example.org,ktaylor,1968-03-30,Male,Lake James,2024-02-19,2025-02-18,Monthly,Mastercard,Manual,Frequent,Books,Romance,Smart TV,3.5,2 +419,Christina Patterson,ethanhall@example.org,ethanhall,1985-11-04,Female,Rogersland,2024-03-16,2025-03-16,Monthly,Amex,Manual,Regular,Electronics,Comedy,Smartphone,3.5,10 +420,Kyle Williams,xreyes@example.net,xreyes,1940-02-27,Male,Lopezmouth,2024-04-02,2025-04-02,Monthly,Visa,Manual,Occasional,Books,Action,Smartphone,4.7,6 +421,Brian Campos,aliciamckinney@example.com,aliciamckinney,1998-12-26,Female,Wallsfurt,2024-04-04,2025-04-04,Annual,Amex,Manual,Occasional,Electronics,Drama,Smart TV,3.9,1 +422,Susan Hanson,williammcintyre@example.com,williammcintyre,1956-03-08,Male,Cameronside,2024-01-30,2025-01-29,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,4.3,4 +423,Kathy Patterson,evelynbullock@example.net,evelynbullock,1986-08-17,Male,New Courtneyton,2024-03-25,2025-03-25,Annual,Mastercard,Auto-renew,Frequent,Clothing,Horror,Tablet,4.5,7 +424,Ann Jackson,hollymccarty@example.net,hollymccarty,1967-12-04,Female,Port Amy,2024-03-25,2025-03-25,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,3.1,2 +425,John Edwards,nolancheryl@example.net,nolancheryl,1944-08-31,Male,Randallhaven,2024-02-16,2025-02-15,Monthly,Visa,Manual,Occasional,Clothing,Sci-Fi,Smartphone,4.8,4 +426,Mary Stewart,barbara18@example.net,barbara18,1969-12-31,Male,Lake Ryan,2024-02-15,2025-02-14,Monthly,Amex,Auto-renew,Regular,Clothing,Romance,Tablet,4.8,9 +427,James Benson,gmay@example.org,gmay,1942-05-11,Female,Steinfort,2024-03-29,2025-03-29,Annual,Mastercard,Manual,Regular,Books,Drama,Tablet,3.8,5 +428,Anthony Ramirez,wardkelly@example.net,wardkelly,2001-07-05,Male,Jonesborough,2024-01-30,2025-01-29,Annual,Amex,Auto-renew,Frequent,Electronics,Drama,Smartphone,4.6,6 +429,Wayne Walker,andrewsjames@example.org,andrewsjames,1956-04-13,Male,Kurtstad,2024-01-12,2025-01-11,Annual,Mastercard,Manual,Regular,Electronics,Action,Smartphone,3.0,9 +430,David Osborne,lambertkimberly@example.com,lambertkimberly,1998-09-22,Male,Johntown,2024-04-05,2025-04-05,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.1,4 +431,Dana Scott,matthewhayden@example.com,matthewhayden,1955-10-22,Male,Austinside,2024-02-11,2025-02-10,Annual,Amex,Manual,Occasional,Clothing,Horror,Smartphone,4.3,4 +432,Madison Shaw,edwardanderson@example.com,edwardanderson,1943-10-01,Female,Lake Timothy,2024-02-21,2025-02-20,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Action,Smart TV,4.7,6 +433,Tanya Hall,sandovalmarco@example.org,sandovalmarco,1990-04-19,Male,South Scottburgh,2024-03-28,2025-03-28,Annual,Amex,Manual,Regular,Clothing,Sci-Fi,Tablet,4.0,4 +434,William Rangel,mahoneyanthony@example.com,mahoneyanthony,1955-10-30,Female,Vanessastad,2024-01-03,2025-01-02,Annual,Mastercard,Auto-renew,Regular,Books,Drama,Smart TV,4.0,10 +435,Tanya Ramirez,arnoldlinda@example.org,arnoldlinda,1994-11-29,Female,Lake Matthewtown,2024-04-09,2025-04-09,Annual,Amex,Auto-renew,Occasional,Electronics,Drama,Smart TV,3.9,5 +436,Mary Jones,imayer@example.net,imayer,1962-02-14,Female,New Joseph,2024-02-06,2025-02-05,Annual,Visa,Manual,Regular,Clothing,Documentary,Smartphone,4.8,0 +437,Dawn Malone,ggilbert@example.net,ggilbert,1966-12-07,Female,Victoriaton,2024-03-09,2025-03-09,Annual,Mastercard,Auto-renew,Regular,Electronics,Action,Smartphone,4.6,9 +438,Sherry Benson,aaron70@example.net,aaron70,1986-11-04,Male,North Mariotown,2024-01-18,2025-01-17,Annual,Mastercard,Auto-renew,Regular,Clothing,Action,Tablet,4.7,3 +439,Sarah Saunders,hjones@example.com,hjones,1969-05-07,Male,Annchester,2024-03-29,2025-03-29,Monthly,Mastercard,Manual,Occasional,Electronics,Action,Smart TV,4.5,7 +440,Andrew Castro,zacharyhuff@example.org,zacharyhuff,1947-08-07,Male,North Timothychester,2024-03-06,2025-03-06,Annual,Visa,Manual,Frequent,Books,Comedy,Tablet,5.0,7 +441,Pamela Martinez,mario50@example.org,mario50,1994-09-15,Male,East Jasmine,2024-01-19,2025-01-18,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Horror,Smart TV,3.5,4 +442,Debra Davis,laceybrown@example.net,laceybrown,1975-11-10,Female,Lake Jennifer,2024-04-05,2025-04-05,Annual,Amex,Manual,Regular,Electronics,Sci-Fi,Smartphone,4.9,2 +443,Terry Jones,kayleearroyo@example.net,kayleearroyo,1976-03-26,Male,Matthewfurt,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Regular,Books,Romance,Smart TV,4.6,9 +444,Brent Key,sburke@example.com,sburke,1957-04-24,Male,Gonzalezland,2024-01-08,2025-01-07,Annual,Amex,Manual,Frequent,Books,Romance,Smart TV,3.5,5 +445,Matthew Perez,jason06@example.org,jason06,1943-01-25,Female,Rachelbury,2024-03-07,2025-03-07,Annual,Amex,Auto-renew,Occasional,Electronics,Action,Smartphone,3.1,0 +446,Anne Green,ycase@example.com,ycase,1936-09-11,Male,South Alexander,2024-03-09,2025-03-09,Annual,Mastercard,Auto-renew,Regular,Electronics,Romance,Smartphone,3.4,7 +447,Dawn Parker,gschaefer@example.net,gschaefer,2000-12-15,Male,Andrewville,2024-01-29,2025-01-28,Monthly,Mastercard,Manual,Occasional,Electronics,Romance,Smartphone,4.1,10 +448,Jennifer French,kwilson@example.net,kwilson,1944-01-20,Female,East Sheryl,2024-02-04,2025-02-03,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.8,7 +449,Jerry Cross,wwilson@example.com,wwilson,1956-06-02,Female,West Jasmine,2024-02-29,2025-02-28,Annual,Mastercard,Manual,Regular,Clothing,Action,Smart TV,3.8,7 +450,Michael Collins,bryantjennifer@example.org,bryantjennifer,1935-11-18,Female,Thompsonton,2024-02-28,2025-02-27,Annual,Amex,Manual,Frequent,Electronics,Drama,Smartphone,4.1,4 +451,Jessica Fleming,jenniferrivera@example.org,jenniferrivera,1934-03-19,Male,South Christopherburgh,2024-03-12,2025-03-12,Annual,Mastercard,Manual,Regular,Electronics,Drama,Tablet,4.7,2 +452,James Horn,petercook@example.com,petercook,1957-06-04,Male,Maureenmouth,2024-03-14,2025-03-14,Annual,Mastercard,Manual,Occasional,Electronics,Action,Smartphone,3.5,10 +453,David Simpson,alexandrashelton@example.org,alexandrashelton,1982-12-29,Male,Jamesview,2024-01-21,2025-01-20,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,5.0,1 +454,James Perez,mhardy@example.org,mhardy,1989-01-30,Female,Riceton,2024-01-27,2025-01-26,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smartphone,4.2,5 +455,Vincent Alvarado,morgansoto@example.org,morgansoto,1940-02-20,Female,Cassandramouth,2024-01-07,2025-01-06,Annual,Visa,Auto-renew,Frequent,Electronics,Drama,Smartphone,3.3,6 +456,Nancy Clark,jameskim@example.com,jameskim,1989-11-12,Male,East Thomasfort,2024-03-23,2025-03-23,Annual,Visa,Manual,Regular,Electronics,Drama,Smartphone,4.3,8 +457,Jackson Owens,ramoskayla@example.net,ramoskayla,1954-03-26,Female,Clarenceborough,2024-02-29,2025-02-28,Monthly,Visa,Manual,Frequent,Books,Documentary,Smart TV,4.3,1 +458,Megan Castaneda,estradaholly@example.net,estradaholly,2006-03-03,Male,Wellsville,2024-03-26,2025-03-26,Monthly,Visa,Manual,Occasional,Books,Drama,Tablet,4.3,9 +459,Kristina Barrera,michaeljohnson@example.net,michaeljohnson,1986-04-21,Female,Smithview,2024-04-03,2025-04-03,Annual,Visa,Manual,Regular,Books,Comedy,Smart TV,4.4,1 +460,Keith Harding,christopherjohnson@example.com,christopherjohnson,1967-03-26,Male,Larryside,2024-01-26,2025-01-25,Monthly,Amex,Manual,Occasional,Clothing,Documentary,Tablet,3.1,10 +461,John Smith,woodsdavid@example.org,woodsdavid,1969-04-07,Male,Lake Amber,2024-02-23,2025-02-22,Annual,Visa,Manual,Frequent,Electronics,Romance,Smartphone,4.3,0 +462,Cindy Valenzuela,hicksjulia@example.org,hicksjulia,1975-01-27,Male,Jorgechester,2024-04-04,2025-04-04,Annual,Visa,Auto-renew,Occasional,Clothing,Documentary,Smart TV,3.2,6 +463,David Edwards,riveramary@example.com,riveramary,1974-06-19,Male,Pachecoville,2024-04-14,2025-04-14,Monthly,Mastercard,Manual,Regular,Electronics,Comedy,Smart TV,3.2,3 +464,Mark Ruiz,igross@example.org,igross,1944-12-07,Female,Gonzalezshire,2024-01-21,2025-01-20,Monthly,Amex,Auto-renew,Regular,Clothing,Sci-Fi,Smartphone,4.8,3 +465,Amanda Dunn,onealryan@example.com,onealryan,1980-08-28,Female,Craigberg,2024-02-04,2025-02-03,Annual,Mastercard,Auto-renew,Occasional,Clothing,Action,Tablet,4.3,9 +466,Thomas Jones,jennifer93@example.org,jennifer93,1988-01-26,Female,Jamesshire,2024-03-11,2025-03-11,Monthly,Mastercard,Manual,Occasional,Books,Action,Tablet,3.8,0 +467,Joseph Payne,jeremy97@example.net,jeremy97,1997-10-12,Female,Lake Shelley,2024-01-11,2025-01-10,Annual,Amex,Manual,Regular,Books,Sci-Fi,Smartphone,4.8,6 +468,Krista Franklin,ycruz@example.com,ycruz,1989-10-21,Female,Adriennemouth,2024-01-26,2025-01-25,Annual,Mastercard,Auto-renew,Occasional,Electronics,Action,Tablet,4.8,2 +469,Dwayne Lopez,uwebb@example.com,uwebb,1985-07-18,Female,East Jodyview,2024-01-10,2025-01-09,Monthly,Mastercard,Auto-renew,Regular,Clothing,Documentary,Smart TV,3.6,9 +470,Jesse Pacheco,robertsdeanna@example.org,robertsdeanna,1969-12-28,Male,Amandaville,2024-02-03,2025-02-02,Annual,Amex,Manual,Frequent,Books,Documentary,Smartphone,4.5,10 +471,Jose Benson,robert10@example.com,robert10,2001-06-30,Female,Bushhaven,2024-04-14,2025-04-14,Annual,Amex,Manual,Frequent,Books,Comedy,Smart TV,4.7,0 +472,Michelle Dorsey,marshallstephen@example.net,marshallstephen,1952-09-22,Female,New Katelyn,2024-04-10,2025-04-10,Annual,Amex,Manual,Regular,Clothing,Drama,Tablet,4.7,2 +473,Jesse Zavala,pughkaren@example.org,pughkaren,1961-12-17,Male,South Trevor,2024-01-28,2025-01-27,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,3.9,3 +474,John Brown,lindaparks@example.com,lindaparks,1981-12-09,Male,Richardsmouth,2024-02-03,2025-02-02,Monthly,Mastercard,Manual,Regular,Electronics,Action,Smart TV,4.9,7 +475,Scott Leblanc,andersonjaime@example.org,andersonjaime,1944-09-17,Female,East Victoria,2024-03-26,2025-03-26,Monthly,Amex,Manual,Occasional,Electronics,Sci-Fi,Smartphone,3.1,1 +476,Lisa Thomas,merrittmichael@example.com,merrittmichael,1973-09-04,Male,West Nicole,2024-02-10,2025-02-09,Annual,Visa,Manual,Frequent,Clothing,Drama,Smartphone,4.0,4 +477,Dennis Moore,jaclyn55@example.org,jaclyn55,2005-10-15,Female,Lake Andreabury,2024-03-24,2025-03-24,Monthly,Mastercard,Manual,Occasional,Clothing,Documentary,Tablet,4.3,2 +478,Corey Nolan,jeremymorton@example.org,jeremymorton,1974-07-02,Female,Lake Brenda,2024-03-27,2025-03-27,Monthly,Mastercard,Manual,Regular,Books,Romance,Smart TV,4.0,6 +479,Erin Osborn,brandygarner@example.org,brandygarner,1983-09-27,Female,Lake Joe,2024-02-12,2025-02-11,Annual,Visa,Manual,Regular,Electronics,Documentary,Smart TV,4.1,6 +480,Juan Frederick,bennettsuzanne@example.com,bennettsuzanne,2005-10-28,Female,Sallyburgh,2024-01-17,2025-01-16,Annual,Mastercard,Auto-renew,Regular,Books,Drama,Smart TV,4.7,10 +481,Alexandra Duffy,stephendonaldson@example.net,stephendonaldson,1992-04-03,Female,Fordhaven,2024-04-08,2025-04-08,Monthly,Visa,Auto-renew,Occasional,Books,Drama,Smartphone,3.6,6 +482,Wanda Kim,christopher16@example.org,christopher16,1943-05-01,Female,Lake Michaelmouth,2024-02-15,2025-02-14,Monthly,Visa,Auto-renew,Frequent,Electronics,Drama,Smart TV,4.8,5 +483,Timothy Henry,kristopherblevins@example.net,kristopherblevins,1964-05-02,Female,South Elizabeth,2024-03-24,2025-03-24,Monthly,Amex,Manual,Occasional,Books,Documentary,Tablet,3.2,8 +484,Mr. Michael Hunt,henryjoel@example.com,henryjoel,1992-09-30,Female,Tiffanyshire,2024-03-03,2025-03-03,Monthly,Amex,Manual,Occasional,Electronics,Action,Smart TV,4.9,6 +485,Todd Bates,ttran@example.org,ttran,1957-06-15,Female,Reneefurt,2024-04-11,2025-04-11,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Horror,Tablet,3.0,1 +486,William Gilmore,christhompson@example.com,christhompson,1970-01-17,Male,South Richard,2024-04-13,2025-04-13,Annual,Amex,Manual,Regular,Electronics,Sci-Fi,Smart TV,4.7,10 +487,Mr. Steven Mitchell MD,jacksonnathan@example.org,jacksonnathan,2000-06-20,Female,South Mikemouth,2024-02-29,2025-02-28,Monthly,Amex,Auto-renew,Regular,Books,Drama,Tablet,4.2,7 +488,Norma Khan,anthonyhunter@example.net,anthonyhunter,1960-01-13,Male,Port Shannon,2024-03-30,2025-03-30,Monthly,Amex,Manual,Frequent,Clothing,Romance,Tablet,4.0,2 +489,Diana Chavez,porterchristina@example.net,porterchristina,1943-07-23,Male,South Richard,2024-03-11,2025-03-11,Monthly,Amex,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.6,3 +490,Christopher Tran,kelly32@example.net,kelly32,1994-12-01,Male,West Laurie,2024-01-08,2025-01-07,Annual,Amex,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.6,1 +491,Christina Murphy,brittany19@example.net,brittany19,1950-10-02,Male,East Ianchester,2024-04-08,2025-04-08,Annual,Visa,Auto-renew,Regular,Clothing,Drama,Tablet,3.9,1 +492,Taylor Snow,perezcaleb@example.com,perezcaleb,1981-10-05,Male,New Elizabeth,2024-02-28,2025-02-27,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Tablet,4.9,1 +493,Kelly Adams,hollandjennifer@example.org,hollandjennifer,1985-09-18,Female,Rachelside,2024-02-01,2025-01-31,Annual,Visa,Manual,Frequent,Electronics,Drama,Tablet,3.4,2 +494,Seth Wagner,epalmer@example.com,epalmer,1946-09-25,Female,West Lynn,2024-01-03,2025-01-02,Monthly,Mastercard,Auto-renew,Regular,Electronics,Drama,Tablet,3.2,0 +495,Robert Jones,nicolegay@example.com,nicolegay,1965-06-04,Male,New Robertview,2024-01-18,2025-01-17,Annual,Mastercard,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,3.1,2 +496,Stephanie Olsen,bakerjoshua@example.org,bakerjoshua,1975-11-24,Male,East Amandaport,2024-04-13,2025-04-13,Monthly,Visa,Manual,Occasional,Clothing,Drama,Smartphone,3.5,4 +497,Lori Palmer,lnichols@example.org,lnichols,1978-08-06,Female,Lake Alexisborough,2024-03-17,2025-03-17,Annual,Visa,Manual,Occasional,Electronics,Romance,Smartphone,4.4,2 +498,Richard Anderson,jeremy97@example.org,jeremy97,1965-09-29,Female,Dawnborough,2024-03-30,2025-03-30,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smartphone,5.0,6 +499,Richard Scott,williamscharles@example.com,williamscharles,1970-04-20,Female,Port Latoyamouth,2024-01-09,2025-01-08,Monthly,Visa,Manual,Frequent,Clothing,Romance,Tablet,4.4,9 +500,Christopher Wilson MD,qmitchell@example.com,qmitchell,1943-04-27,Female,Jacksonborough,2024-04-07,2025-04-07,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,3.2,2 +501,Joshua Andrade,wardsteven@example.net,wardsteven,1933-05-04,Male,Castroville,2024-03-10,2025-03-10,Annual,Mastercard,Manual,Frequent,Electronics,Comedy,Smartphone,5.0,10 +502,Julie Anderson,ryanalvarez@example.com,ryanalvarez,1947-12-03,Female,Port James,2024-02-14,2025-02-13,Annual,Mastercard,Auto-renew,Regular,Books,Action,Smartphone,3.8,7 +503,Steven Joseph,opatel@example.org,opatel,1956-10-08,Male,Conradton,2024-04-13,2025-04-13,Annual,Visa,Auto-renew,Frequent,Electronics,Drama,Tablet,4.2,3 +504,Natasha Maldonado,keith29@example.org,keith29,1998-06-20,Female,Michaelborough,2024-03-06,2025-03-06,Monthly,Visa,Manual,Frequent,Books,Sci-Fi,Tablet,3.8,3 +505,Sharon Casey,fmarsh@example.com,fmarsh,1988-09-05,Male,Lake Daniel,2024-01-08,2025-01-07,Annual,Visa,Auto-renew,Frequent,Electronics,Horror,Smartphone,4.3,5 +506,Christopher Boyle,montgomerydanielle@example.org,montgomerydanielle,1978-05-31,Female,Port Paula,2024-04-06,2025-04-06,Annual,Visa,Manual,Frequent,Clothing,Sci-Fi,Smartphone,4.4,9 +507,Mackenzie Fernandez,kimberly60@example.org,kimberly60,2005-03-05,Female,East Justin,2024-03-07,2025-03-07,Annual,Visa,Manual,Occasional,Clothing,Romance,Smart TV,4.3,6 +508,Elizabeth Chen,madisonwatson@example.net,madisonwatson,1973-06-21,Female,Phillipston,2024-03-11,2025-03-11,Monthly,Visa,Manual,Occasional,Clothing,Comedy,Smartphone,3.0,6 +509,Natasha Jensen,stephensonalexander@example.org,stephensonalexander,1982-04-05,Female,North Amy,2024-02-23,2025-02-22,Monthly,Mastercard,Manual,Frequent,Clothing,Horror,Tablet,4.4,1 +510,Sarah Baker,amber84@example.net,amber84,1984-01-17,Female,East Lukeburgh,2024-03-13,2025-03-13,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smartphone,3.7,10 +511,Samuel Decker,rogersjames@example.org,rogersjames,2003-06-05,Female,Hurstshire,2024-03-24,2025-03-24,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,3.2,2 +512,Emily Jenkins,matthew93@example.com,matthew93,1962-02-11,Male,West Gabriellaborough,2024-01-07,2025-01-06,Annual,Visa,Manual,Occasional,Electronics,Horror,Smart TV,4.4,10 +513,Tyler Brown,mcphersonsamuel@example.com,mcphersonsamuel,1991-11-13,Female,North Lisaport,2024-02-14,2025-02-13,Annual,Amex,Manual,Frequent,Clothing,Comedy,Tablet,4.1,8 +514,Danielle Boyer,francisemily@example.com,francisemily,1996-07-21,Male,North Michael,2024-03-06,2025-03-06,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,3.1,7 +515,Michael Smith,stephanielopez@example.com,stephanielopez,1946-06-09,Male,South Christopher,2024-01-05,2025-01-04,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Smartphone,4.2,3 +516,David Brown,timgoodwin@example.com,timgoodwin,2005-11-30,Female,Port Marymouth,2024-01-06,2025-01-05,Annual,Amex,Manual,Frequent,Clothing,Documentary,Tablet,4.4,5 +517,Amanda Howard,brett11@example.net,brett11,1967-02-13,Male,Port Paul,2024-03-03,2025-03-03,Annual,Visa,Auto-renew,Occasional,Clothing,Comedy,Smart TV,3.2,7 +518,Michael Escobar,zcunningham@example.org,zcunningham,1969-09-21,Male,East Mary,2024-02-02,2025-02-01,Annual,Mastercard,Auto-renew,Regular,Electronics,Romance,Smart TV,3.9,8 +519,Carolyn Kennedy,pamela16@example.net,pamela16,1989-08-29,Male,West Robert,2024-01-06,2025-01-05,Monthly,Visa,Manual,Occasional,Books,Action,Smartphone,3.2,7 +520,Zachary Jackson,loribrennan@example.com,loribrennan,1950-11-03,Male,Port Robertstad,2024-03-26,2025-03-26,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Tablet,4.8,9 +521,Corey Williams,hensonjennifer@example.com,hensonjennifer,1958-01-14,Female,New Shelbyton,2024-02-15,2025-02-14,Monthly,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,4.5,1 +522,Brittany Nguyen,haleysharon@example.org,haleysharon,2002-07-15,Female,Martinezview,2024-01-12,2025-01-11,Annual,Mastercard,Manual,Occasional,Books,Drama,Tablet,3.2,0 +523,Sherri Clark,frederickrobert@example.org,frederickrobert,1990-07-17,Male,North Ryanmouth,2024-04-09,2025-04-09,Monthly,Amex,Manual,Frequent,Books,Horror,Tablet,3.5,7 +524,Jennifer Williams,hillmary@example.org,hillmary,1945-02-01,Female,Gonzalesborough,2024-02-21,2025-02-20,Annual,Mastercard,Auto-renew,Occasional,Clothing,Documentary,Smartphone,3.3,7 +525,Jasmin Grant,kevin60@example.net,kevin60,1981-07-26,Female,Lake Lisabury,2024-02-15,2025-02-14,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Horror,Tablet,4.1,10 +526,Teresa Cooper,swilliams@example.net,swilliams,1979-10-30,Female,Johnsonchester,2024-02-23,2025-02-22,Monthly,Mastercard,Manual,Occasional,Electronics,Comedy,Smart TV,4.7,8 +527,Eric Johnson,alexgriffith@example.org,alexgriffith,1948-05-07,Female,South James,2024-01-22,2025-01-21,Annual,Amex,Auto-renew,Regular,Books,Action,Smart TV,3.6,3 +528,Lisa Jones,jessicamalone@example.com,jessicamalone,1963-02-11,Male,Tuckerport,2024-02-15,2025-02-14,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Tablet,3.4,10 +529,Charles Williams,navarrorebekah@example.net,navarrorebekah,1975-06-16,Female,New Cynthiahaven,2024-01-07,2025-01-06,Annual,Visa,Manual,Occasional,Books,Romance,Tablet,3.9,10 +530,Christian Estrada,yrivera@example.com,yrivera,1933-07-15,Female,Lynchbury,2024-02-18,2025-02-17,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.5,7 +531,Martha Parks,williamchan@example.com,williamchan,1950-11-09,Female,East Joel,2024-01-19,2025-01-18,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Horror,Smart TV,3.6,7 +532,Crystal Moore,gerald91@example.org,gerald91,1954-11-08,Male,Shannonport,2024-01-11,2025-01-10,Monthly,Amex,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.3,8 +533,Ronald Ferrell III,woconnor@example.org,woconnor,1968-12-03,Female,Klineland,2024-03-19,2025-03-19,Annual,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smartphone,3.5,4 +534,Olivia Patton,nbrady@example.net,nbrady,1985-10-14,Male,Jeffersonfurt,2024-01-25,2025-01-24,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,4.9,5 +535,Bianca Stevenson,ycarter@example.org,ycarter,1939-04-08,Male,Ricardoburgh,2024-01-04,2025-01-03,Annual,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,3.4,5 +536,Shane Gregory,vwalsh@example.org,vwalsh,1967-02-11,Female,East Caitlin,2024-02-03,2025-02-02,Monthly,Visa,Auto-renew,Frequent,Clothing,Documentary,Smartphone,4.2,3 +537,James Nicholson,dave30@example.com,dave30,1981-11-15,Male,West Shawnside,2024-02-15,2025-02-14,Monthly,Visa,Auto-renew,Regular,Electronics,Horror,Tablet,3.6,8 +538,Sheila Franco,savannah01@example.org,savannah01,1960-10-14,Female,East Daniel,2024-03-22,2025-03-22,Monthly,Mastercard,Manual,Frequent,Electronics,Documentary,Tablet,3.4,10 +539,Cody Schultz,kblack@example.org,kblack,1980-06-25,Male,New Joshua,2024-03-28,2025-03-28,Annual,Visa,Auto-renew,Occasional,Books,Documentary,Smart TV,4.3,5 +540,Travis Alvarado,jessicaallen@example.com,jessicaallen,1960-05-21,Male,Haynesburgh,2024-01-13,2025-01-12,Monthly,Visa,Manual,Frequent,Books,Horror,Smartphone,3.9,7 +541,Elizabeth Espinoza,calderonjessica@example.com,calderonjessica,1952-03-19,Female,West Charlotteberg,2024-01-25,2025-01-24,Annual,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,4.6,8 +542,Carrie Glover,michaelhenry@example.com,michaelhenry,1963-09-07,Female,Jonesmouth,2024-03-02,2025-03-02,Monthly,Amex,Manual,Occasional,Books,Comedy,Tablet,4.4,7 +543,Christopher Wilson,yspence@example.com,yspence,1970-03-09,Male,East Kayla,2024-03-12,2025-03-12,Monthly,Amex,Manual,Regular,Books,Documentary,Smartphone,3.5,10 +544,Tanya Moreno,wyattdenise@example.net,wyattdenise,2006-01-11,Female,Port Jamieborough,2024-02-03,2025-02-02,Annual,Visa,Auto-renew,Occasional,Electronics,Horror,Smart TV,4.6,0 +545,Jason Mckinney,gonzalezmolly@example.net,gonzalezmolly,1978-08-06,Male,Smithstad,2024-04-01,2025-04-01,Annual,Mastercard,Manual,Occasional,Books,Documentary,Tablet,4.0,6 +546,Tommy Foster,fwilcox@example.com,fwilcox,1972-02-20,Male,New Kim,2024-02-28,2025-02-27,Annual,Visa,Manual,Regular,Clothing,Drama,Tablet,3.5,8 +547,Vincent Tran,gwilliams@example.net,gwilliams,1938-01-30,Male,Jasonland,2024-03-16,2025-03-16,Monthly,Mastercard,Manual,Occasional,Books,Horror,Smartphone,3.7,4 +548,Dr. Jose Moran,mike87@example.com,mike87,1960-04-06,Male,Palmermouth,2024-03-15,2025-03-15,Monthly,Visa,Manual,Regular,Electronics,Action,Smart TV,4.7,10 +549,Randy Herring,thompsonjonathan@example.org,thompsonjonathan,1957-10-21,Female,South Angelicaburgh,2024-04-07,2025-04-07,Monthly,Visa,Manual,Regular,Clothing,Comedy,Smart TV,4.3,3 +550,Carrie Tucker,rothpamela@example.com,rothpamela,1976-09-14,Male,Jamesshire,2024-02-20,2025-02-19,Monthly,Visa,Manual,Regular,Electronics,Horror,Smartphone,3.3,2 +551,Alan Walker,joelsaunders@example.org,joelsaunders,1954-07-01,Female,Richardchester,2024-02-01,2025-01-31,Monthly,Amex,Manual,Frequent,Clothing,Drama,Tablet,4.1,9 +552,Michael Black,smurray@example.com,smurray,1994-08-12,Female,Meganbury,2024-02-29,2025-02-28,Annual,Mastercard,Manual,Regular,Electronics,Drama,Smartphone,3.1,3 +553,Ann Schultz,thomas13@example.com,thomas13,1990-03-02,Male,Mullinsmouth,2024-01-12,2025-01-11,Monthly,Mastercard,Manual,Regular,Electronics,Action,Tablet,4.9,8 +554,Richard Sanchez,bespinoza@example.com,bespinoza,1941-01-21,Male,Stanleyberg,2024-01-29,2025-01-28,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Romance,Smart TV,3.0,10 +555,Teresa Berry,johnsonglen@example.net,johnsonglen,1986-06-26,Female,Marktown,2024-03-06,2025-03-06,Monthly,Mastercard,Manual,Occasional,Clothing,Romance,Smartphone,4.7,1 +556,Phillip Williams,ewilliams@example.org,ewilliams,1986-10-25,Female,Cortezmouth,2024-01-13,2025-01-12,Annual,Visa,Auto-renew,Occasional,Electronics,Comedy,Tablet,4.6,7 +557,Tyler Fox,collinsrobert@example.net,collinsrobert,1974-04-07,Male,Lake Pamela,2024-03-16,2025-03-16,Monthly,Visa,Auto-renew,Regular,Books,Documentary,Smart TV,4.4,3 +558,Ms. Sarah Scott,afoley@example.com,afoley,1997-05-30,Male,Paceshire,2024-01-26,2025-01-25,Annual,Mastercard,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.7,6 +559,Jennifer Watson,hernandezdevin@example.net,hernandezdevin,1936-08-06,Female,Peggyville,2024-04-11,2025-04-11,Monthly,Visa,Auto-renew,Regular,Clothing,Horror,Smart TV,5.0,2 +560,Christopher Hernandez,mark39@example.org,mark39,1992-08-08,Female,South Courtney,2024-03-30,2025-03-30,Annual,Amex,Manual,Frequent,Books,Action,Smart TV,4.0,7 +561,Jennifer Olson,tcoffey@example.org,tcoffey,1977-02-14,Male,Port Suzannechester,2024-02-22,2025-02-21,Monthly,Mastercard,Manual,Frequent,Electronics,Action,Tablet,3.6,8 +562,Daniel Webster,jsmith@example.com,jsmith,1955-07-12,Female,Tracyfurt,2024-01-18,2025-01-17,Monthly,Amex,Auto-renew,Frequent,Clothing,Romance,Tablet,4.9,10 +563,Cheryl Ball,xlynch@example.com,xlynch,1972-07-14,Female,Cynthiamouth,2024-03-27,2025-03-27,Monthly,Amex,Manual,Frequent,Clothing,Comedy,Smart TV,3.2,4 +564,Ronald Humphrey,krystal73@example.com,krystal73,1968-08-09,Male,North John,2024-01-01,2024-12-31,Annual,Mastercard,Manual,Regular,Clothing,Romance,Tablet,3.3,1 +565,Kara Evans,robert10@example.com,robert10,1986-11-09,Female,West Phillipstad,2024-03-04,2025-03-04,Monthly,Visa,Manual,Regular,Books,Drama,Smartphone,4.9,7 +566,Karen Case,elizabeth77@example.com,elizabeth77,1934-05-08,Male,Port Tiffanyberg,2024-03-14,2025-03-14,Monthly,Amex,Manual,Regular,Clothing,Romance,Tablet,3.6,5 +567,Benjamin Murray,blankenshiprobert@example.net,blankenshiprobert,1953-04-07,Male,Gomezland,2024-01-14,2025-01-13,Annual,Mastercard,Manual,Frequent,Books,Action,Smart TV,3.4,10 +568,Heidi Lewis,cantrellemily@example.com,cantrellemily,1999-07-11,Male,West Jamesside,2024-03-09,2025-03-09,Annual,Amex,Auto-renew,Occasional,Books,Sci-Fi,Tablet,4.1,4 +569,Stacey Cook,robinsonnicholas@example.com,robinsonnicholas,1953-07-19,Female,Jessicafort,2024-01-20,2025-01-19,Monthly,Mastercard,Manual,Regular,Books,Documentary,Tablet,4.3,7 +570,Michael Rivera,pwatts@example.net,pwatts,1982-03-08,Male,Ryanville,2024-03-11,2025-03-11,Annual,Amex,Auto-renew,Frequent,Books,Comedy,Smartphone,4.0,5 +571,Casey Jones,barrycarolyn@example.org,barrycarolyn,1989-01-12,Female,Saundersstad,2024-01-26,2025-01-25,Monthly,Visa,Manual,Regular,Electronics,Drama,Tablet,4.1,6 +572,Michelle Brown,dibarra@example.com,dibarra,1977-11-21,Female,Shepherdbury,2024-03-30,2025-03-30,Annual,Mastercard,Auto-renew,Frequent,Electronics,Documentary,Tablet,4.9,8 +573,John Cline,trujillokirsten@example.net,trujillokirsten,1969-03-30,Female,Ballberg,2024-01-21,2025-01-20,Monthly,Mastercard,Manual,Occasional,Clothing,Documentary,Smartphone,4.0,10 +574,Gregory James,monicadavies@example.org,monicadavies,1934-08-24,Female,Freemanfort,2024-04-01,2025-04-01,Annual,Mastercard,Manual,Frequent,Electronics,Romance,Tablet,4.0,4 +575,Julie Galloway,xsmith@example.org,xsmith,1976-06-15,Male,West Staceyport,2024-03-20,2025-03-20,Annual,Visa,Auto-renew,Regular,Electronics,Drama,Smartphone,5.0,1 +576,Larry Day,grahamjoshua@example.net,grahamjoshua,1998-11-29,Male,North Anthony,2024-03-04,2025-03-04,Annual,Amex,Manual,Frequent,Books,Comedy,Smart TV,4.9,1 +577,Michael Chavez,smithkathleen@example.org,smithkathleen,1938-08-02,Female,Maryland,2024-03-13,2025-03-13,Monthly,Amex,Auto-renew,Regular,Books,Horror,Tablet,4.0,8 +578,Joe Lopez,dianaolson@example.org,dianaolson,1955-10-10,Male,Johnsonshire,2024-01-15,2025-01-14,Monthly,Visa,Auto-renew,Occasional,Books,Comedy,Smartphone,4.2,7 +579,Jack Brock,seanwilliams@example.com,seanwilliams,1993-06-23,Female,North Matthew,2024-03-11,2025-03-11,Monthly,Amex,Auto-renew,Frequent,Clothing,Romance,Tablet,3.9,6 +580,Jennifer Rasmussen,michael31@example.org,michael31,1956-01-18,Female,Pettystad,2024-01-27,2025-01-26,Annual,Mastercard,Manual,Occasional,Clothing,Documentary,Tablet,4.1,6 +581,Tanya Odom,tgray@example.org,tgray,1953-05-31,Female,Johnstonstad,2024-01-11,2025-01-10,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smart TV,3.2,5 +582,Dr. Isaac Davis,smallerik@example.net,smallerik,1971-10-22,Male,Samuelview,2024-01-21,2025-01-20,Monthly,Visa,Manual,Occasional,Books,Romance,Tablet,4.2,7 +583,Sean Harris,brittanymurray@example.net,brittanymurray,1975-01-28,Female,South Justin,2024-01-03,2025-01-02,Monthly,Amex,Manual,Occasional,Books,Documentary,Smartphone,4.2,3 +584,Jesse Singleton,christina68@example.org,christina68,1979-01-18,Male,Julieside,2024-02-04,2025-02-03,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smart TV,4.0,4 +585,Bonnie Pena,ewilson@example.net,ewilson,1949-10-30,Female,Wrighttown,2024-02-16,2025-02-15,Monthly,Mastercard,Manual,Occasional,Books,Horror,Smart TV,4.2,3 +586,Tracy Allen,daltonrhonda@example.net,daltonrhonda,1935-02-07,Male,West Sharon,2024-02-07,2025-02-06,Monthly,Visa,Manual,Regular,Books,Horror,Tablet,4.5,2 +587,Rachel Payne,sjones@example.org,sjones,1971-05-15,Male,Port Julieberg,2024-04-04,2025-04-04,Monthly,Amex,Auto-renew,Occasional,Books,Comedy,Smartphone,3.5,5 +588,Craig Carter,wesleyday@example.net,wesleyday,1954-11-27,Male,Bensonport,2024-01-08,2025-01-07,Annual,Amex,Manual,Regular,Electronics,Sci-Fi,Smartphone,4.2,3 +589,George Elliott,rebecca56@example.com,rebecca56,1939-08-30,Female,North Jameschester,2024-02-17,2025-02-16,Annual,Amex,Auto-renew,Frequent,Electronics,Comedy,Smartphone,4.8,5 +590,Sean Navarro,derek53@example.net,derek53,1972-08-26,Male,New Ryan,2024-04-09,2025-04-09,Monthly,Mastercard,Manual,Occasional,Electronics,Documentary,Tablet,4.7,5 +591,Stephanie Palmer,daniel56@example.org,daniel56,1966-12-12,Female,Williamport,2024-03-06,2025-03-06,Monthly,Amex,Auto-renew,Frequent,Electronics,Sci-Fi,Smartphone,4.3,5 +592,Renee Rivas,ewatson@example.com,ewatson,1985-03-18,Female,West Ninatown,2024-03-17,2025-03-17,Annual,Visa,Manual,Occasional,Electronics,Documentary,Smart TV,4.5,5 +593,John Anderson,amberknapp@example.net,amberknapp,1993-01-04,Male,West Rebeccaland,2024-03-25,2025-03-25,Monthly,Amex,Auto-renew,Regular,Books,Horror,Tablet,3.0,1 +594,Paul Harris,bbarnes@example.com,bbarnes,1970-10-29,Female,East Jasontown,2024-02-27,2025-02-26,Monthly,Visa,Auto-renew,Occasional,Books,Comedy,Tablet,4.0,3 +595,Jaime Klein,michael55@example.org,michael55,1994-06-13,Male,Clayview,2024-01-03,2025-01-02,Annual,Visa,Manual,Regular,Books,Sci-Fi,Smartphone,4.8,2 +596,Thomas Mitchell,wellsrobert@example.org,wellsrobert,1990-09-29,Female,East Danny,2024-01-01,2024-12-31,Annual,Amex,Manual,Occasional,Books,Horror,Smart TV,3.8,0 +597,Veronica Vargas,stephenyoung@example.com,stephenyoung,1953-12-26,Female,Parsonsstad,2024-04-03,2025-04-03,Annual,Mastercard,Manual,Occasional,Books,Comedy,Tablet,3.6,1 +598,Alexander Thompson,isaac56@example.org,isaac56,1947-04-08,Female,Port Jenniferport,2024-01-09,2025-01-08,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smartphone,3.2,8 +599,Linda Taylor PhD,stevenhodge@example.net,stevenhodge,2000-11-18,Male,Maryberg,2024-03-30,2025-03-30,Monthly,Visa,Manual,Regular,Electronics,Comedy,Tablet,3.3,9 +600,Robert Miller,christineperez@example.org,christineperez,1939-07-11,Male,Jonesport,2024-04-01,2025-04-01,Annual,Mastercard,Manual,Occasional,Books,Documentary,Smartphone,4.8,6 +601,Michael Hanson,nicholas77@example.org,nicholas77,1959-03-28,Male,Meghanmouth,2024-03-13,2025-03-13,Annual,Amex,Auto-renew,Occasional,Clothing,Romance,Smart TV,3.2,9 +602,Becky Ross,othomas@example.net,othomas,1967-09-16,Male,North Tiffany,2024-04-07,2025-04-07,Annual,Mastercard,Manual,Regular,Clothing,Romance,Smart TV,3.3,4 +603,Margaret Barker,stephanie67@example.org,stephanie67,1951-07-04,Male,New Michael,2024-02-21,2025-02-20,Annual,Mastercard,Auto-renew,Occasional,Books,Horror,Tablet,4.5,6 +604,Jennifer Gill,pkrause@example.org,pkrause,1942-12-19,Male,Port Stevenstad,2024-03-30,2025-03-30,Monthly,Amex,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.4,5 +605,Heather Bowen,jason42@example.net,jason42,1966-04-25,Female,Delgadoside,2024-01-13,2025-01-12,Annual,Mastercard,Manual,Occasional,Electronics,Horror,Smart TV,4.7,6 +606,Anthony Jones,shannon69@example.net,shannon69,2004-06-02,Female,Port Jason,2024-01-03,2025-01-02,Annual,Amex,Auto-renew,Frequent,Electronics,Action,Tablet,3.7,4 +607,Lee West,watsonjessica@example.org,watsonjessica,1957-04-26,Female,North Emily,2024-03-13,2025-03-13,Annual,Mastercard,Manual,Occasional,Books,Comedy,Smartphone,3.1,7 +608,Gail Montgomery DDS,vickiramirez@example.net,vickiramirez,1943-10-21,Male,Madisonborough,2024-01-10,2025-01-09,Annual,Mastercard,Auto-renew,Frequent,Electronics,Comedy,Smart TV,3.1,5 +609,Travis Flores,rogersluke@example.org,rogersluke,1940-09-11,Male,New Kathymouth,2024-02-04,2025-02-03,Monthly,Mastercard,Manual,Occasional,Electronics,Comedy,Smart TV,4.5,1 +610,Brooke Brock,crystal00@example.org,crystal00,1953-07-31,Male,Maryfurt,2024-01-12,2025-01-11,Monthly,Visa,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.9,9 +611,Carolyn Nichols,garycaldwell@example.com,garycaldwell,1970-01-07,Female,North Jesseborough,2024-02-19,2025-02-18,Annual,Visa,Auto-renew,Occasional,Clothing,Action,Tablet,3.1,6 +612,Ivan King,daniellewolfe@example.com,daniellewolfe,2006-04-11,Male,West John,2024-03-06,2025-03-06,Annual,Mastercard,Manual,Regular,Clothing,Documentary,Tablet,3.8,6 +613,Janet Barajas,sosawilliam@example.net,sosawilliam,1969-03-19,Female,Port Tracy,2024-01-11,2025-01-10,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smart TV,4.7,10 +614,Anthony Pace,stephen74@example.org,stephen74,1982-04-01,Female,Hughesport,2024-03-26,2025-03-26,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,3.2,4 +615,Christina Finley,idouglas@example.org,idouglas,1967-05-31,Male,West Adam,2024-02-14,2025-02-13,Monthly,Amex,Auto-renew,Occasional,Electronics,Horror,Smart TV,4.6,4 +616,Richard Ferguson,elizabeth89@example.com,elizabeth89,1976-01-15,Female,Michaelport,2024-02-28,2025-02-27,Monthly,Mastercard,Manual,Frequent,Electronics,Romance,Smartphone,3.5,5 +617,Sandra Johnson,joshua14@example.org,joshua14,1971-06-12,Female,Josephfort,2024-01-08,2025-01-07,Monthly,Mastercard,Manual,Regular,Clothing,Romance,Tablet,4.6,0 +618,Andrew Hawkins,ericgonzales@example.org,ericgonzales,1998-05-31,Male,Amandabury,2024-02-16,2025-02-15,Monthly,Mastercard,Auto-renew,Regular,Clothing,Romance,Smart TV,3.6,0 +619,Karen Cohen,christinapetty@example.com,christinapetty,1980-02-28,Male,Lisaborough,2024-03-12,2025-03-12,Annual,Mastercard,Manual,Frequent,Books,Action,Tablet,3.4,10 +620,Robert Ewing,dkirby@example.org,dkirby,1956-09-05,Female,East Matthewburgh,2024-03-28,2025-03-28,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,4.1,10 +621,Amber Phillips,ijohnson@example.net,ijohnson,1956-06-20,Male,Nelsonville,2024-03-29,2025-03-29,Annual,Mastercard,Auto-renew,Occasional,Clothing,Horror,Tablet,3.2,0 +622,Hannah Terry,manuelphillips@example.org,manuelphillips,1959-02-22,Female,Shawnstad,2024-03-06,2025-03-06,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Documentary,Smart TV,4.3,5 +623,Mrs. Vanessa Johnson,youngronald@example.net,youngronald,1975-11-19,Female,East Seanview,2024-01-21,2025-01-20,Annual,Mastercard,Manual,Frequent,Books,Drama,Tablet,4.0,3 +624,Elizabeth Rivera,aluna@example.com,aluna,1945-05-01,Male,West Charlesberg,2024-02-25,2025-02-24,Monthly,Visa,Auto-renew,Regular,Electronics,Action,Tablet,4.4,10 +625,Lisa Salinas,ipowell@example.org,ipowell,1968-07-26,Male,Danielsland,2024-04-13,2025-04-13,Monthly,Mastercard,Manual,Regular,Electronics,Action,Tablet,4.3,6 +626,Steven Schneider,ttran@example.net,ttran,2000-05-04,Female,Brandonborough,2024-03-15,2025-03-15,Annual,Amex,Manual,Frequent,Books,Romance,Smart TV,4.1,6 +627,Johnny Myers,james36@example.org,james36,1954-01-17,Male,North Brian,2024-02-19,2025-02-18,Monthly,Amex,Auto-renew,Occasional,Books,Horror,Tablet,4.8,5 +628,Joshua Lee,lydia35@example.org,lydia35,1971-05-07,Female,Port Christopher,2024-01-06,2025-01-05,Monthly,Amex,Manual,Occasional,Books,Documentary,Smartphone,3.5,2 +629,David Acosta,kyle46@example.com,kyle46,1995-02-18,Female,Port Raymondmouth,2024-03-13,2025-03-13,Annual,Visa,Manual,Frequent,Clothing,Drama,Tablet,3.3,1 +630,Mary Robinson,vrobinson@example.net,vrobinson,1958-07-02,Female,Masseyport,2024-02-02,2025-02-01,Monthly,Amex,Manual,Regular,Electronics,Romance,Smartphone,3.1,2 +631,Randy Kidd,bryandiaz@example.com,bryandiaz,1965-06-16,Female,South Jonathanshire,2024-02-08,2025-02-07,Monthly,Visa,Manual,Occasional,Clothing,Sci-Fi,Smart TV,3.7,9 +632,Margaret Hall,zwilson@example.com,zwilson,1983-09-19,Male,Freemanland,2024-01-24,2025-01-23,Annual,Visa,Manual,Regular,Clothing,Drama,Tablet,3.7,5 +633,Tony Davis,kellyjerry@example.net,kellyjerry,1972-03-05,Male,South Brandonmouth,2024-03-16,2025-03-16,Monthly,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smartphone,4.1,0 +634,Aaron Guzman,dawnwilliamson@example.org,dawnwilliamson,1978-11-09,Male,Joshuamouth,2024-02-04,2025-02-03,Monthly,Mastercard,Auto-renew,Regular,Books,Documentary,Tablet,4.0,6 +635,Kenneth Russell,joelhampton@example.org,joelhampton,1984-11-12,Female,East Michaelstad,2024-04-13,2025-04-13,Monthly,Visa,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.2,0 +636,Michael Anderson,bridgesjose@example.org,bridgesjose,1980-10-31,Male,Cannonshire,2024-01-07,2025-01-06,Annual,Amex,Manual,Regular,Clothing,Drama,Tablet,4.2,9 +637,Mckenzie Smith,mark90@example.net,mark90,1977-09-22,Female,Wilsonborough,2024-04-09,2025-04-09,Annual,Mastercard,Manual,Occasional,Clothing,Romance,Tablet,4.0,1 +638,Ryan Williams,luke34@example.com,luke34,1999-10-09,Male,South Timothy,2024-01-18,2025-01-17,Annual,Mastercard,Auto-renew,Frequent,Books,Drama,Smartphone,4.0,8 +639,Michael Rogers,brandon68@example.com,brandon68,1935-05-11,Male,Patriciaton,2024-02-13,2025-02-12,Annual,Amex,Manual,Occasional,Clothing,Action,Smart TV,3.6,2 +640,Paula Wright,kscott@example.org,kscott,2004-01-21,Female,North Brian,2024-02-08,2025-02-07,Monthly,Amex,Manual,Frequent,Clothing,Action,Smart TV,3.3,7 +641,Kelly Blevins,patriciabowman@example.org,patriciabowman,1935-12-26,Male,East Thomas,2024-01-17,2025-01-16,Monthly,Visa,Manual,Regular,Books,Documentary,Smart TV,3.8,5 +642,Jacob Schultz,luisharrison@example.net,luisharrison,1949-08-23,Female,Davisport,2024-04-03,2025-04-03,Monthly,Mastercard,Manual,Occasional,Books,Romance,Smart TV,3.0,6 +643,Scott Cannon,nthompson@example.com,nthompson,1967-02-27,Male,Lewisfurt,2024-04-09,2025-04-09,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Tablet,4.6,0 +644,Dean Frazier,monicabentley@example.org,monicabentley,1974-08-22,Male,Johnchester,2024-02-21,2025-02-20,Monthly,Amex,Auto-renew,Regular,Books,Romance,Smart TV,3.8,8 +645,Amy Williams,isaac58@example.org,isaac58,1995-01-05,Male,Port Codyland,2024-03-21,2025-03-21,Annual,Amex,Manual,Regular,Books,Action,Tablet,4.8,0 +646,Alison Stephens,tonifernandez@example.org,tonifernandez,1933-11-30,Male,Douglasburgh,2024-01-07,2025-01-06,Monthly,Mastercard,Manual,Occasional,Books,Sci-Fi,Tablet,3.7,4 +647,Scott Cook,briangreen@example.com,briangreen,1994-11-02,Female,Ethanburgh,2024-03-18,2025-03-18,Annual,Amex,Manual,Occasional,Electronics,Horror,Smart TV,4.0,6 +648,Mrs. Nicole Gallegos,seanvaldez@example.com,seanvaldez,1968-03-27,Male,North Robert,2024-03-21,2025-03-21,Monthly,Mastercard,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,4.3,7 +649,Debra Moore,donna99@example.com,donna99,1945-01-30,Female,Soniabury,2024-03-06,2025-03-06,Monthly,Amex,Auto-renew,Regular,Electronics,Romance,Smart TV,3.9,3 +650,Kelly Cox,hodgelauren@example.org,hodgelauren,1991-07-06,Female,Carlosborough,2024-01-24,2025-01-23,Annual,Mastercard,Manual,Occasional,Clothing,Romance,Smart TV,4.2,0 +651,Kaitlin Webb,htodd@example.org,htodd,1936-05-01,Male,New Ann,2024-03-11,2025-03-11,Annual,Mastercard,Manual,Occasional,Books,Horror,Tablet,4.9,1 +652,Antonio Baldwin,molly29@example.com,molly29,1954-03-31,Male,Port Brendafort,2024-03-15,2025-03-15,Annual,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,4.2,2 +653,Heather Wright,marissa28@example.com,marissa28,1969-03-21,Female,Lake Meagan,2024-04-07,2025-04-07,Annual,Visa,Manual,Frequent,Books,Comedy,Smart TV,4.8,10 +654,Matthew Zavala,linryan@example.org,linryan,1996-03-04,Male,Bradleyview,2024-03-28,2025-03-28,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Tablet,4.5,8 +655,Robert Wong,eric57@example.com,eric57,1993-09-04,Female,West Richard,2024-01-21,2025-01-20,Annual,Mastercard,Manual,Occasional,Clothing,Action,Smartphone,3.1,3 +656,Ryan Peterson,bradleyanderson@example.com,bradleyanderson,1966-05-25,Male,New Michael,2024-01-16,2025-01-15,Monthly,Visa,Auto-renew,Occasional,Clothing,Sci-Fi,Smart TV,4.5,10 +657,David Alvarez,erin34@example.org,erin34,1992-09-18,Female,Jessicafort,2024-02-17,2025-02-16,Annual,Visa,Auto-renew,Occasional,Books,Horror,Tablet,4.2,3 +658,Mrs. Penny Frost,belladam@example.net,belladam,1940-02-07,Female,East Timothyside,2024-01-04,2025-01-03,Monthly,Mastercard,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.7,5 +659,Dawn Simon,michaellewis@example.net,michaellewis,1973-05-23,Female,Villaburgh,2024-02-04,2025-02-03,Monthly,Mastercard,Manual,Frequent,Books,Drama,Smart TV,4.1,5 +660,Paul Bolton,wallrandy@example.net,wallrandy,2004-03-08,Female,Lisamouth,2024-03-31,2025-03-31,Annual,Visa,Manual,Regular,Books,Horror,Tablet,4.3,5 +661,Denise Oneill,shannonmorton@example.org,shannonmorton,1964-02-29,Male,East Monica,2024-01-31,2025-01-30,Annual,Visa,Auto-renew,Regular,Electronics,Drama,Smartphone,4.3,2 +662,Tracey Scott,tateamanda@example.org,tateamanda,1938-05-31,Female,Elizabethhaven,2024-03-09,2025-03-09,Monthly,Amex,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.4,10 +663,Heather Moreno,dominiqueaguilar@example.net,dominiqueaguilar,1933-08-24,Female,Andrewview,2024-02-06,2025-02-05,Monthly,Amex,Auto-renew,Frequent,Electronics,Horror,Tablet,4.8,10 +664,Pamela Briggs,tonyjenkins@example.com,tonyjenkins,1946-05-08,Male,East Gregoryshire,2024-02-14,2025-02-13,Monthly,Amex,Manual,Regular,Clothing,Action,Smart TV,5.0,1 +665,Douglas Sharp,jlee@example.com,jlee,1969-09-07,Female,Romeroshire,2024-02-02,2025-02-01,Annual,Visa,Manual,Frequent,Books,Horror,Smartphone,3.8,6 +666,Derrick Burton,sharongray@example.net,sharongray,1957-09-26,Male,New Richard,2024-02-03,2025-02-02,Annual,Amex,Auto-renew,Frequent,Clothing,Action,Tablet,3.1,8 +667,Mary Reid,nancypena@example.net,nancypena,1946-01-08,Female,Lake Joanneside,2024-02-17,2025-02-16,Monthly,Amex,Manual,Occasional,Books,Horror,Smart TV,4.1,1 +668,Nicole West,ryanadkins@example.com,ryanadkins,1993-08-23,Male,North Kyletown,2024-03-01,2025-03-01,Monthly,Mastercard,Manual,Regular,Clothing,Drama,Smart TV,4.6,5 +669,Roy Stone,joseph98@example.org,joseph98,1952-06-16,Male,Lake Ericborough,2024-01-03,2025-01-02,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Tablet,4.4,8 +670,James Warner,wendy53@example.com,wendy53,1963-02-19,Female,Bowenland,2024-03-21,2025-03-21,Monthly,Visa,Manual,Frequent,Clothing,Documentary,Smartphone,3.0,2 +671,Larry Gay,walkerjessica@example.com,walkerjessica,2002-11-14,Female,New Jeffery,2024-02-08,2025-02-07,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.6,2 +672,Brent Bailey,kerri46@example.net,kerri46,2002-02-17,Male,Lake Kelly,2024-03-17,2025-03-17,Monthly,Amex,Manual,Occasional,Books,Comedy,Smart TV,4.6,5 +673,Oscar Wright,rhodesdan@example.org,rhodesdan,1983-07-17,Female,Rodriguezstad,2024-01-14,2025-01-13,Monthly,Mastercard,Manual,Regular,Electronics,Drama,Tablet,4.4,4 +674,Ms. Linda Walter DDS,james70@example.com,james70,1957-11-12,Female,Alexandrachester,2024-03-26,2025-03-26,Monthly,Visa,Manual,Regular,Books,Drama,Smart TV,3.5,9 +675,Bill Marquez,debra16@example.com,debra16,1962-08-03,Female,South Stephanie,2024-02-08,2025-02-07,Monthly,Amex,Manual,Regular,Clothing,Documentary,Smartphone,4.8,4 +676,Peter Francis,lbradford@example.net,lbradford,1937-06-28,Female,Vargasberg,2024-01-27,2025-01-26,Annual,Amex,Manual,Frequent,Electronics,Horror,Smart TV,4.9,8 +677,Dylan Woods,ramosbrittany@example.org,ramosbrittany,1959-01-14,Female,South Donaldview,2024-03-19,2025-03-19,Annual,Amex,Auto-renew,Frequent,Books,Drama,Tablet,4.4,2 +678,Kathleen Bauer,pricejulia@example.com,pricejulia,1998-09-14,Male,Port Seanmouth,2024-01-05,2025-01-04,Monthly,Mastercard,Auto-renew,Regular,Electronics,Horror,Smart TV,4.9,4 +679,Robert Roberson,tylerhammond@example.net,tylerhammond,1961-10-18,Female,South Moniqueburgh,2024-02-15,2025-02-14,Annual,Visa,Manual,Occasional,Electronics,Horror,Smart TV,3.4,4 +680,Faith Griffin,laceydavis@example.net,laceydavis,1991-04-18,Male,Rickytown,2024-03-10,2025-03-10,Annual,Mastercard,Manual,Occasional,Books,Drama,Smartphone,4.9,10 +681,Daniel Lopez,anthonyarmstrong@example.net,anthonyarmstrong,1988-01-24,Male,Freemanstad,2024-03-14,2025-03-14,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,4.1,6 +682,Sylvia Butler,mitchellheidi@example.net,mitchellheidi,1988-09-24,Female,Greenberg,2024-02-06,2025-02-05,Monthly,Visa,Manual,Regular,Clothing,Horror,Smartphone,4.3,3 +683,Kevin Dominguez,mileseric@example.com,mileseric,1994-07-28,Female,Davisberg,2024-01-22,2025-01-21,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Smart TV,4.4,0 +684,Jonathan Lucero,ubrown@example.org,ubrown,1954-07-17,Male,Loriborough,2024-01-19,2025-01-18,Annual,Amex,Auto-renew,Occasional,Clothing,Comedy,Smartphone,4.2,8 +685,Lori Howe,smoran@example.org,smoran,1952-05-15,Male,Lake Donald,2024-01-16,2025-01-15,Annual,Visa,Manual,Regular,Books,Action,Tablet,4.6,3 +686,James Ryan,davisjeffery@example.com,davisjeffery,1985-11-15,Male,Brandonmouth,2024-01-24,2025-01-23,Monthly,Amex,Auto-renew,Frequent,Clothing,Drama,Tablet,3.5,4 +687,Catherine Fry,hcook@example.com,hcook,1934-01-15,Male,Angelatown,2024-02-16,2025-02-15,Monthly,Mastercard,Manual,Frequent,Clothing,Horror,Smart TV,4.8,3 +688,Mark Griffin,adrian56@example.net,adrian56,2000-05-12,Male,Cruzton,2024-03-31,2025-03-31,Annual,Amex,Auto-renew,Regular,Clothing,Action,Smart TV,3.7,4 +689,Maria Johnson,victoria08@example.org,victoria08,1980-12-18,Female,Aprilview,2024-02-26,2025-02-25,Monthly,Mastercard,Manual,Frequent,Clothing,Drama,Smart TV,3.3,7 +690,Bradley Holmes,cwashington@example.net,cwashington,1953-03-30,Male,Richardview,2024-04-01,2025-04-01,Annual,Visa,Manual,Frequent,Books,Action,Tablet,3.0,2 +691,Alexandra Horton,daleruiz@example.com,daleruiz,1961-08-26,Male,Lake Melaniestad,2024-03-01,2025-03-01,Annual,Amex,Manual,Frequent,Electronics,Documentary,Smart TV,3.9,0 +692,Jose Boyd,amanda22@example.com,amanda22,1936-10-21,Male,South Rebecca,2024-01-03,2025-01-02,Annual,Amex,Manual,Frequent,Books,Documentary,Tablet,4.9,4 +693,Brianna Fletcher,robertwinters@example.org,robertwinters,1976-09-13,Male,Lindaville,2024-01-20,2025-01-19,Annual,Amex,Auto-renew,Occasional,Books,Sci-Fi,Smart TV,4.6,0 +694,Jose Jensen,jacob63@example.org,jacob63,1983-06-16,Female,Lake Tiffanyberg,2024-03-26,2025-03-26,Monthly,Visa,Auto-renew,Regular,Books,Documentary,Tablet,3.9,0 +695,Stephanie White,nicolepugh@example.com,nicolepugh,1978-01-12,Female,North Angela,2024-02-26,2025-02-25,Annual,Amex,Auto-renew,Frequent,Electronics,Romance,Tablet,4.2,1 +696,Richard Villanueva DDS,austinrandy@example.com,austinrandy,1968-06-22,Female,Micheleberg,2024-03-20,2025-03-20,Annual,Amex,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.5,10 +697,Anna Monroe,dcraig@example.com,dcraig,1958-08-06,Male,Port Sandraborough,2024-01-06,2025-01-05,Annual,Mastercard,Manual,Frequent,Books,Sci-Fi,Smartphone,4.9,5 +698,Mary Phillips,joseph59@example.org,joseph59,1938-09-16,Female,Martinburgh,2024-02-12,2025-02-11,Annual,Amex,Manual,Occasional,Electronics,Comedy,Smartphone,3.7,0 +699,Matthew Roman,suarezamanda@example.org,suarezamanda,2000-02-27,Female,Lake Keith,2024-01-26,2025-01-25,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Horror,Smartphone,3.9,10 +700,Andrew Santos,vanessacarlson@example.com,vanessacarlson,1960-07-14,Female,South Jenniferview,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Occasional,Books,Comedy,Tablet,4.3,3 +701,Hannah Murphy,kyleriley@example.org,kyleriley,1983-04-20,Female,Lake Edward,2024-03-03,2025-03-03,Monthly,Amex,Manual,Frequent,Clothing,Documentary,Smartphone,3.5,1 +702,Paul Graham,amyalexander@example.net,amyalexander,1977-12-17,Male,North Kristenberg,2024-04-01,2025-04-01,Monthly,Amex,Manual,Regular,Books,Documentary,Smart TV,3.6,2 +703,Laurie Hansen,mortonlori@example.com,mortonlori,1972-09-22,Male,East Jonathanhaven,2024-01-21,2025-01-20,Annual,Amex,Auto-renew,Regular,Books,Documentary,Tablet,3.9,6 +704,Eric Benitez,elliottbrendan@example.net,elliottbrendan,1952-12-05,Male,West Antonioburgh,2024-01-22,2025-01-21,Annual,Mastercard,Manual,Regular,Books,Romance,Smart TV,3.4,6 +705,Daniel Smith,smalldaniel@example.org,smalldaniel,1969-02-14,Male,New Robert,2024-03-28,2025-03-28,Annual,Amex,Manual,Occasional,Books,Sci-Fi,Tablet,3.6,3 +706,Michael Johnson,lrogers@example.org,lrogers,1996-07-03,Male,Andreastad,2024-02-17,2025-02-16,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Smartphone,4.6,5 +707,Tracy Sanders,gabrielle62@example.com,gabrielle62,1990-02-06,Female,North Jonathan,2024-02-14,2025-02-13,Monthly,Amex,Auto-renew,Occasional,Electronics,Action,Tablet,3.2,0 +708,Kendra Mitchell,brenda80@example.com,brenda80,1934-09-02,Female,Port Michaeltown,2024-02-06,2025-02-05,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Horror,Smartphone,3.9,8 +709,Alexander Mckinney,brittanyjackson@example.org,brittanyjackson,1945-02-23,Female,West Matthew,2024-02-09,2025-02-08,Monthly,Mastercard,Manual,Occasional,Books,Comedy,Smartphone,3.9,0 +710,Lisa Stark,ahammond@example.net,ahammond,1937-11-01,Male,Lake Amandaton,2024-03-29,2025-03-29,Monthly,Amex,Auto-renew,Occasional,Electronics,Romance,Smart TV,4.0,0 +711,Alexandria Gonzales,rjohnson@example.net,rjohnson,1943-06-03,Male,Harrismouth,2024-03-13,2025-03-13,Monthly,Mastercard,Manual,Regular,Clothing,Comedy,Smartphone,3.0,3 +712,Jessica Travis,silvarobert@example.net,silvarobert,1968-03-27,Female,Walterchester,2024-01-18,2025-01-17,Annual,Visa,Manual,Occasional,Clothing,Horror,Smartphone,3.7,8 +713,Robert Kelly,ramosamanda@example.org,ramosamanda,1947-12-27,Male,South Patricia,2024-03-02,2025-03-02,Annual,Visa,Auto-renew,Occasional,Books,Comedy,Tablet,5.0,5 +714,Susan Johnson,qprice@example.com,qprice,1986-07-25,Male,Lake Tiffany,2024-03-25,2025-03-25,Annual,Visa,Auto-renew,Regular,Clothing,Comedy,Smartphone,3.3,7 +715,Andrew Hill,jasminelopez@example.org,jasminelopez,1955-11-26,Male,Zacharychester,2024-01-22,2025-01-21,Monthly,Visa,Auto-renew,Frequent,Clothing,Romance,Smartphone,4.8,7 +716,Kathryn Carpenter,davidwise@example.net,davidwise,1987-12-11,Female,Meyerburgh,2024-01-28,2025-01-27,Monthly,Visa,Manual,Occasional,Electronics,Documentary,Smart TV,4.4,8 +717,Kimberly Lopez,patrickconrad@example.com,patrickconrad,1974-08-16,Male,New Carolborough,2024-02-26,2025-02-25,Monthly,Visa,Manual,Occasional,Electronics,Documentary,Smartphone,4.5,9 +718,Mr. David Silva,veronica52@example.org,veronica52,1961-06-22,Female,West Taylorhaven,2024-04-12,2025-04-12,Annual,Mastercard,Manual,Frequent,Electronics,Horror,Smart TV,4.4,3 +719,Christopher Pitts,danny75@example.com,danny75,1980-01-08,Female,New Phillip,2024-04-11,2025-04-11,Annual,Mastercard,Auto-renew,Occasional,Electronics,Romance,Tablet,3.9,2 +720,Felicia Ortega,oliviabrown@example.com,oliviabrown,1972-06-21,Female,Danaland,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smart TV,5.0,5 +721,Logan Benson,peter03@example.org,peter03,1972-09-03,Female,Tinamouth,2024-01-24,2025-01-23,Annual,Mastercard,Manual,Occasional,Clothing,Action,Smart TV,3.5,0 +722,Cheryl Lam,gcastro@example.com,gcastro,1951-12-28,Female,North Sarah,2024-03-25,2025-03-25,Annual,Amex,Auto-renew,Occasional,Electronics,Romance,Smart TV,4.1,6 +723,Donald Crawford,nsanchez@example.org,nsanchez,1952-05-17,Female,Powellmouth,2024-01-19,2025-01-18,Monthly,Amex,Auto-renew,Occasional,Clothing,Sci-Fi,Smartphone,4.4,10 +724,Latoya Barrett,natashavargas@example.org,natashavargas,1979-01-26,Male,Haynesborough,2024-02-24,2025-02-23,Annual,Amex,Auto-renew,Frequent,Electronics,Horror,Smartphone,4.0,4 +725,Laura Howard,willie28@example.com,willie28,1975-02-24,Female,Port Josephside,2024-02-16,2025-02-15,Annual,Amex,Manual,Frequent,Clothing,Romance,Tablet,3.9,10 +726,Matthew Miller,chadtran@example.com,chadtran,1977-07-10,Female,South Russellshire,2024-04-04,2025-04-04,Annual,Visa,Auto-renew,Frequent,Electronics,Horror,Smart TV,4.3,8 +727,Mark Copeland,tramos@example.org,tramos,1969-07-10,Female,East Christina,2024-01-31,2025-01-30,Annual,Amex,Auto-renew,Regular,Clothing,Comedy,Tablet,3.8,5 +728,Donna Phillips,sanderson@example.org,sanderson,1989-05-24,Female,Floresview,2024-03-30,2025-03-30,Monthly,Mastercard,Auto-renew,Regular,Books,Romance,Tablet,3.8,7 +729,Nancy Brown,archerjoshua@example.com,archerjoshua,1948-04-06,Male,Waynefort,2024-01-02,2025-01-01,Annual,Amex,Auto-renew,Frequent,Clothing,Action,Smart TV,3.8,9 +730,Deborah Owens,smithdouglas@example.net,smithdouglas,1971-12-24,Male,Williamsfort,2024-01-01,2024-12-31,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,3.2,3 +731,Julian Smith,heidi88@example.net,heidi88,1986-04-15,Male,Reedland,2024-02-16,2025-02-15,Annual,Mastercard,Manual,Occasional,Books,Comedy,Tablet,3.8,6 +732,Manuel Ortiz,rioskimberly@example.net,rioskimberly,1944-06-30,Male,Port Kevin,2024-02-22,2025-02-21,Monthly,Mastercard,Manual,Regular,Electronics,Action,Tablet,3.1,9 +733,Shawn Ray,xcraig@example.net,xcraig,2002-09-25,Male,Lake Antoniomouth,2024-01-14,2025-01-13,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Tablet,3.8,6 +734,Vicki Bray,jasminematthews@example.net,jasminematthews,1979-02-28,Male,Alishaburgh,2024-01-03,2025-01-02,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,3.1,4 +735,Jacob Hudson,lewischristine@example.org,lewischristine,1971-06-17,Female,Wendymouth,2024-02-22,2025-02-21,Annual,Amex,Manual,Frequent,Electronics,Drama,Smartphone,3.4,9 +736,Melissa Brown,mariaking@example.com,mariaking,1962-10-28,Male,South Sandrachester,2024-01-07,2025-01-06,Monthly,Visa,Auto-renew,Regular,Electronics,Horror,Tablet,4.4,1 +737,Nathan Martinez,jameshernandez@example.com,jameshernandez,2005-06-14,Male,East Emilyton,2024-03-03,2025-03-03,Annual,Visa,Auto-renew,Occasional,Books,Sci-Fi,Smartphone,4.8,4 +738,Nathan Perry,abutler@example.net,abutler,1979-12-17,Female,West Victoria,2024-03-23,2025-03-23,Monthly,Mastercard,Auto-renew,Regular,Electronics,Horror,Smart TV,3.6,9 +739,Amanda Herrera,lynnrichardson@example.org,lynnrichardson,1935-02-18,Male,East Francisco,2024-04-12,2025-04-12,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Smartphone,4.7,3 +740,Joseph Booth,amandaatkins@example.org,amandaatkins,1951-02-13,Male,Kevinview,2024-02-19,2025-02-18,Annual,Mastercard,Manual,Regular,Clothing,Action,Smartphone,3.9,5 +741,John Davis,esmith@example.com,esmith,1967-04-12,Female,Lake Jamiebury,2024-04-07,2025-04-07,Annual,Mastercard,Auto-renew,Regular,Electronics,Drama,Smartphone,3.4,0 +742,Kristine Anderson,usmith@example.com,usmith,1942-05-23,Male,East Tammy,2024-02-14,2025-02-13,Annual,Mastercard,Auto-renew,Frequent,Clothing,Comedy,Smartphone,3.1,10 +743,Joseph Webster,danielsims@example.org,danielsims,1947-02-07,Male,Willisfort,2024-03-22,2025-03-22,Annual,Visa,Manual,Occasional,Electronics,Horror,Smart TV,3.6,9 +744,Eric Whitney,sgreen@example.com,sgreen,1973-07-14,Male,Valentinefurt,2024-01-04,2025-01-03,Annual,Amex,Auto-renew,Frequent,Electronics,Action,Smart TV,4.8,7 +745,Paul Fernandez,patkinson@example.org,patkinson,1989-07-13,Male,Reyesshire,2024-03-10,2025-03-10,Annual,Amex,Manual,Frequent,Clothing,Horror,Smart TV,4.2,5 +746,Cristina Mcmillan,sharon91@example.org,sharon91,1992-05-16,Male,New Matthew,2024-02-15,2025-02-14,Annual,Amex,Manual,Occasional,Clothing,Sci-Fi,Smartphone,3.8,6 +747,Ashley Thomas,nguyenpaula@example.org,nguyenpaula,1964-11-23,Male,South Raymondville,2024-02-22,2025-02-21,Monthly,Visa,Manual,Frequent,Books,Sci-Fi,Smartphone,4.9,2 +748,Laura James,bryanjones@example.com,bryanjones,1991-02-15,Male,Karatown,2024-03-03,2025-03-03,Annual,Mastercard,Manual,Regular,Electronics,Action,Smartphone,3.8,1 +749,Sonia Hensley,dgarcia@example.net,dgarcia,1947-09-29,Female,Alexanderchester,2024-02-25,2025-02-24,Monthly,Mastercard,Manual,Regular,Books,Documentary,Smartphone,4.8,5 +750,Curtis Ray,thomas53@example.net,thomas53,1965-04-29,Female,Travisport,2024-03-31,2025-03-31,Monthly,Amex,Manual,Regular,Books,Drama,Smartphone,4.5,0 +751,Hannah Bolton,njohnson@example.org,njohnson,1935-09-14,Female,New Carolborough,2024-01-01,2024-12-31,Annual,Visa,Auto-renew,Occasional,Books,Sci-Fi,Tablet,3.8,3 +752,Curtis Anderson,goldenrachel@example.net,goldenrachel,1947-02-11,Female,Burkechester,2024-01-07,2025-01-06,Monthly,Amex,Manual,Regular,Books,Romance,Smartphone,4.8,4 +753,Luis Wells,shanesmith@example.org,shanesmith,1935-02-10,Female,Port Robertbury,2024-02-28,2025-02-27,Monthly,Amex,Manual,Occasional,Books,Sci-Fi,Smartphone,4.0,8 +754,Carmen Allen,tfloyd@example.org,tfloyd,2003-12-30,Male,Collinsfurt,2024-01-28,2025-01-27,Annual,Visa,Manual,Occasional,Electronics,Documentary,Smartphone,3.8,9 +755,Sherry Anderson,jameswagner@example.net,jameswagner,1973-10-27,Female,West Carolmouth,2024-03-23,2025-03-23,Annual,Visa,Manual,Regular,Books,Comedy,Tablet,4.0,6 +756,Matthew Mcclure,jknight@example.net,jknight,2000-11-07,Male,Jonesfort,2024-03-16,2025-03-16,Annual,Amex,Auto-renew,Regular,Books,Drama,Smart TV,4.1,5 +757,James Fry,robertkim@example.org,robertkim,1994-05-02,Male,Donovantown,2024-04-14,2025-04-14,Annual,Visa,Manual,Regular,Clothing,Romance,Smartphone,4.6,0 +758,Jerry Johnson,anthonymeza@example.org,anthonymeza,1951-06-13,Male,Kristaton,2024-03-18,2025-03-18,Annual,Mastercard,Manual,Frequent,Books,Drama,Tablet,4.8,10 +759,Felicia Taylor,cmcdonald@example.net,cmcdonald,1956-06-15,Female,Barbaraport,2024-03-21,2025-03-21,Annual,Visa,Manual,Occasional,Books,Comedy,Smartphone,3.8,9 +760,Michael Flowers,brandon64@example.com,brandon64,1976-01-28,Male,North Katie,2024-01-31,2025-01-30,Annual,Amex,Auto-renew,Frequent,Books,Drama,Tablet,3.5,10 +761,Patrick Robinson,bakercandace@example.com,bakercandace,1976-12-14,Male,South Omarton,2024-02-16,2025-02-15,Annual,Amex,Auto-renew,Frequent,Clothing,Romance,Tablet,4.1,2 +762,Cynthia Walker,wilsonnicole@example.net,wilsonnicole,1936-11-05,Female,Mahoneyside,2024-03-21,2025-03-21,Annual,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,3.9,4 +763,Katherine Ramirez,bhicks@example.net,bhicks,1952-05-14,Female,Nicoleville,2024-01-12,2025-01-11,Annual,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smartphone,3.3,6 +764,Amber Baker,kelly66@example.net,kelly66,1965-08-22,Female,North David,2024-03-01,2025-03-01,Annual,Visa,Auto-renew,Regular,Electronics,Documentary,Smartphone,3.1,6 +765,Hannah Rivera,victoriacook@example.net,victoriacook,1934-10-09,Male,Lake Stephanie,2024-02-14,2025-02-13,Annual,Amex,Manual,Regular,Clothing,Comedy,Smart TV,4.4,10 +766,John Porter,mallorytrujillo@example.com,mallorytrujillo,1985-02-11,Female,Anitahaven,2024-01-16,2025-01-15,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Action,Tablet,4.2,8 +767,Roy Yu,kellystuart@example.net,kellystuart,1951-12-21,Male,East Aaron,2024-01-29,2025-01-28,Monthly,Amex,Auto-renew,Regular,Books,Comedy,Smartphone,3.8,4 +768,Virginia Mathis,sarahprince@example.com,sarahprince,1999-07-09,Male,Port Tyler,2024-03-18,2025-03-18,Annual,Visa,Auto-renew,Regular,Books,Action,Tablet,3.5,8 +769,Ricky Dougherty,mathisrichard@example.org,mathisrichard,1952-12-25,Male,Kimberlyfort,2024-01-25,2025-01-24,Monthly,Amex,Auto-renew,Frequent,Books,Documentary,Smartphone,4.8,10 +770,Andrea Kennedy,amybarron@example.net,amybarron,1974-09-04,Male,West Jenniferfurt,2024-02-23,2025-02-22,Monthly,Amex,Auto-renew,Frequent,Books,Documentary,Smartphone,3.8,7 +771,Heather Wood,adamsstephanie@example.com,adamsstephanie,1951-04-30,Male,Richardsonland,2024-01-16,2025-01-15,Monthly,Visa,Auto-renew,Regular,Electronics,Comedy,Smart TV,4.8,0 +772,Zachary Simon,mlogan@example.org,mlogan,1979-05-26,Male,West Jared,2024-02-03,2025-02-02,Annual,Amex,Auto-renew,Regular,Books,Documentary,Tablet,4.0,4 +773,Rachel Wolf,salinasrobert@example.org,salinasrobert,1997-03-31,Female,Port Markland,2024-01-30,2025-01-29,Annual,Mastercard,Manual,Frequent,Clothing,Horror,Smartphone,4.8,0 +774,Donald Wilson,reynoldsallison@example.com,reynoldsallison,2002-02-02,Male,New Cherylstad,2024-01-15,2025-01-14,Annual,Visa,Auto-renew,Occasional,Books,Romance,Smartphone,4.9,1 +775,Anthony Parsons,daniel11@example.com,daniel11,1990-01-01,Male,Lake Williamville,2024-03-27,2025-03-27,Annual,Amex,Auto-renew,Regular,Books,Sci-Fi,Smart TV,3.5,2 +776,Evan Gillespie,mcneildiane@example.net,mcneildiane,1968-04-10,Male,Holtborough,2024-02-28,2025-02-27,Annual,Amex,Auto-renew,Frequent,Books,Documentary,Tablet,3.9,7 +777,Taylor Goodwin,ypace@example.com,ypace,1972-05-04,Male,North Scottmouth,2024-03-06,2025-03-06,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Smartphone,3.1,5 +778,Sarah Hart,williamsemily@example.org,williamsemily,1978-02-12,Male,East Brandontown,2024-01-02,2025-01-01,Annual,Amex,Manual,Occasional,Books,Horror,Smartphone,3.2,4 +779,Paul Chan,kathleen19@example.org,kathleen19,2001-11-20,Female,Mcconnellland,2024-03-26,2025-03-26,Annual,Mastercard,Auto-renew,Regular,Clothing,Romance,Smart TV,3.9,9 +780,Laurie Freeman,peggy16@example.org,peggy16,1955-12-30,Female,New Jamietown,2024-01-22,2025-01-21,Annual,Visa,Auto-renew,Frequent,Electronics,Horror,Tablet,4.3,10 +781,Richard Adams,dtaylor@example.org,dtaylor,1968-07-31,Female,Jordanport,2024-01-08,2025-01-07,Monthly,Amex,Auto-renew,Regular,Books,Drama,Smartphone,3.9,4 +782,Ana Taylor,jody55@example.net,jody55,1995-08-15,Female,Jessicaberg,2024-02-23,2025-02-22,Monthly,Visa,Manual,Regular,Books,Romance,Smartphone,4.5,5 +783,Jeffrey Greer,yparsons@example.net,yparsons,2002-03-11,Male,Port Shane,2024-01-22,2025-01-21,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smart TV,3.8,10 +784,Nicole Edwards,alfredrhodes@example.com,alfredrhodes,1935-06-03,Female,West Michaeltown,2024-02-27,2025-02-26,Monthly,Mastercard,Auto-renew,Regular,Clothing,Drama,Tablet,3.5,1 +785,Melissa Bowman,noah52@example.com,noah52,1963-11-28,Male,South Christopher,2024-01-02,2025-01-01,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Tablet,3.1,7 +786,Steve Hurst,rgonzales@example.com,rgonzales,1994-04-27,Male,Catherineton,2024-02-08,2025-02-07,Annual,Mastercard,Auto-renew,Regular,Books,Comedy,Smartphone,3.6,8 +787,Roger Webb,zflores@example.com,zflores,1991-10-12,Female,Thomaschester,2024-03-29,2025-03-29,Annual,Visa,Auto-renew,Occasional,Clothing,Drama,Smartphone,3.3,8 +788,Kelsey Miller,richardmcpherson@example.net,richardmcpherson,1977-07-24,Male,Marytown,2024-01-25,2025-01-24,Annual,Visa,Manual,Occasional,Clothing,Documentary,Smartphone,3.0,3 +789,Darlene Edwards,xreed@example.net,xreed,1941-09-07,Female,Deannabury,2024-02-29,2025-02-28,Monthly,Visa,Auto-renew,Regular,Electronics,Romance,Tablet,4.3,10 +790,Samantha Wang,cmoreno@example.org,cmoreno,1997-03-26,Male,Wrightchester,2024-02-18,2025-02-17,Annual,Visa,Auto-renew,Regular,Books,Drama,Tablet,3.1,7 +791,Rachel Bartlett,christopher09@example.net,christopher09,1994-05-14,Male,Port Jefferystad,2024-01-28,2025-01-27,Annual,Visa,Auto-renew,Occasional,Electronics,Action,Smartphone,4.1,2 +792,Denise Cain,michaeltownsend@example.com,michaeltownsend,1965-05-24,Female,Oconnellmouth,2024-01-15,2025-01-14,Annual,Mastercard,Manual,Regular,Electronics,Romance,Smartphone,3.7,7 +793,Monique Morris,christinapratt@example.com,christinapratt,1965-07-13,Female,Jamesfort,2024-04-11,2025-04-11,Annual,Visa,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.8,3 +794,Brian Chan MD,joseph96@example.com,joseph96,1970-02-26,Female,Harperborough,2024-03-05,2025-03-05,Monthly,Mastercard,Auto-renew,Occasional,Books,Romance,Smart TV,4.4,6 +795,Thomas Bradley,hayden35@example.net,hayden35,1948-02-14,Male,New Amandaview,2024-02-01,2025-01-31,Annual,Mastercard,Manual,Frequent,Books,Documentary,Smartphone,4.7,8 +796,Andrea Montgomery,huangnicholas@example.net,huangnicholas,1991-03-10,Male,Lake Sarah,2024-01-09,2025-01-08,Monthly,Amex,Auto-renew,Occasional,Electronics,Action,Tablet,3.9,2 +797,Mallory Castro,erica88@example.net,erica88,1939-12-30,Female,South Harry,2024-03-03,2025-03-03,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Documentary,Tablet,3.1,7 +798,Jamie Mitchell,brianwatkins@example.net,brianwatkins,1964-11-16,Female,Shelbyhaven,2024-01-07,2025-01-06,Monthly,Amex,Auto-renew,Occasional,Books,Sci-Fi,Smartphone,3.0,1 +799,Wanda Johnson,lewisrobert@example.com,lewisrobert,1993-03-08,Male,New Dana,2024-02-19,2025-02-18,Annual,Mastercard,Manual,Frequent,Books,Action,Smart TV,4.3,3 +800,Angela Barnes,laura45@example.net,laura45,1933-04-26,Male,North Kathleentown,2024-03-03,2025-03-03,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Smart TV,3.2,6 +801,Benjamin Guzman,kimberlyblake@example.net,kimberlyblake,1959-12-09,Male,Fergusonton,2024-02-25,2025-02-24,Annual,Visa,Manual,Regular,Electronics,Romance,Smartphone,4.8,9 +802,Eric Edwards,laurarodriguez@example.com,laurarodriguez,1961-01-08,Male,Lake Lisa,2024-03-12,2025-03-12,Annual,Visa,Auto-renew,Occasional,Books,Sci-Fi,Smart TV,4.0,2 +803,Priscilla Jacobs,brandon94@example.com,brandon94,1990-10-13,Male,Silvahaven,2024-01-19,2025-01-18,Annual,Amex,Manual,Frequent,Books,Romance,Smart TV,4.8,3 +804,Melissa Peterson,kwalters@example.com,kwalters,1940-06-05,Female,Juarezview,2024-01-19,2025-01-18,Monthly,Amex,Auto-renew,Regular,Electronics,Action,Smart TV,3.9,10 +805,Jeffrey Hays,sandersjohn@example.org,sandersjohn,1997-10-14,Male,Lake Christopher,2024-02-10,2025-02-09,Monthly,Visa,Manual,Occasional,Clothing,Comedy,Smartphone,4.7,6 +806,Preston Molina,qfisher@example.net,qfisher,1977-12-29,Male,Lake Matthew,2024-01-07,2025-01-06,Monthly,Mastercard,Manual,Regular,Books,Documentary,Tablet,4.9,6 +807,Sherry Walter,burnsamber@example.com,burnsamber,2003-10-26,Male,South Johnmouth,2024-04-12,2025-04-12,Monthly,Amex,Manual,Frequent,Electronics,Drama,Tablet,3.0,8 +808,Kimberly Cooper,robert47@example.com,robert47,1973-06-15,Female,New Josephfurt,2024-03-26,2025-03-26,Annual,Amex,Auto-renew,Occasional,Books,Romance,Smart TV,3.8,2 +809,Lauren Dudley,smithjane@example.org,smithjane,1978-11-18,Female,Barnesport,2024-01-10,2025-01-09,Annual,Amex,Manual,Occasional,Books,Romance,Tablet,4.5,2 +810,Heather Mosley,ucarpenter@example.org,ucarpenter,1992-11-24,Female,South Samantha,2024-02-23,2025-02-22,Annual,Visa,Manual,Regular,Electronics,Documentary,Smartphone,3.0,2 +811,Casey Collins,fyoung@example.org,fyoung,1942-03-27,Male,South Jonathanland,2024-02-19,2025-02-18,Annual,Amex,Auto-renew,Occasional,Books,Documentary,Smartphone,4.5,0 +812,Hailey Blevins,rioscynthia@example.net,rioscynthia,1947-09-26,Male,South James,2024-03-14,2025-03-14,Monthly,Amex,Manual,Frequent,Electronics,Documentary,Smartphone,3.9,6 +813,Christine Hayden,uwalker@example.org,uwalker,1962-08-12,Female,Port Martha,2024-01-14,2025-01-13,Annual,Amex,Auto-renew,Regular,Books,Horror,Smart TV,3.7,9 +814,Amber Clark,clementsrichard@example.net,clementsrichard,1994-04-17,Male,Perkinsside,2024-04-12,2025-04-12,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Tablet,5.0,6 +815,Mark Sims,carolyn88@example.net,carolyn88,1953-12-25,Male,North Steven,2024-01-28,2025-01-27,Monthly,Visa,Auto-renew,Occasional,Electronics,Documentary,Smartphone,4.9,8 +816,Patrick Rosales,kaitlynoliver@example.org,kaitlynoliver,1941-09-09,Male,Port Lauriefort,2024-03-06,2025-03-06,Monthly,Mastercard,Auto-renew,Occasional,Books,Horror,Tablet,4.5,6 +817,James Delgado,summerstheresa@example.com,summerstheresa,1939-12-28,Female,Harringtonville,2024-02-22,2025-02-21,Annual,Mastercard,Auto-renew,Occasional,Books,Drama,Smart TV,4.4,5 +818,Todd Anderson,jamie78@example.com,jamie78,1997-03-28,Female,North Erika,2024-03-17,2025-03-17,Monthly,Mastercard,Manual,Frequent,Books,Sci-Fi,Tablet,4.9,3 +819,Tanya Ruiz,moorejames@example.com,moorejames,1969-05-09,Male,Lake Nichole,2024-04-07,2025-04-07,Monthly,Amex,Auto-renew,Occasional,Books,Comedy,Tablet,3.8,8 +820,Wendy Rodriguez,amclaughlin@example.net,amclaughlin,1982-07-08,Male,Obrienchester,2024-03-16,2025-03-16,Monthly,Mastercard,Manual,Occasional,Books,Documentary,Smart TV,3.6,7 +821,Susan Forbes,snelson@example.com,snelson,1987-01-25,Female,Waynefurt,2024-03-15,2025-03-15,Annual,Visa,Manual,Frequent,Clothing,Horror,Smartphone,5.0,6 +822,Matthew Walker,gabrielramirez@example.net,gabrielramirez,1981-01-27,Female,Jenniferland,2024-03-26,2025-03-26,Annual,Visa,Auto-renew,Occasional,Clothing,Comedy,Smart TV,4.9,1 +823,Robert Weaver,thompsoncolleen@example.org,thompsoncolleen,2002-04-03,Male,Dudleybury,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Occasional,Clothing,Action,Smartphone,3.3,3 +824,Elizabeth Lambert,qmccarthy@example.net,qmccarthy,1986-03-19,Female,Port Mary,2024-01-07,2025-01-06,Monthly,Amex,Auto-renew,Regular,Books,Comedy,Tablet,4.3,9 +825,Alex Bridges,robert34@example.net,robert34,1954-03-02,Female,Nortonville,2024-03-15,2025-03-15,Annual,Amex,Auto-renew,Regular,Electronics,Drama,Tablet,3.9,4 +826,Paul Wong,danielle98@example.net,danielle98,2004-02-09,Female,Davidview,2024-01-11,2025-01-10,Monthly,Visa,Manual,Frequent,Clothing,Sci-Fi,Tablet,3.8,0 +827,Nathan Rogers,virginia70@example.net,virginia70,1964-09-10,Female,Andrewbury,2024-04-07,2025-04-07,Monthly,Visa,Auto-renew,Occasional,Clothing,Horror,Smartphone,4.0,6 +828,Amber Alexander,marywood@example.net,marywood,1939-08-10,Male,Sarafort,2024-02-18,2025-02-17,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Smart TV,4.7,7 +829,Charles Chavez,kramerterry@example.com,kramerterry,2002-07-07,Male,South Chase,2024-01-03,2025-01-02,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Smart TV,4.3,9 +830,Michael Ingram,williamsvictoria@example.com,williamsvictoria,1942-01-16,Female,South Teresaburgh,2024-02-12,2025-02-11,Annual,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,3.1,10 +831,John Norton,george78@example.net,george78,1985-09-21,Female,Christineland,2024-01-24,2025-01-23,Monthly,Visa,Auto-renew,Regular,Electronics,Documentary,Smartphone,4.7,10 +832,Natasha Collins,uhall@example.org,uhall,2004-04-22,Male,South Jessica,2024-02-05,2025-02-04,Monthly,Amex,Manual,Occasional,Clothing,Documentary,Smartphone,3.1,10 +833,Beth Lopez,debra58@example.net,debra58,1960-10-01,Female,Kendraland,2024-01-28,2025-01-27,Monthly,Amex,Manual,Regular,Clothing,Action,Tablet,3.6,10 +834,Scott Duncan,hfitzgerald@example.org,hfitzgerald,1973-02-19,Male,Pittmanmouth,2024-01-23,2025-01-22,Monthly,Amex,Manual,Occasional,Books,Documentary,Tablet,3.3,5 +835,Jennifer Mendoza,wmendoza@example.net,wmendoza,1989-06-27,Female,South Jose,2024-02-18,2025-02-17,Annual,Amex,Manual,Occasional,Clothing,Sci-Fi,Smart TV,3.6,9 +836,Christopher Foster,fperez@example.com,fperez,1977-09-16,Female,Smithstad,2024-03-17,2025-03-17,Annual,Visa,Manual,Frequent,Clothing,Comedy,Tablet,4.2,1 +837,Alexander Lee,trevordavis@example.org,trevordavis,1957-05-06,Male,Wilsonshire,2024-04-09,2025-04-09,Annual,Mastercard,Auto-renew,Regular,Electronics,Drama,Tablet,3.8,1 +838,Nicholas Giles,hopkinsjimmy@example.com,hopkinsjimmy,1989-03-26,Male,Millermouth,2024-04-14,2025-04-14,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Tablet,3.5,5 +839,Karen Lamb,wcaldwell@example.com,wcaldwell,1998-05-21,Female,West Joel,2024-01-12,2025-01-11,Annual,Mastercard,Manual,Frequent,Books,Sci-Fi,Smart TV,3.7,4 +840,Brian Key,cassandra10@example.org,cassandra10,1962-01-17,Female,East Donnafurt,2024-01-24,2025-01-23,Monthly,Amex,Manual,Frequent,Electronics,Romance,Smart TV,3.8,10 +841,Stephanie Suarez,chadaguilar@example.com,chadaguilar,1941-04-20,Female,West Mariah,2024-02-25,2025-02-24,Annual,Amex,Auto-renew,Regular,Clothing,Drama,Tablet,4.0,10 +842,Zachary Griffith,ymartinez@example.org,ymartinez,1941-07-10,Male,Port William,2024-04-10,2025-04-10,Monthly,Amex,Manual,Occasional,Electronics,Sci-Fi,Smart TV,5.0,0 +843,Nathan Bishop,gary53@example.org,gary53,1987-03-14,Female,Brooksstad,2024-04-01,2025-04-01,Monthly,Visa,Auto-renew,Frequent,Electronics,Drama,Smartphone,4.6,2 +844,Krista Garcia,lauramiller@example.net,lauramiller,1996-05-28,Female,New Alexander,2024-03-18,2025-03-18,Annual,Visa,Manual,Frequent,Clothing,Comedy,Tablet,3.4,7 +845,Deborah Ortega,adam28@example.org,adam28,1949-04-01,Female,New Sandraport,2024-03-13,2025-03-13,Monthly,Amex,Manual,Frequent,Clothing,Drama,Smart TV,3.4,4 +846,Stephen Moyer,jesse26@example.org,jesse26,1937-09-24,Male,Georgeberg,2024-03-19,2025-03-19,Monthly,Amex,Manual,Occasional,Electronics,Comedy,Smart TV,3.7,6 +847,Timothy Lane,annanguyen@example.com,annanguyen,1936-08-04,Male,Johnsonshire,2024-04-03,2025-04-03,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Smartphone,3.6,7 +848,Jason Long,swansonchelsea@example.org,swansonchelsea,1986-06-21,Female,Lake Sabrinahaven,2024-01-30,2025-01-29,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Romance,Smart TV,4.4,4 +849,Edward Mcfarland,qcampbell@example.com,qcampbell,1974-11-01,Female,West Pamelamouth,2024-02-14,2025-02-13,Annual,Visa,Auto-renew,Occasional,Books,Action,Smartphone,5.0,1 +850,Chris Reyes Jr.,michael35@example.com,michael35,1947-11-17,Female,Lake Amber,2024-02-20,2025-02-19,Monthly,Mastercard,Manual,Frequent,Clothing,Documentary,Smartphone,4.4,5 +851,Kenneth Morris,petermcgrath@example.net,petermcgrath,1998-08-04,Male,Brownville,2024-01-07,2025-01-06,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Romance,Smartphone,3.1,2 +852,Jesse Bautista,reyesmarie@example.net,reyesmarie,1962-11-17,Female,Sandersberg,2024-01-11,2025-01-10,Monthly,Amex,Manual,Occasional,Clothing,Romance,Tablet,3.9,7 +853,Kimberly Perez,kathy16@example.org,kathy16,1970-03-28,Female,Gonzaleztown,2024-03-19,2025-03-19,Monthly,Mastercard,Auto-renew,Occasional,Books,Comedy,Smart TV,4.5,5 +854,Richard Thompson,shannonmurphy@example.org,shannonmurphy,1944-09-12,Male,West Whitneybury,2024-03-01,2025-03-01,Annual,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Smartphone,3.1,1 +855,Martin Perez,roger65@example.org,roger65,1946-12-24,Male,Ashleyshire,2024-03-10,2025-03-10,Monthly,Amex,Manual,Frequent,Books,Drama,Smartphone,3.5,9 +856,Robert Bradley,mcruz@example.org,mcruz,1979-08-29,Male,South Cody,2024-04-12,2025-04-12,Annual,Mastercard,Auto-renew,Occasional,Electronics,Horror,Tablet,3.3,8 +857,Blake Johnson,keithbell@example.net,keithbell,1935-08-18,Male,Chavezberg,2024-02-26,2025-02-25,Annual,Visa,Auto-renew,Occasional,Electronics,Horror,Smart TV,3.7,7 +858,Becky Jones,mcbridetina@example.net,mcbridetina,1986-04-06,Male,Dillonmouth,2024-04-12,2025-04-12,Monthly,Visa,Auto-renew,Regular,Clothing,Drama,Tablet,4.8,3 +859,Austin Nelson,urobles@example.com,urobles,1972-05-14,Female,Lake Justin,2024-01-08,2025-01-07,Annual,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Smartphone,3.4,0 +860,Raymond Martin,jamesbullock@example.net,jamesbullock,1982-11-02,Female,New Frank,2024-01-10,2025-01-09,Annual,Amex,Manual,Occasional,Clothing,Comedy,Smartphone,4.5,4 +861,Paul Hull,catherine47@example.net,catherine47,1988-03-22,Male,Michelleburgh,2024-03-01,2025-03-01,Monthly,Amex,Manual,Frequent,Books,Horror,Tablet,3.3,1 +862,Kimberly Harris,brendarobinson@example.org,brendarobinson,2004-05-21,Female,South Travisside,2024-03-09,2025-03-09,Monthly,Mastercard,Manual,Occasional,Books,Drama,Smart TV,4.5,8 +863,Travis Ward,nashheather@example.net,nashheather,2005-07-02,Female,Jacobstad,2024-03-16,2025-03-16,Annual,Amex,Auto-renew,Regular,Clothing,Romance,Tablet,3.9,5 +864,Jennifer Weber,pamelabrown@example.org,pamelabrown,1997-01-18,Male,Solomonstad,2024-01-19,2025-01-18,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Smart TV,3.4,2 +865,Mark Zuniga,scottthomas@example.net,scottthomas,1942-12-27,Female,East Brendahaven,2024-01-29,2025-01-28,Monthly,Visa,Manual,Regular,Clothing,Sci-Fi,Tablet,3.5,6 +866,Samuel Ellison,plittle@example.com,plittle,1959-05-31,Female,Lake Christopher,2024-04-08,2025-04-08,Annual,Mastercard,Auto-renew,Occasional,Books,Action,Smart TV,4.4,10 +867,Dr. Jennifer Robinson,craigpacheco@example.net,craigpacheco,1933-09-14,Male,Taylorfurt,2024-01-02,2025-01-01,Annual,Mastercard,Auto-renew,Frequent,Books,Documentary,Smart TV,4.9,5 +868,Dr. Phillip Martin Jr.,uwood@example.net,uwood,1934-07-03,Female,Kylieside,2024-03-13,2025-03-13,Annual,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.1,4 +869,Cassidy Davis,flloyd@example.net,flloyd,1997-10-22,Female,North Ericmouth,2024-01-04,2025-01-03,Monthly,Visa,Manual,Frequent,Electronics,Sci-Fi,Smartphone,3.4,7 +870,April Miller,davidrodriguez@example.com,davidrodriguez,1947-03-31,Male,New Justinburgh,2024-04-01,2025-04-01,Annual,Amex,Auto-renew,Occasional,Electronics,Romance,Tablet,3.1,9 +871,Haley Andrade,craigkrueger@example.org,craigkrueger,1999-09-14,Female,New Jo,2024-02-14,2025-02-13,Annual,Mastercard,Manual,Frequent,Electronics,Romance,Smartphone,3.9,3 +872,Casey Smith,terrelljoshua@example.net,terrelljoshua,1999-08-08,Female,West Jennifer,2024-03-29,2025-03-29,Monthly,Amex,Auto-renew,Occasional,Books,Action,Smartphone,3.9,7 +873,Dustin Vega,jenniferwilkins@example.com,jenniferwilkins,2000-03-16,Male,Michaelland,2024-01-18,2025-01-17,Annual,Visa,Manual,Regular,Books,Documentary,Smart TV,3.8,7 +874,Jennifer Daugherty,courtneyandersen@example.net,courtneyandersen,1952-01-28,Male,Port Justinton,2024-04-01,2025-04-01,Annual,Mastercard,Auto-renew,Occasional,Books,Drama,Tablet,3.4,0 +875,Christopher Bailey,morgansandoval@example.org,morgansandoval,1968-04-15,Female,New Thomasfort,2024-01-30,2025-01-29,Annual,Mastercard,Manual,Regular,Electronics,Sci-Fi,Smart TV,4.5,2 +876,Eric Davis,imadden@example.com,imadden,1940-10-09,Male,Lake Jonathan,2024-03-25,2025-03-25,Annual,Mastercard,Auto-renew,Frequent,Electronics,Comedy,Smart TV,4.9,6 +877,Tamara Lee,taylor49@example.com,taylor49,1988-05-24,Female,North Peterborough,2024-02-12,2025-02-11,Monthly,Amex,Auto-renew,Occasional,Clothing,Action,Smartphone,3.9,6 +878,Lisa Wallace,etucker@example.net,etucker,1950-10-02,Male,West Pamfort,2024-04-05,2025-04-05,Annual,Amex,Auto-renew,Regular,Books,Documentary,Tablet,4.3,5 +879,Larry Thompson,chadpacheco@example.org,chadpacheco,1951-10-01,Male,Ryanbury,2024-04-10,2025-04-10,Annual,Visa,Manual,Regular,Books,Action,Tablet,4.9,6 +880,Derek Rogers,wilcoxsarah@example.com,wilcoxsarah,1975-06-30,Male,Lake Joshua,2024-01-17,2025-01-16,Annual,Mastercard,Manual,Regular,Clothing,Drama,Smartphone,4.1,2 +881,Lindsay Burnett,lhoward@example.com,lhoward,1934-04-25,Male,Lake Erik,2024-04-05,2025-04-05,Monthly,Mastercard,Manual,Regular,Books,Horror,Tablet,4.1,4 +882,David Frederick,averykylie@example.net,averykylie,1962-11-02,Male,Barbarastad,2024-04-13,2025-04-13,Monthly,Amex,Manual,Occasional,Electronics,Action,Tablet,3.7,3 +883,Cheryl Cooper,patriciabond@example.com,patriciabond,1999-01-21,Male,Pattersonburgh,2024-01-17,2025-01-16,Annual,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,5.0,0 +884,Elizabeth Mills,carolmccarthy@example.com,carolmccarthy,1964-07-10,Male,East Donald,2024-03-08,2025-03-08,Monthly,Mastercard,Auto-renew,Occasional,Books,Documentary,Smartphone,4.3,8 +885,Lisa Rosales,jonthomas@example.org,jonthomas,1965-10-26,Male,Port Patricia,2024-01-28,2025-01-27,Monthly,Visa,Manual,Regular,Books,Drama,Tablet,5.0,2 +886,Rick Gonzalez,mfoster@example.org,mfoster,1973-10-15,Female,Bondchester,2024-01-07,2025-01-06,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Smartphone,3.2,0 +887,Daniel Cooper,jennifer06@example.com,jennifer06,1938-06-13,Male,New Ericaburgh,2024-04-07,2025-04-07,Monthly,Visa,Manual,Occasional,Clothing,Action,Smartphone,4.0,5 +888,Nathan Morrow,cherylduran@example.net,cherylduran,1954-07-04,Male,North Wandatown,2024-04-09,2025-04-09,Annual,Mastercard,Manual,Regular,Clothing,Horror,Smartphone,3.8,10 +889,Richard Gutierrez,barbaragarcia@example.org,barbaragarcia,1991-06-12,Male,Floreston,2024-01-13,2025-01-12,Monthly,Visa,Auto-renew,Regular,Books,Romance,Tablet,3.7,0 +890,Christina Gay,rhondanguyen@example.com,rhondanguyen,1974-10-27,Male,Sarachester,2024-01-19,2025-01-18,Annual,Visa,Auto-renew,Frequent,Electronics,Action,Smartphone,3.3,7 +891,Bruce Barrett,samantha04@example.com,samantha04,1977-06-16,Male,Parkerton,2024-04-04,2025-04-04,Annual,Mastercard,Auto-renew,Frequent,Clothing,Sci-Fi,Smart TV,4.3,9 +892,William Jacobson,obyrd@example.org,obyrd,1971-07-10,Male,West Whitneystad,2024-01-29,2025-01-28,Monthly,Visa,Manual,Regular,Books,Sci-Fi,Smartphone,3.1,6 +893,Melissa Miller,smithjacob@example.com,smithjacob,1933-11-19,Female,North David,2024-01-16,2025-01-15,Monthly,Amex,Auto-renew,Frequent,Electronics,Horror,Smartphone,4.1,5 +894,Andrea Graves,lindacrawford@example.com,lindacrawford,1993-07-16,Male,South Mariastad,2024-02-25,2025-02-24,Annual,Amex,Manual,Regular,Electronics,Sci-Fi,Smartphone,4.5,1 +895,Samuel Floyd,uwilliams@example.net,uwilliams,1971-08-13,Male,Floydside,2024-03-09,2025-03-09,Monthly,Mastercard,Manual,Occasional,Clothing,Horror,Smart TV,4.4,9 +896,Jeremy Robertson,patricia62@example.com,patricia62,1995-03-22,Female,Port Toddport,2024-03-02,2025-03-02,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,4.6,6 +897,Michael Sweeney,hendersondustin@example.org,hendersondustin,1993-11-22,Female,Michellemouth,2024-03-03,2025-03-03,Monthly,Mastercard,Auto-renew,Frequent,Books,Romance,Smart TV,3.9,6 +898,Mark Wilson,danielmoore@example.com,danielmoore,1990-05-03,Male,Mitchellstad,2024-01-11,2025-01-10,Monthly,Visa,Auto-renew,Occasional,Clothing,Drama,Tablet,3.3,3 +899,Matthew Rocha,johnskelly@example.com,johnskelly,1947-02-05,Female,Blakemouth,2024-01-18,2025-01-17,Monthly,Visa,Manual,Regular,Books,Horror,Smart TV,4.6,2 +900,Tracy Davis,rachel46@example.org,rachel46,1982-05-13,Female,East Jessica,2024-03-05,2025-03-05,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Smart TV,3.1,1 +901,Lisa Johnson,shale@example.org,shale,1982-04-04,Male,Lake Sabrina,2024-01-07,2025-01-06,Monthly,Mastercard,Auto-renew,Regular,Electronics,Romance,Smartphone,3.1,1 +902,Sandra Tucker,matthew51@example.com,matthew51,1982-12-14,Female,Lake Gloria,2024-01-09,2025-01-08,Monthly,Visa,Auto-renew,Frequent,Clothing,Comedy,Smart TV,4.1,4 +903,Emily Potter,jacob66@example.com,jacob66,1987-09-12,Male,Port Kimberlyview,2024-01-19,2025-01-18,Monthly,Amex,Auto-renew,Occasional,Books,Drama,Smart TV,3.6,9 +904,Ricky Johnson,hugheskristin@example.org,hugheskristin,1943-06-20,Female,Byrdside,2024-03-21,2025-03-21,Monthly,Amex,Auto-renew,Frequent,Books,Sci-Fi,Tablet,4.7,5 +905,William Strong,robersonchristina@example.com,robersonchristina,1969-09-26,Male,North Judith,2024-02-05,2025-02-04,Monthly,Amex,Manual,Regular,Electronics,Sci-Fi,Smartphone,4.0,0 +906,Emily Turner,uherrera@example.org,uherrera,1984-03-16,Female,West Hannah,2024-01-06,2025-01-05,Annual,Amex,Auto-renew,Occasional,Clothing,Romance,Smartphone,3.9,2 +907,Kimberly Perry,blackburnjames@example.com,blackburnjames,1991-06-18,Male,Smithberg,2024-04-07,2025-04-07,Monthly,Visa,Auto-renew,Regular,Books,Documentary,Smart TV,5.0,3 +908,Carl Fields,pking@example.org,pking,1985-12-17,Female,Amberhaven,2024-01-07,2025-01-06,Monthly,Amex,Auto-renew,Frequent,Clothing,Action,Tablet,4.5,10 +909,Donna Delgado,bradsnyder@example.com,bradsnyder,1985-05-06,Female,New Matthew,2024-03-30,2025-03-30,Annual,Visa,Auto-renew,Occasional,Clothing,Romance,Tablet,3.9,4 +910,Kathryn Cooper,larry21@example.org,larry21,1938-12-28,Female,North Christopher,2024-02-04,2025-02-03,Monthly,Visa,Auto-renew,Occasional,Electronics,Horror,Smartphone,3.4,10 +911,Brittany Smith,ginadean@example.com,ginadean,1960-08-19,Female,South Elizabeth,2024-03-13,2025-03-13,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,3.1,2 +912,Collin Carey,housejames@example.org,housejames,1988-01-08,Male,Ibarraland,2024-01-01,2024-12-31,Annual,Visa,Auto-renew,Occasional,Books,Romance,Tablet,4.3,8 +913,Devin Higgins,leepatrick@example.org,leepatrick,1991-09-26,Male,Annshire,2024-04-07,2025-04-07,Annual,Visa,Auto-renew,Regular,Electronics,Romance,Smart TV,4.6,8 +914,David Davis,perezaaron@example.net,perezaaron,1958-10-07,Male,Holtville,2024-03-10,2025-03-10,Annual,Amex,Manual,Occasional,Electronics,Romance,Smartphone,3.4,10 +915,William Briggs,reginahammond@example.net,reginahammond,1949-10-06,Female,North Meganside,2024-03-10,2025-03-10,Annual,Mastercard,Auto-renew,Frequent,Clothing,Drama,Smartphone,4.2,9 +916,Mrs. Heather Phillips,zhutchinson@example.org,zhutchinson,1942-02-22,Male,Kimberlyberg,2024-04-06,2025-04-06,Annual,Mastercard,Manual,Occasional,Clothing,Sci-Fi,Smartphone,3.3,4 +917,Hunter Patterson,brianhernandez@example.com,brianhernandez,1981-04-15,Male,East Scott,2024-03-21,2025-03-21,Annual,Visa,Manual,Frequent,Clothing,Drama,Smart TV,4.0,2 +918,Robert Phillips,xconrad@example.org,xconrad,1979-12-03,Female,Port Jennifer,2024-03-23,2025-03-23,Annual,Amex,Auto-renew,Regular,Electronics,Documentary,Smartphone,3.9,7 +919,Jeffrey Oconnor,watsoncrystal@example.com,watsoncrystal,1970-12-27,Male,North Janetfort,2024-03-22,2025-03-22,Monthly,Amex,Manual,Frequent,Clothing,Romance,Smart TV,5.0,6 +920,Jason Martin,hstevens@example.net,hstevens,1940-10-04,Male,West Hunterberg,2024-01-27,2025-01-26,Annual,Mastercard,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.9,2 +921,Anna Tran,kennedynicole@example.net,kennedynicole,1955-08-14,Female,Port Laura,2024-02-26,2025-02-25,Monthly,Amex,Auto-renew,Regular,Books,Action,Tablet,3.3,0 +922,Brittany Harmon MD,jameswhite@example.net,jameswhite,1979-01-01,Male,Lake Jodi,2024-04-02,2025-04-02,Monthly,Visa,Manual,Occasional,Books,Horror,Tablet,3.8,1 +923,Natalie Burgess,robert63@example.com,robert63,1973-05-24,Male,North Michael,2024-04-02,2025-04-02,Annual,Mastercard,Manual,Frequent,Electronics,Drama,Tablet,4.5,8 +924,John Watson,hcooper@example.com,hcooper,1970-02-13,Male,Lisaberg,2024-03-18,2025-03-18,Monthly,Amex,Auto-renew,Occasional,Clothing,Documentary,Smartphone,3.4,8 +925,Madeline Mcmahon,vali@example.net,vali,1997-09-17,Female,Port Amanda,2024-02-14,2025-02-13,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Drama,Smart TV,4.3,2 +926,Heather Salas,mhobbs@example.org,mhobbs,1963-11-07,Male,Loweville,2024-01-16,2025-01-15,Monthly,Mastercard,Auto-renew,Regular,Books,Action,Smartphone,4.9,1 +927,Marie Pittman,patricksnyder@example.net,patricksnyder,1980-12-18,Female,New Emilyberg,2024-03-06,2025-03-06,Monthly,Visa,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,3.4,5 +928,Cynthia Reynolds,raymond76@example.net,raymond76,1991-08-13,Male,Johnsonborough,2024-02-11,2025-02-10,Annual,Mastercard,Manual,Regular,Clothing,Documentary,Tablet,5.0,10 +929,Yvette Hurley,fcoleman@example.net,fcoleman,1996-06-12,Female,Douglasport,2024-04-13,2025-04-13,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Smart TV,3.3,7 +930,Elizabeth Howard,uholloway@example.net,uholloway,1985-03-07,Male,Rossport,2024-01-19,2025-01-18,Monthly,Visa,Auto-renew,Occasional,Clothing,Comedy,Smart TV,4.4,0 +931,Robert Frazier,madison12@example.com,madison12,1996-06-14,Male,Simpsonside,2024-02-25,2025-02-24,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.8,9 +932,Audrey Villa,imartin@example.net,imartin,1978-09-08,Male,Gregorybury,2024-01-28,2025-01-27,Monthly,Amex,Manual,Regular,Clothing,Sci-Fi,Tablet,3.1,0 +933,Sarah Baker,joshua98@example.org,joshua98,1943-07-30,Male,West Brian,2024-03-19,2025-03-19,Monthly,Amex,Manual,Frequent,Clothing,Horror,Smart TV,4.9,7 +934,Jesse Davila,karen06@example.com,karen06,1961-06-18,Female,Cannonchester,2024-04-09,2025-04-09,Monthly,Mastercard,Manual,Frequent,Clothing,Comedy,Smart TV,4.8,1 +935,Susan Murray,pamelaroach@example.net,pamelaroach,1994-05-13,Male,West Jessicatown,2024-01-29,2025-01-28,Monthly,Amex,Manual,Regular,Electronics,Comedy,Smart TV,3.6,10 +936,Howard Coleman,carol09@example.org,carol09,1959-04-13,Female,East Debra,2024-04-13,2025-04-13,Monthly,Visa,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.1,4 +937,Robert Murphy,ibailey@example.org,ibailey,1993-07-23,Male,Harmonmouth,2024-02-21,2025-02-20,Annual,Amex,Manual,Occasional,Electronics,Drama,Smart TV,4.3,2 +938,Danielle Shelton,kevin36@example.org,kevin36,1943-01-17,Female,Robinsonmouth,2024-03-27,2025-03-27,Annual,Mastercard,Auto-renew,Regular,Electronics,Horror,Smart TV,4.2,10 +939,Daniel Rodgers,kingsamantha@example.org,kingsamantha,1998-05-01,Male,Sandrastad,2024-02-09,2025-02-08,Monthly,Visa,Auto-renew,Regular,Books,Sci-Fi,Smart TV,3.9,1 +940,Steven Morgan,denisemiddleton@example.com,denisemiddleton,2003-07-11,Female,Hudsonfurt,2024-01-28,2025-01-27,Monthly,Mastercard,Manual,Frequent,Books,Documentary,Smartphone,4.5,0 +941,Jessica Monroe,marysherman@example.net,marysherman,1936-03-27,Male,East Wayne,2024-02-12,2025-02-11,Monthly,Amex,Auto-renew,Regular,Books,Romance,Smart TV,4.1,2 +942,Michael Boyd,norma38@example.net,norma38,1955-11-22,Male,Brettview,2024-01-15,2025-01-14,Monthly,Visa,Auto-renew,Occasional,Electronics,Action,Tablet,4.6,4 +943,Ian Johnson,raymondlozano@example.net,raymondlozano,1955-01-11,Male,Michaelborough,2024-01-30,2025-01-29,Annual,Mastercard,Auto-renew,Frequent,Electronics,Horror,Tablet,3.8,8 +944,Robert Zuniga,angela64@example.com,angela64,1937-02-21,Female,Simsland,2024-01-21,2025-01-20,Monthly,Amex,Manual,Frequent,Electronics,Romance,Smart TV,3.3,9 +945,Brian Cook,danielwatson@example.org,danielwatson,1955-02-16,Male,North Tanya,2024-02-20,2025-02-19,Monthly,Amex,Manual,Occasional,Electronics,Action,Smartphone,3.4,9 +946,Kathryn Shepherd,simpsonmary@example.org,simpsonmary,1969-09-15,Female,Brianville,2024-01-07,2025-01-06,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smartphone,3.4,2 +947,Justin Garcia,kathleen66@example.com,kathleen66,1950-09-13,Female,South Sherry,2024-02-19,2025-02-18,Annual,Mastercard,Manual,Regular,Clothing,Action,Tablet,3.1,5 +948,Ashley Jordan,juanknapp@example.com,juanknapp,1991-05-19,Male,Walterston,2024-01-05,2025-01-04,Monthly,Visa,Auto-renew,Occasional,Clothing,Horror,Tablet,4.4,0 +949,Julie York,sarajenkins@example.net,sarajenkins,1985-11-06,Female,Kellybury,2024-01-09,2025-01-08,Monthly,Mastercard,Auto-renew,Regular,Clothing,Comedy,Smartphone,3.7,7 +950,Timothy Jones,howardpamela@example.net,howardpamela,1994-11-29,Female,Perryfurt,2024-04-03,2025-04-03,Monthly,Mastercard,Manual,Regular,Clothing,Horror,Smartphone,3.5,4 +951,Margaret Davis,staceyyoung@example.com,staceyyoung,1975-04-09,Male,North Krystalside,2024-04-03,2025-04-03,Annual,Visa,Auto-renew,Occasional,Books,Romance,Tablet,4.6,7 +952,Jesus Cox,justingreen@example.org,justingreen,1947-06-08,Male,Jackland,2024-03-25,2025-03-25,Monthly,Visa,Auto-renew,Occasional,Clothing,Romance,Tablet,3.0,1 +953,Loretta Richard,vdaniels@example.org,vdaniels,1943-02-06,Female,Smithmouth,2024-03-25,2025-03-25,Monthly,Visa,Manual,Regular,Books,Documentary,Smartphone,4.9,10 +954,Alison Davies,isaacramos@example.net,isaacramos,1962-02-12,Female,East Jeffrey,2024-02-11,2025-02-10,Monthly,Amex,Manual,Regular,Clothing,Action,Smart TV,3.8,7 +955,Ashley Collier,lucas35@example.com,lucas35,1986-08-04,Female,Andrewside,2024-01-16,2025-01-15,Monthly,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Tablet,4.3,6 +956,Alan Jackson,ewade@example.net,ewade,2005-04-18,Female,North Tylershire,2024-03-04,2025-03-04,Monthly,Mastercard,Manual,Occasional,Clothing,Romance,Tablet,4.4,4 +957,Anthony Crawford,janice29@example.net,janice29,2004-06-25,Male,Michaelburgh,2024-01-29,2025-01-28,Monthly,Visa,Auto-renew,Regular,Electronics,Comedy,Tablet,4.9,9 +958,Gregory Moody,imurphy@example.com,imurphy,1999-09-29,Female,Lewisfurt,2024-01-25,2025-01-24,Monthly,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.4,1 +959,Robin Stephens,anthony39@example.net,anthony39,1963-10-20,Female,Esparzaton,2024-03-08,2025-03-08,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smartphone,4.0,5 +960,Adam Harris,nelsonjoseph@example.com,nelsonjoseph,1941-08-26,Female,Port Jenniferland,2024-04-14,2025-04-14,Monthly,Mastercard,Auto-renew,Regular,Books,Drama,Smart TV,4.6,8 +961,Dale Hernandez,lewisjames@example.org,lewisjames,2004-12-29,Female,East Aprilborough,2024-01-25,2025-01-24,Annual,Mastercard,Manual,Regular,Electronics,Drama,Tablet,4.7,4 +962,Lisa Holt,devinlarsen@example.org,devinlarsen,1938-07-24,Male,Sandovalview,2024-02-25,2025-02-24,Annual,Amex,Manual,Occasional,Clothing,Sci-Fi,Smart TV,4.1,2 +963,Darren Watson,benjamin46@example.org,benjamin46,2004-02-07,Male,Port Ryanside,2024-01-07,2025-01-06,Annual,Mastercard,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.8,6 +964,John Johnson,kristy28@example.org,kristy28,1939-07-06,Male,Jessicahaven,2024-04-06,2025-04-06,Monthly,Amex,Auto-renew,Occasional,Books,Comedy,Smartphone,4.7,1 +965,Lisa Stafford,joel09@example.org,joel09,1990-09-16,Male,Morrisonhaven,2024-01-15,2025-01-14,Annual,Amex,Auto-renew,Regular,Clothing,Comedy,Smartphone,4.2,0 +966,Daniel Miller,chavezbrooke@example.com,chavezbrooke,1980-10-27,Female,Sabrinahaven,2024-03-28,2025-03-28,Annual,Visa,Auto-renew,Regular,Electronics,Documentary,Smart TV,4.8,4 +967,Stacy Burke,christensenadam@example.com,christensenadam,1946-12-13,Female,Carolynfort,2024-04-12,2025-04-12,Annual,Amex,Manual,Regular,Electronics,Action,Tablet,4.3,1 +968,James Dominguez,paulawagner@example.com,paulawagner,1990-04-02,Male,Moraleshaven,2024-03-26,2025-03-26,Monthly,Visa,Manual,Regular,Books,Drama,Tablet,4.8,9 +969,Wyatt Davis,hillmike@example.net,hillmike,1954-08-31,Male,Angelaland,2024-02-19,2025-02-18,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Action,Tablet,3.8,4 +970,Jason Rojas,ronald26@example.net,ronald26,1995-11-02,Female,West Arthur,2024-01-14,2025-01-13,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smartphone,4.5,3 +971,Alison Peterson,erica72@example.org,erica72,1956-04-02,Male,North Andrew,2024-03-09,2025-03-09,Annual,Amex,Manual,Regular,Electronics,Romance,Smartphone,4.2,8 +972,Thomas English,gparrish@example.net,gparrish,1941-01-13,Male,East Jillton,2024-01-12,2025-01-11,Monthly,Amex,Auto-renew,Frequent,Clothing,Action,Tablet,3.6,9 +973,Gregory Reyes,nicole84@example.com,nicole84,1934-11-05,Female,Stevensfurt,2024-03-08,2025-03-08,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.8,1 +974,Michael Moore,xcraig@example.net,xcraig,1957-10-12,Female,Amyport,2024-02-21,2025-02-20,Annual,Visa,Manual,Occasional,Electronics,Action,Tablet,4.1,0 +975,Dale Gomez,erin46@example.com,erin46,1940-06-27,Female,Ryanshire,2024-02-11,2025-02-10,Annual,Mastercard,Manual,Frequent,Clothing,Romance,Tablet,3.1,8 +976,Alisha Murray,timothycollins@example.org,timothycollins,1952-12-19,Male,North Williamtown,2024-03-11,2025-03-11,Annual,Mastercard,Auto-renew,Regular,Books,Documentary,Smartphone,3.5,10 +977,Mr. Jeffrey Jones,humphreyanthony@example.org,humphreyanthony,1981-03-06,Female,Gloriaside,2024-02-24,2025-02-23,Monthly,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,4.7,6 +978,Mikayla Lindsey,ann95@example.org,ann95,1992-02-19,Female,Jonesmouth,2024-01-25,2025-01-24,Annual,Mastercard,Auto-renew,Frequent,Clothing,Drama,Tablet,3.6,8 +979,Paul Dalton,austinburton@example.com,austinburton,1963-01-02,Female,Phillipsfurt,2024-04-11,2025-04-11,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Smart TV,3.8,3 +980,Karen Hodges,ebauer@example.org,ebauer,1953-05-20,Male,Anthonytown,2024-04-07,2025-04-07,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,4.6,1 +981,David George,wheelercaroline@example.net,wheelercaroline,1984-01-25,Female,New Chloeberg,2024-04-05,2025-04-05,Annual,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Smart TV,4.6,10 +982,Mary Underwood,derrick67@example.com,derrick67,1984-09-28,Female,Beckymouth,2024-03-11,2025-03-11,Monthly,Mastercard,Auto-renew,Regular,Books,Horror,Smart TV,3.2,3 +983,Robin Davidson,carltate@example.org,carltate,1977-10-22,Female,Meyerstad,2024-03-12,2025-03-12,Annual,Mastercard,Auto-renew,Occasional,Clothing,Documentary,Smart TV,3.3,8 +984,Kathryn Lopez PhD,davidarmstrong@example.com,davidarmstrong,1978-02-20,Male,Ramirezberg,2024-03-15,2025-03-15,Annual,Mastercard,Auto-renew,Regular,Clothing,Comedy,Smartphone,3.7,1 +985,Robert Robinson,davidmorrison@example.net,davidmorrison,1952-11-16,Female,Newtonview,2024-03-19,2025-03-19,Annual,Amex,Auto-renew,Regular,Electronics,Drama,Tablet,4.1,6 +986,Tina Schmitt,harveymargaret@example.org,harveymargaret,1976-09-24,Female,East Aaron,2024-03-03,2025-03-03,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Tablet,3.1,6 +987,Christina Serrano,marycook@example.org,marycook,1983-08-24,Female,Shanestad,2024-03-27,2025-03-27,Annual,Mastercard,Manual,Regular,Clothing,Sci-Fi,Smartphone,4.9,9 +988,Jacob Quinn,jensenkaren@example.net,jensenkaren,1954-03-21,Male,Combsberg,2024-01-25,2025-01-24,Monthly,Visa,Manual,Occasional,Clothing,Documentary,Smartphone,3.2,4 +989,Paul Torres,joshua13@example.org,joshua13,1959-02-13,Male,Port Angela,2024-01-08,2025-01-07,Annual,Amex,Auto-renew,Occasional,Electronics,Action,Tablet,4.6,3 +990,Glenda Brown,kathryn87@example.org,kathryn87,2002-07-17,Male,Palmerside,2024-01-28,2025-01-27,Monthly,Amex,Auto-renew,Occasional,Clothing,Horror,Smartphone,3.3,2 +991,Amy Fleming,robert59@example.org,robert59,1984-01-19,Female,New Dawnton,2024-03-23,2025-03-23,Monthly,Mastercard,Auto-renew,Frequent,Books,Romance,Smartphone,3.0,4 +992,Susan Rivera,kcrawford@example.net,kcrawford,1950-07-26,Male,Davidsonview,2024-04-06,2025-04-06,Monthly,Mastercard,Auto-renew,Regular,Books,Romance,Tablet,3.0,6 +993,Suzanne Gordon,edwardsbrandon@example.net,edwardsbrandon,1970-07-30,Male,Bishopberg,2024-01-01,2024-12-31,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Smartphone,3.4,9 +994,Ann Murphy,melissa81@example.com,melissa81,1961-02-17,Male,West Seanbury,2024-03-20,2025-03-20,Monthly,Visa,Auto-renew,Frequent,Books,Action,Smart TV,4.5,9 +995,Brandon Richardson,msmith@example.net,msmith,1998-09-24,Female,South William,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smartphone,3.3,3 +996,Anna Wilson,curtispotter@example.org,curtispotter,1977-12-26,Male,West Cathy,2024-03-28,2025-03-28,Monthly,Amex,Auto-renew,Frequent,Books,Action,Smartphone,3.7,2 +997,Amanda Whitehead,youngamanda@example.org,youngamanda,1978-01-23,Female,Port Ryan,2024-03-07,2025-03-07,Annual,Visa,Manual,Regular,Electronics,Romance,Smartphone,3.2,7 +998,Melinda Hicks,pellison@example.com,pellison,1987-11-21,Male,Jacquelineland,2024-01-15,2025-01-14,Monthly,Amex,Manual,Regular,Electronics,Horror,Tablet,4.6,3 +999,Dr. Kimberly Jackson,nicolerose@example.net,nicolerose,1986-05-08,Female,Cervanteshaven,2024-03-12,2025-03-12,Annual,Visa,Auto-renew,Regular,Books,Action,Smartphone,3.2,3 +1000,Ryan Allen,aross@example.net,aross,1945-12-17,Female,Robinsonchester,2024-01-11,2025-01-10,Annual,Visa,Auto-renew,Occasional,Electronics,Action,Smart TV,4.5,5 +1001,Jennifer Gomez,scottsara@example.net,scottsara,1996-11-09,Female,Port Christopher,2024-01-09,2025-01-08,Monthly,Amex,Manual,Occasional,Clothing,Sci-Fi,Tablet,3.2,5 +1002,John White,kimzoe@example.org,kimzoe,1969-04-27,Female,South Tony,2024-04-09,2025-04-09,Annual,Visa,Manual,Occasional,Clothing,Sci-Fi,Tablet,5.0,8 +1003,Andrew Griffith,elizabeth37@example.org,elizabeth37,1979-06-10,Female,Lake Kristin,2024-01-28,2025-01-27,Annual,Visa,Auto-renew,Frequent,Books,Romance,Smartphone,4.9,1 +1004,Walter Brown,jonathonavila@example.net,jonathonavila,1948-02-06,Male,East Timothystad,2024-01-31,2025-01-30,Annual,Amex,Manual,Frequent,Books,Horror,Smartphone,3.6,10 +1005,Laurie Price,stewartjulie@example.org,stewartjulie,1956-06-04,Male,South Thomasborough,2024-03-01,2025-03-01,Monthly,Mastercard,Manual,Frequent,Books,Documentary,Tablet,3.1,7 +1006,Holly Odom,matthewburke@example.com,matthewburke,1953-05-13,Female,Robinsonview,2024-01-22,2025-01-21,Annual,Amex,Manual,Regular,Clothing,Horror,Smart TV,3.8,9 +1007,Beth Michael,natalie09@example.com,natalie09,1997-03-29,Female,Amyhaven,2024-02-13,2025-02-12,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smartphone,3.9,0 +1008,Stephen Moreno,elizabeth09@example.com,elizabeth09,1944-03-23,Female,West Michael,2024-01-13,2025-01-12,Monthly,Mastercard,Auto-renew,Occasional,Books,Comedy,Tablet,4.5,4 +1009,Luis Chavez,benjaminthomas@example.org,benjaminthomas,1966-07-31,Male,Davidtown,2024-03-13,2025-03-13,Monthly,Amex,Auto-renew,Occasional,Clothing,Documentary,Smartphone,3.1,8 +1010,Raymond Armstrong,dgarcia@example.com,dgarcia,1999-04-03,Male,East Carrieville,2024-02-29,2025-02-28,Monthly,Mastercard,Manual,Frequent,Electronics,Action,Tablet,4.2,8 +1011,Laura Conrad,xsanchez@example.com,xsanchez,1941-04-04,Male,Lake Tina,2024-01-04,2025-01-03,Annual,Mastercard,Manual,Occasional,Clothing,Horror,Smart TV,4.8,5 +1012,Sharon White,sjones@example.net,sjones,1992-01-28,Female,East Anthonyhaven,2024-04-02,2025-04-02,Annual,Amex,Manual,Occasional,Books,Comedy,Smart TV,3.8,9 +1013,Nicole Lopez,washingtondanielle@example.net,washingtondanielle,1990-02-13,Female,New Ryan,2024-04-12,2025-04-12,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Smart TV,3.7,5 +1014,Daniel Goodman,paynejill@example.com,paynejill,1937-05-20,Male,New Robert,2024-03-29,2025-03-29,Monthly,Mastercard,Auto-renew,Regular,Electronics,Romance,Smart TV,4.0,10 +1015,Dawn Burke,jimmymeyers@example.net,jimmymeyers,1945-11-22,Male,Rodriguezport,2024-01-07,2025-01-06,Annual,Amex,Manual,Regular,Electronics,Action,Tablet,3.2,0 +1016,Matthew Salinas,martinezkatherine@example.org,martinezkatherine,1992-03-16,Female,Johnhaven,2024-03-26,2025-03-26,Monthly,Visa,Auto-renew,Regular,Books,Horror,Smart TV,4.9,10 +1017,Deborah Andrade,nhayden@example.net,nhayden,1944-03-15,Female,West Jessica,2024-03-31,2025-03-31,Monthly,Mastercard,Auto-renew,Frequent,Books,Drama,Tablet,3.4,0 +1018,Beth Schmidt,nfarrell@example.com,nfarrell,1956-02-01,Female,Judithville,2024-02-27,2025-02-26,Annual,Mastercard,Manual,Regular,Clothing,Documentary,Smartphone,4.3,9 +1019,Joseph Harrison,jose85@example.net,jose85,1950-03-27,Male,Rodriguezborough,2024-01-18,2025-01-17,Monthly,Amex,Auto-renew,Regular,Books,Sci-Fi,Smart TV,4.0,2 +1020,Austin Mosley,reginarichards@example.org,reginarichards,1939-05-30,Male,Joshualand,2024-03-22,2025-03-22,Monthly,Amex,Auto-renew,Frequent,Books,Horror,Smart TV,3.7,7 +1021,Devin Watkins,morenoanna@example.net,morenoanna,1988-08-05,Male,West Theresa,2024-01-24,2025-01-23,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Romance,Tablet,4.6,2 +1022,Amanda Wilson,guerrerojessica@example.com,guerrerojessica,1955-01-27,Male,Flynnbury,2024-01-07,2025-01-06,Monthly,Visa,Manual,Regular,Electronics,Horror,Smart TV,3.5,3 +1023,Michael Willis,chaveznatasha@example.net,chaveznatasha,1936-05-17,Female,South Jason,2024-03-18,2025-03-18,Annual,Visa,Auto-renew,Frequent,Electronics,Drama,Tablet,3.2,2 +1024,Donna Trevino,steven89@example.org,steven89,1983-11-17,Female,Sandrafurt,2024-03-28,2025-03-28,Annual,Amex,Auto-renew,Occasional,Electronics,Documentary,Tablet,4.1,5 +1025,Susan Smith,rossdeborah@example.net,rossdeborah,1984-02-07,Female,West Crystal,2024-03-26,2025-03-26,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Tablet,4.8,4 +1026,Heather Snyder,francisco20@example.com,francisco20,1982-10-08,Female,South Ashleymouth,2024-01-29,2025-01-28,Monthly,Visa,Auto-renew,Occasional,Clothing,Comedy,Smartphone,3.2,1 +1027,Corey Riley,michaeljohnson@example.net,michaeljohnson,1947-07-30,Male,West Lisaport,2024-01-01,2024-12-31,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,4.9,2 +1028,Deanna Burke,jessicagraham@example.net,jessicagraham,1973-05-19,Female,Port Amanda,2024-01-03,2025-01-02,Monthly,Amex,Auto-renew,Occasional,Electronics,Documentary,Smart TV,3.6,9 +1029,Eric Hernandez,richarddickson@example.com,richarddickson,1975-02-04,Male,New Robert,2024-04-08,2025-04-08,Annual,Visa,Auto-renew,Regular,Clothing,Comedy,Smart TV,3.6,4 +1030,Valerie Mendoza,nicole85@example.net,nicole85,1935-05-22,Male,West Jessica,2024-02-14,2025-02-13,Annual,Mastercard,Manual,Regular,Books,Romance,Smart TV,3.1,0 +1031,Tammy Chapman,marysmall@example.net,marysmall,1971-11-23,Female,Gomezburgh,2024-03-25,2025-03-25,Annual,Mastercard,Auto-renew,Frequent,Clothing,Drama,Smartphone,4.6,4 +1032,Shawn Simpson,cervantesjames@example.org,cervantesjames,1941-10-17,Male,East Robert,2024-02-26,2025-02-25,Monthly,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,3.3,8 +1033,Michael Webb,taylorjose@example.com,taylorjose,1963-06-29,Male,South Nancyborough,2024-01-18,2025-01-17,Monthly,Amex,Auto-renew,Regular,Clothing,Horror,Smartphone,4.6,10 +1034,Alexandra Gonzales DVM,htorres@example.org,htorres,2006-04-09,Female,South Kelsey,2024-02-21,2025-02-20,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Drama,Smartphone,4.2,4 +1035,Christopher Maddox,wandamendoza@example.com,wandamendoza,1945-02-28,Female,Lake Yvonne,2024-04-10,2025-04-10,Monthly,Amex,Manual,Frequent,Books,Drama,Smart TV,4.2,9 +1036,Jose Hunt,jonbrooks@example.org,jonbrooks,1992-06-19,Male,Robinsonfurt,2024-03-27,2025-03-27,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Romance,Smartphone,4.6,2 +1037,Robert Woods,russellantonio@example.com,russellantonio,1992-05-12,Male,Chapmanfort,2024-02-29,2025-02-28,Annual,Visa,Auto-renew,Occasional,Books,Sci-Fi,Tablet,3.3,9 +1038,Diana Garcia,austin32@example.com,austin32,1990-04-13,Male,Port Jessica,2024-04-12,2025-04-12,Monthly,Visa,Manual,Frequent,Books,Documentary,Tablet,3.5,3 +1039,Crystal Ewing,stephenweiss@example.org,stephenweiss,2002-09-24,Female,Shawnmouth,2024-03-13,2025-03-13,Monthly,Mastercard,Manual,Occasional,Clothing,Sci-Fi,Tablet,4.0,8 +1040,Amber Webster,masonmorrison@example.net,masonmorrison,1936-06-21,Male,Gilbertbury,2024-04-04,2025-04-04,Annual,Mastercard,Manual,Regular,Electronics,Sci-Fi,Smartphone,4.9,2 +1041,Tyler Hernandez,jenniferroberts@example.net,jenniferroberts,1970-04-13,Female,Michaelmouth,2024-03-11,2025-03-11,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smart TV,3.7,1 +1042,Keith Torres,powersmary@example.net,powersmary,1937-01-23,Male,North Michaelborough,2024-02-10,2025-02-09,Monthly,Visa,Auto-renew,Frequent,Clothing,Comedy,Tablet,4.5,3 +1043,Leslie Phillips,glarsen@example.org,glarsen,1935-02-28,Female,New Andrea,2024-03-04,2025-03-04,Annual,Amex,Manual,Frequent,Electronics,Drama,Smartphone,3.9,4 +1044,Michelle Thompson,kellyortega@example.net,kellyortega,1939-02-11,Male,New Steven,2024-03-02,2025-03-02,Annual,Visa,Manual,Regular,Electronics,Horror,Tablet,3.3,10 +1045,Connie Brown,summer40@example.net,summer40,1933-11-24,Male,Lopezmouth,2024-03-29,2025-03-29,Monthly,Visa,Manual,Occasional,Electronics,Horror,Smartphone,4.8,0 +1046,Nathaniel Shepherd,lamblaurie@example.org,lamblaurie,1940-02-04,Female,Brighttown,2024-01-28,2025-01-27,Monthly,Visa,Manual,Frequent,Clothing,Sci-Fi,Tablet,3.6,8 +1047,Tara Bowman,penny06@example.net,penny06,1939-03-02,Male,East Brittany,2024-02-04,2025-02-03,Annual,Mastercard,Manual,Frequent,Electronics,Comedy,Smartphone,4.2,6 +1048,Rhonda Foster,ymurphy@example.net,ymurphy,1997-08-22,Female,Davisville,2024-01-14,2025-01-13,Annual,Amex,Auto-renew,Regular,Clothing,Action,Tablet,4.0,9 +1049,Joseph Park,qwhite@example.com,qwhite,1953-01-11,Male,North Angela,2024-03-19,2025-03-19,Monthly,Mastercard,Manual,Occasional,Clothing,Sci-Fi,Tablet,3.2,4 +1050,David James,scott74@example.com,scott74,1938-08-03,Male,North Jamiestad,2024-03-17,2025-03-17,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Action,Tablet,3.5,3 +1051,Cheryl Oneill,nathanielkennedy@example.org,nathanielkennedy,1963-02-11,Male,East Henry,2024-01-11,2025-01-10,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smartphone,4.3,6 +1052,Doris Stevens,tuckerkelsey@example.org,tuckerkelsey,1956-07-12,Male,Shawnaside,2024-03-28,2025-03-28,Annual,Visa,Manual,Occasional,Clothing,Romance,Smart TV,3.8,5 +1053,Meghan Mathews,ruiznathan@example.net,ruiznathan,1946-12-30,Female,Vazqueztown,2024-03-28,2025-03-28,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Romance,Smartphone,4.6,6 +1054,Anne Rush,kwaller@example.com,kwaller,1959-10-31,Male,West Michael,2024-01-08,2025-01-07,Monthly,Visa,Manual,Occasional,Books,Action,Smart TV,3.7,7 +1055,Loretta Bentley,dbailey@example.net,dbailey,1969-06-24,Female,Mitchellland,2024-01-02,2025-01-01,Annual,Mastercard,Manual,Frequent,Electronics,Horror,Smartphone,3.9,2 +1056,Samantha Miller,ywhitehead@example.com,ywhitehead,1989-03-09,Male,Johnborough,2024-02-17,2025-02-16,Annual,Mastercard,Manual,Occasional,Books,Comedy,Smartphone,4.3,5 +1057,William George,andrealevy@example.net,andrealevy,1960-10-02,Male,Feliciafort,2024-01-28,2025-01-27,Annual,Visa,Manual,Regular,Clothing,Action,Tablet,4.7,0 +1058,Miguel Dean,adam73@example.com,adam73,1941-10-16,Female,East Jesse,2024-02-23,2025-02-22,Monthly,Amex,Auto-renew,Frequent,Electronics,Sci-Fi,Smart TV,4.1,2 +1059,Scott Wagner,bridgethill@example.org,bridgethill,1978-08-29,Female,South Kellyhaven,2024-03-05,2025-03-05,Annual,Mastercard,Auto-renew,Regular,Books,Horror,Smart TV,3.0,7 +1060,Robert Campbell,randalljames@example.org,randalljames,1998-12-27,Female,North Hannahtown,2024-03-30,2025-03-30,Annual,Visa,Auto-renew,Regular,Electronics,Comedy,Tablet,3.5,2 +1061,Jack Williams,brendan37@example.com,brendan37,1948-05-27,Male,East Jackieberg,2024-03-30,2025-03-30,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Tablet,3.6,4 +1062,Melissa Horn,trichardson@example.net,trichardson,1944-03-17,Male,Briannachester,2024-01-23,2025-01-22,Monthly,Amex,Auto-renew,Frequent,Electronics,Horror,Smart TV,3.4,10 +1063,Paula Smith,kbates@example.org,kbates,1984-01-20,Female,New Charles,2024-01-29,2025-01-28,Monthly,Mastercard,Manual,Frequent,Electronics,Sci-Fi,Tablet,3.8,4 +1064,Scott Huynh,umontes@example.com,umontes,1955-06-23,Female,Howeborough,2024-02-05,2025-02-04,Annual,Amex,Manual,Occasional,Clothing,Romance,Smartphone,4.8,0 +1065,Amber Levy,ubrooks@example.org,ubrooks,1955-06-16,Female,East Christina,2024-01-05,2025-01-04,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Tablet,3.1,5 +1066,Lisa Mendez,strongkristen@example.com,strongkristen,1967-10-17,Female,Port Martin,2024-03-23,2025-03-23,Annual,Visa,Manual,Frequent,Books,Documentary,Tablet,3.8,1 +1067,Sean Young,amyfloyd@example.com,amyfloyd,2004-03-20,Male,Markfort,2024-03-29,2025-03-29,Monthly,Amex,Auto-renew,Frequent,Clothing,Documentary,Tablet,4.1,7 +1068,Malik Soto,rebecca57@example.org,rebecca57,1940-02-02,Female,Wardhaven,2024-02-04,2025-02-03,Monthly,Amex,Auto-renew,Regular,Clothing,Documentary,Smart TV,4.5,7 +1069,Brittany Lang,esmith@example.org,esmith,1969-10-18,Female,Hillhaven,2024-02-14,2025-02-13,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smartphone,3.5,3 +1070,Kendra Williams,andreabutler@example.org,andreabutler,1937-02-19,Male,Dawnton,2024-01-02,2025-01-01,Annual,Visa,Manual,Occasional,Books,Action,Smartphone,3.1,0 +1071,John Spencer,megan63@example.org,megan63,1951-07-01,Female,Mercerbury,2024-03-12,2025-03-12,Annual,Amex,Auto-renew,Regular,Clothing,Drama,Smartphone,3.7,6 +1072,Donald Flowers,stacey20@example.com,stacey20,1994-04-22,Male,West Markmouth,2024-02-04,2025-02-03,Monthly,Amex,Manual,Regular,Clothing,Horror,Smart TV,4.1,4 +1073,Andre Webb,wbrown@example.com,wbrown,1935-08-20,Female,Patriciafurt,2024-02-09,2025-02-08,Annual,Visa,Manual,Frequent,Books,Horror,Smart TV,3.2,2 +1074,Courtney Morrison,harriswilliam@example.com,harriswilliam,1948-05-15,Male,Lake Karen,2024-01-28,2025-01-27,Annual,Mastercard,Manual,Frequent,Electronics,Drama,Tablet,4.0,7 +1075,Daniel Baker,hbrowning@example.com,hbrowning,1957-01-05,Male,Lake Marymouth,2024-03-21,2025-03-21,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smartphone,3.9,3 +1076,Kathryn Smith,lindawilliams@example.net,lindawilliams,1941-05-18,Female,Williamsview,2024-01-08,2025-01-07,Monthly,Visa,Auto-renew,Frequent,Clothing,Drama,Smart TV,3.9,2 +1077,Scott Love,newmaneric@example.org,newmaneric,1988-11-23,Male,Jeromefort,2024-02-18,2025-02-17,Monthly,Mastercard,Auto-renew,Regular,Books,Sci-Fi,Tablet,3.4,3 +1078,Crystal Johnson,cwallace@example.org,cwallace,2002-02-18,Male,South James,2024-02-25,2025-02-24,Annual,Visa,Manual,Regular,Clothing,Comedy,Smartphone,4.4,7 +1079,Grant Silva,rogerperry@example.com,rogerperry,1979-03-03,Male,Dianaborough,2024-01-03,2025-01-02,Annual,Mastercard,Manual,Frequent,Books,Romance,Smartphone,4.6,4 +1080,Jennifer Farrell,christina85@example.net,christina85,1984-04-12,Male,Caseville,2024-03-21,2025-03-21,Annual,Visa,Auto-renew,Regular,Electronics,Documentary,Smart TV,3.2,5 +1081,Jay Miller,darlenemorgan@example.net,darlenemorgan,1986-03-28,Male,East Joe,2024-01-23,2025-01-22,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Smartphone,3.9,2 +1082,Sharon Smith,kimberly94@example.org,kimberly94,1941-03-17,Male,Ericastad,2024-03-17,2025-03-17,Monthly,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smartphone,3.5,5 +1083,Karla Lopez,michaellarson@example.com,michaellarson,1980-05-05,Male,North Tammy,2024-01-01,2024-12-31,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smart TV,3.9,8 +1084,Ashley Henry,fwallace@example.com,fwallace,1993-03-29,Female,Riverabury,2024-01-30,2025-01-29,Monthly,Mastercard,Manual,Regular,Books,Documentary,Smart TV,4.0,10 +1085,James Smith,jose31@example.org,jose31,1974-08-03,Male,South Krystal,2024-03-03,2025-03-03,Annual,Visa,Auto-renew,Occasional,Books,Documentary,Smartphone,3.2,6 +1086,Ms. Patricia Williams,rosemelissa@example.com,rosemelissa,1951-10-03,Female,Torresport,2024-02-01,2025-01-31,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Action,Tablet,5.0,10 +1087,Christopher Harding,pmedina@example.com,pmedina,1993-01-19,Female,East Jesseville,2024-02-25,2025-02-24,Annual,Visa,Manual,Frequent,Electronics,Horror,Smart TV,3.5,1 +1088,Katherine Carter,burnsscott@example.com,burnsscott,1957-04-17,Male,Hernandezmouth,2024-02-29,2025-02-28,Monthly,Visa,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,3.5,7 +1089,Gabriel Day,johnsontravis@example.org,johnsontravis,2002-11-20,Male,North Isabellaton,2024-02-20,2025-02-19,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Drama,Tablet,5.0,2 +1090,Steve Smith,deborahrodgers@example.org,deborahrodgers,1979-01-11,Female,Williamshire,2024-03-19,2025-03-19,Annual,Amex,Manual,Frequent,Books,Action,Smart TV,3.0,9 +1091,Michael Lopez,rortiz@example.org,rortiz,1974-07-13,Male,Johnsonside,2024-02-18,2025-02-17,Annual,Mastercard,Auto-renew,Regular,Books,Comedy,Smartphone,4.6,3 +1092,Rachel Moses,yvaughn@example.org,yvaughn,1991-10-30,Male,Mitchellchester,2024-02-07,2025-02-06,Monthly,Visa,Auto-renew,Regular,Books,Action,Smart TV,4.4,10 +1093,Michael Gardner,gutierreznicholas@example.com,gutierreznicholas,1970-01-02,Female,Cookside,2024-03-03,2025-03-03,Annual,Visa,Manual,Occasional,Clothing,Comedy,Tablet,4.0,10 +1094,John Roy,aaronmiller@example.org,aaronmiller,1948-10-04,Male,Port Stephanie,2024-01-11,2025-01-10,Monthly,Amex,Manual,Occasional,Books,Comedy,Smartphone,4.8,10 +1095,Michael Ramirez,mramos@example.com,mramos,1991-08-05,Female,South Angela,2024-03-25,2025-03-25,Annual,Visa,Manual,Regular,Electronics,Drama,Smartphone,4.9,5 +1096,Lynn Morris,guerrerosusan@example.org,guerrerosusan,2003-01-11,Male,Davidton,2024-03-17,2025-03-17,Annual,Amex,Manual,Occasional,Clothing,Romance,Smartphone,3.3,8 +1097,Benjamin Garcia,kathyluna@example.net,kathyluna,1952-07-31,Female,Sarafurt,2024-03-01,2025-03-01,Monthly,Visa,Manual,Occasional,Electronics,Comedy,Tablet,3.6,3 +1098,Judy Smith,pclayton@example.net,pclayton,1958-08-01,Male,New Jennifer,2024-01-03,2025-01-02,Monthly,Amex,Manual,Frequent,Electronics,Documentary,Smart TV,3.8,0 +1099,Katherine Keith,evanselizabeth@example.com,evanselizabeth,2001-02-14,Female,East Stephanie,2024-03-28,2025-03-28,Annual,Amex,Auto-renew,Frequent,Electronics,Drama,Smartphone,4.1,1 +1100,Micheal Mosley,adam03@example.org,adam03,1967-03-29,Female,New Donnahaven,2024-03-25,2025-03-25,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Smartphone,4.7,6 +1101,Daniel Anderson,shieldsmichelle@example.com,shieldsmichelle,2000-07-04,Female,Sanfordberg,2024-04-13,2025-04-13,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Tablet,3.5,0 +1102,Kelli Johnson,evanchan@example.net,evanchan,2005-06-20,Female,Davidmouth,2024-02-07,2025-02-06,Annual,Visa,Auto-renew,Regular,Electronics,Horror,Smart TV,4.4,8 +1103,Nicole Mitchell,wbaker@example.net,wbaker,1945-10-14,Male,Port John,2024-02-16,2025-02-15,Monthly,Amex,Manual,Regular,Clothing,Sci-Fi,Smart TV,4.0,0 +1104,Jill Alexander,hmercado@example.com,hmercado,1949-11-10,Male,Lisatown,2024-01-09,2025-01-08,Annual,Amex,Auto-renew,Occasional,Electronics,Romance,Smart TV,4.0,1 +1105,Cody Stone,prose@example.com,prose,1963-05-19,Male,Jacobtown,2024-01-30,2025-01-29,Monthly,Mastercard,Manual,Occasional,Books,Romance,Smartphone,4.3,0 +1106,Heather Ward,kingmaria@example.net,kingmaria,1973-10-08,Female,Morrisshire,2024-03-04,2025-03-04,Monthly,Visa,Auto-renew,Occasional,Electronics,Sci-Fi,Smartphone,4.1,4 +1107,Kyle Johnson,jodihanson@example.org,jodihanson,2002-04-22,Male,Mcgeeshire,2024-02-22,2025-02-21,Monthly,Mastercard,Manual,Regular,Electronics,Romance,Smartphone,3.6,10 +1108,Dale Cooley,ejensen@example.org,ejensen,1948-07-06,Male,Danielleborough,2024-01-11,2025-01-10,Monthly,Amex,Manual,Frequent,Books,Horror,Smartphone,4.7,5 +1109,Megan Morgan,ashley76@example.com,ashley76,1989-12-05,Female,Jacksonborough,2024-01-16,2025-01-15,Monthly,Mastercard,Auto-renew,Frequent,Books,Romance,Tablet,4.5,5 +1110,Angela Duncan,maria76@example.net,maria76,1944-10-20,Male,Larsonborough,2024-04-11,2025-04-11,Monthly,Visa,Manual,Occasional,Books,Romance,Tablet,4.2,10 +1111,Katherine Savage,michaelnelson@example.org,michaelnelson,1993-08-27,Male,New Linda,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Regular,Books,Romance,Tablet,3.1,8 +1112,William Bates,lpadilla@example.net,lpadilla,1960-06-21,Male,Alexisside,2024-01-30,2025-01-29,Monthly,Amex,Auto-renew,Frequent,Clothing,Romance,Smartphone,3.2,0 +1113,Katie Rice,william10@example.net,william10,1981-05-25,Female,Vangbury,2024-03-14,2025-03-14,Monthly,Visa,Manual,Regular,Clothing,Action,Smartphone,4.1,10 +1114,Heidi Greer,valenciajoseph@example.org,valenciajoseph,1975-01-23,Female,Greenburgh,2024-03-09,2025-03-09,Annual,Visa,Auto-renew,Frequent,Clothing,Documentary,Smart TV,4.1,8 +1115,Benjamin Simmons,boyersheri@example.com,boyersheri,1952-10-23,Male,Mccartyview,2024-03-09,2025-03-09,Annual,Amex,Auto-renew,Frequent,Electronics,Documentary,Smart TV,4.9,1 +1116,Richard Simpson,christina08@example.net,christina08,1962-07-05,Male,North Christina,2024-02-01,2025-01-31,Monthly,Amex,Manual,Occasional,Books,Documentary,Tablet,3.4,8 +1117,Johnathan Garcia,daniel93@example.com,daniel93,1999-05-12,Female,Hurleyville,2024-02-03,2025-02-02,Monthly,Mastercard,Manual,Frequent,Electronics,Romance,Tablet,4.0,10 +1118,Jacqueline Robinson,kevinholt@example.com,kevinholt,1936-05-06,Male,Suzannemouth,2024-01-05,2025-01-04,Annual,Visa,Manual,Occasional,Electronics,Comedy,Smartphone,4.9,5 +1119,Blake Welch,aroberts@example.net,aroberts,1992-03-27,Male,Lake Corybury,2024-03-18,2025-03-18,Annual,Visa,Auto-renew,Regular,Books,Drama,Tablet,3.1,5 +1120,Erik Williams,qmiller@example.net,qmiller,1957-04-15,Female,Jimeneztown,2024-02-21,2025-02-20,Annual,Visa,Auto-renew,Regular,Electronics,Horror,Smart TV,4.0,3 +1121,Laura Ross,bfoster@example.net,bfoster,1944-08-15,Female,Armstrongberg,2024-04-13,2025-04-13,Monthly,Amex,Manual,Frequent,Electronics,Drama,Smartphone,4.6,1 +1122,Patrick Carter,andrew42@example.net,andrew42,1969-07-30,Female,Angelahaven,2024-01-17,2025-01-16,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Smart TV,3.1,10 +1123,Luis Mccoy,wilcoxkara@example.com,wilcoxkara,1953-11-19,Female,Silvaton,2024-03-02,2025-03-02,Monthly,Visa,Manual,Frequent,Books,Horror,Smartphone,3.5,5 +1124,Samuel James,julie98@example.net,julie98,1965-11-05,Female,East Robert,2024-01-19,2025-01-18,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Tablet,4.5,3 +1125,James Moody,michele73@example.com,michele73,1995-06-29,Female,East Sarahborough,2024-03-02,2025-03-02,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Tablet,4.4,1 +1126,Crystal Horton,bkirby@example.net,bkirby,2003-04-24,Male,Amyview,2024-01-12,2025-01-11,Annual,Mastercard,Auto-renew,Occasional,Electronics,Action,Smartphone,4.3,9 +1127,Larry Bass,greese@example.net,greese,1949-06-03,Male,Lake Samantha,2024-02-05,2025-02-04,Monthly,Visa,Manual,Regular,Books,Horror,Tablet,3.9,1 +1128,Dennis Davis,isimmons@example.org,isimmons,1938-07-05,Female,Johnfort,2024-01-30,2025-01-29,Annual,Mastercard,Manual,Occasional,Books,Romance,Tablet,3.1,7 +1129,Jeffrey Harris,georgemullins@example.net,georgemullins,1937-07-23,Male,Rossmouth,2024-02-07,2025-02-06,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smart TV,3.7,6 +1130,Ashley Mendoza,carolyn16@example.net,carolyn16,1937-10-12,Female,West Thomas,2024-01-01,2024-12-31,Monthly,Visa,Manual,Regular,Electronics,Romance,Smart TV,4.9,7 +1131,Paul Jones,changchristy@example.net,changchristy,1973-12-29,Female,West Andrea,2024-02-05,2025-02-04,Annual,Amex,Manual,Frequent,Clothing,Action,Smart TV,3.6,8 +1132,David Kramer,wrightjennifer@example.net,wrightjennifer,1984-04-02,Male,East Ivan,2024-01-30,2025-01-29,Monthly,Amex,Manual,Frequent,Clothing,Sci-Fi,Smartphone,3.2,6 +1133,Nichole Cobb,stephen50@example.com,stephen50,1943-03-27,Female,East Kylestad,2024-01-09,2025-01-08,Monthly,Visa,Manual,Occasional,Books,Romance,Tablet,4.6,10 +1134,Brooke Moore,rickyrobinson@example.com,rickyrobinson,1977-03-15,Female,North Hannahton,2024-03-02,2025-03-02,Monthly,Mastercard,Auto-renew,Regular,Clothing,Comedy,Smart TV,3.6,2 +1135,Margaret Harvey,emmawallace@example.com,emmawallace,1965-08-05,Male,North Matthew,2024-01-03,2025-01-02,Annual,Visa,Auto-renew,Occasional,Books,Drama,Smart TV,4.3,2 +1136,Carlos Myers,christinamiller@example.org,christinamiller,1952-09-18,Female,Taylorburgh,2024-04-11,2025-04-11,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Action,Smart TV,3.5,1 +1137,Kathleen Lloyd,ryanbarron@example.org,ryanbarron,1988-04-27,Female,Port Erichaven,2024-02-25,2025-02-24,Annual,Amex,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.1,8 +1138,Kevin Travis,brookemorales@example.net,brookemorales,1974-03-20,Male,Garciafort,2024-02-08,2025-02-07,Monthly,Amex,Manual,Regular,Books,Action,Smartphone,4.0,6 +1139,Thomas Russell,brian08@example.org,brian08,1991-03-23,Female,Lake Margaretstad,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Regular,Books,Comedy,Smartphone,3.5,6 +1140,Gary White,lauramurray@example.com,lauramurray,1943-09-10,Female,New Yolanda,2024-02-07,2025-02-06,Annual,Amex,Auto-renew,Frequent,Books,Drama,Smart TV,4.2,5 +1141,Penny Chavez,pcrawford@example.net,pcrawford,1946-10-21,Female,Brittanyport,2024-02-14,2025-02-13,Annual,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,4.5,4 +1142,Michael Ponce,marshallryan@example.com,marshallryan,1995-05-16,Male,Johntown,2024-03-20,2025-03-20,Annual,Visa,Auto-renew,Regular,Books,Horror,Tablet,4.3,7 +1143,Kaitlyn Kelley,aobrien@example.net,aobrien,1964-03-13,Female,East Christian,2024-01-11,2025-01-10,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Smartphone,4.0,4 +1144,Lisa Oliver,laceywarren@example.net,laceywarren,1969-11-23,Male,Ellisville,2024-01-26,2025-01-25,Monthly,Amex,Manual,Regular,Electronics,Documentary,Tablet,3.7,7 +1145,Corey Jennings,kevinwalsh@example.net,kevinwalsh,1939-07-31,Male,Wardfort,2024-01-18,2025-01-17,Monthly,Mastercard,Manual,Frequent,Clothing,Documentary,Tablet,4.4,0 +1146,Debra Arroyo,gclayton@example.org,gclayton,1933-04-26,Male,Stacieville,2024-01-12,2025-01-11,Annual,Mastercard,Auto-renew,Occasional,Clothing,Drama,Smart TV,4.5,0 +1147,Joe Diaz,romeromadison@example.org,romeromadison,1968-02-22,Female,Richardshire,2024-04-03,2025-04-03,Annual,Visa,Manual,Occasional,Books,Sci-Fi,Tablet,4.0,4 +1148,Tracy Davis,ngreen@example.com,ngreen,1966-06-03,Male,West Matthew,2024-04-06,2025-04-06,Annual,Mastercard,Manual,Regular,Clothing,Sci-Fi,Tablet,4.4,10 +1149,Doris Wilson,sararoberson@example.org,sararoberson,1981-03-03,Male,Pittmanbury,2024-03-22,2025-03-22,Monthly,Amex,Auto-renew,Regular,Clothing,Documentary,Smartphone,3.8,10 +1150,Patricia Miller,micheleramirez@example.net,micheleramirez,1943-03-29,Female,Lowefort,2024-03-13,2025-03-13,Monthly,Amex,Manual,Occasional,Books,Documentary,Tablet,4.1,6 +1151,Robin Jackson,kmorrison@example.org,kmorrison,1979-07-03,Male,New Gavinhaven,2024-03-07,2025-03-07,Annual,Visa,Manual,Occasional,Books,Sci-Fi,Smart TV,4.9,3 +1152,Luke Johnson,hansenbrett@example.net,hansenbrett,2005-04-21,Female,Lake Sherriberg,2024-01-14,2025-01-13,Annual,Visa,Auto-renew,Frequent,Books,Horror,Smartphone,4.1,7 +1153,Julie Daniels,brandyburton@example.org,brandyburton,1953-04-12,Male,North Eric,2024-03-03,2025-03-03,Annual,Visa,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,3.5,1 +1154,Cassandra Leonard,sean54@example.org,sean54,1987-09-13,Male,Lake Johnville,2024-01-24,2025-01-23,Monthly,Visa,Auto-renew,Regular,Electronics,Drama,Smartphone,5.0,0 +1155,Emily Castro,uwatts@example.net,uwatts,1983-11-23,Male,South Scottshire,2024-02-13,2025-02-12,Annual,Visa,Auto-renew,Regular,Books,Horror,Smartphone,4.6,2 +1156,George James,kblack@example.net,kblack,1936-09-03,Female,Blackside,2024-03-09,2025-03-09,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Smartphone,4.5,0 +1157,Sandra Flores,christopher45@example.net,christopher45,1964-04-21,Female,East Richardhaven,2024-02-03,2025-02-02,Annual,Mastercard,Manual,Occasional,Books,Action,Smartphone,3.1,2 +1158,Kathleen Reynolds,bhill@example.org,bhill,1952-12-10,Female,New Timothystad,2024-01-30,2025-01-29,Monthly,Amex,Auto-renew,Frequent,Electronics,Horror,Tablet,4.6,10 +1159,Frederick Wright,hhenry@example.org,hhenry,1968-01-13,Male,Mcbridechester,2024-02-01,2025-01-31,Monthly,Mastercard,Manual,Frequent,Electronics,Documentary,Smart TV,3.7,8 +1160,Barbara Harper DDS,austinestrada@example.net,austinestrada,2004-02-17,Male,Bryanmouth,2024-02-23,2025-02-22,Annual,Mastercard,Manual,Frequent,Books,Romance,Smart TV,4.5,9 +1161,Parker May,piercehector@example.org,piercehector,1946-01-21,Female,East Jackton,2024-01-11,2025-01-10,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Comedy,Smartphone,3.9,5 +1162,Bryan Bolton,carl18@example.net,carl18,1974-02-26,Female,North Toni,2024-03-03,2025-03-03,Monthly,Amex,Manual,Regular,Electronics,Comedy,Tablet,4.4,10 +1163,Victoria Anderson,sanchezsherry@example.org,sanchezsherry,1967-07-16,Male,North Randallfort,2024-01-12,2025-01-11,Monthly,Visa,Auto-renew,Occasional,Books,Action,Tablet,4.9,0 +1164,Julie Riley,dprice@example.org,dprice,1957-05-27,Female,South Kim,2024-03-30,2025-03-30,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Smartphone,3.9,6 +1165,Christine Moore,keith59@example.org,keith59,1987-01-17,Female,Youngland,2024-01-16,2025-01-15,Monthly,Mastercard,Manual,Occasional,Electronics,Documentary,Smart TV,4.2,9 +1166,Christopher Johnson,ashley32@example.org,ashley32,1988-09-14,Female,Reedtown,2024-01-10,2025-01-09,Monthly,Visa,Manual,Frequent,Clothing,Comedy,Smart TV,4.6,9 +1167,Jason Ward,klopez@example.net,klopez,1972-04-29,Female,Andrewmouth,2024-01-20,2025-01-19,Annual,Visa,Manual,Regular,Books,Horror,Smartphone,4.9,7 +1168,Michelle Robinson,anna10@example.org,anna10,1934-03-31,Female,Kevinchester,2024-02-25,2025-02-24,Annual,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smartphone,4.2,2 +1169,Brianna Drake,vickierobinson@example.com,vickierobinson,1984-12-10,Female,Nguyenberg,2024-03-11,2025-03-11,Annual,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Smart TV,4.2,9 +1170,Sarah Mosley,fhughes@example.com,fhughes,2000-10-15,Male,Harmonton,2024-02-22,2025-02-21,Annual,Visa,Manual,Regular,Books,Documentary,Smartphone,4.0,0 +1171,Christopher Johnson,leonardharvey@example.org,leonardharvey,1957-09-27,Female,Steinshire,2024-01-29,2025-01-28,Annual,Amex,Manual,Frequent,Electronics,Horror,Smartphone,4.4,1 +1172,Michelle West,normanjermaine@example.com,normanjermaine,1946-07-17,Male,Joneshaven,2024-01-29,2025-01-28,Annual,Mastercard,Manual,Frequent,Books,Action,Smart TV,4.6,7 +1173,Crystal Gomez,xrodriguez@example.net,xrodriguez,1973-11-29,Female,Contrerasshire,2024-03-09,2025-03-09,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Tablet,3.8,2 +1174,Jennifer Pham,jonesalbert@example.net,jonesalbert,1940-01-26,Male,Williamsport,2024-02-02,2025-02-01,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Romance,Smart TV,3.8,3 +1175,Michael Smith,rrobles@example.org,rrobles,1982-09-16,Female,Murphybury,2024-03-20,2025-03-20,Annual,Mastercard,Auto-renew,Occasional,Electronics,Romance,Smartphone,3.8,1 +1176,Mr. Corey Martin,hollandjustin@example.net,hollandjustin,1986-12-10,Male,East David,2024-03-17,2025-03-17,Annual,Mastercard,Manual,Regular,Electronics,Action,Tablet,3.9,6 +1177,Dominique Barnett,fmoore@example.net,fmoore,2005-01-05,Male,Sandersville,2024-03-04,2025-03-04,Monthly,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,3.1,9 +1178,Alexandra French,susangay@example.org,susangay,1961-09-20,Female,Port David,2024-02-05,2025-02-04,Monthly,Amex,Manual,Occasional,Clothing,Comedy,Smartphone,3.8,9 +1179,Sandy Garcia,nsoto@example.org,nsoto,1988-12-13,Female,East Danielstad,2024-01-08,2025-01-07,Annual,Amex,Manual,Regular,Electronics,Action,Smart TV,4.9,5 +1180,Richard Morales,shaneandrade@example.com,shaneandrade,1992-07-30,Female,Brettburgh,2024-01-06,2025-01-05,Annual,Mastercard,Auto-renew,Frequent,Electronics,Comedy,Smart TV,4.0,6 +1181,Martha Douglas,brian63@example.net,brian63,1997-05-04,Female,East Ashley,2024-04-14,2025-04-14,Monthly,Visa,Auto-renew,Regular,Books,Romance,Smart TV,3.9,7 +1182,John Campbell,anthonyjones@example.org,anthonyjones,1959-02-09,Female,Juliemouth,2024-04-07,2025-04-07,Annual,Mastercard,Manual,Occasional,Electronics,Romance,Tablet,3.1,9 +1183,Michael Patton,jennifermiller@example.org,jennifermiller,1969-07-21,Male,Annaville,2024-02-19,2025-02-18,Monthly,Visa,Auto-renew,Regular,Electronics,Drama,Smartphone,4.1,5 +1184,Emma Martinez,kerri32@example.org,kerri32,1970-10-23,Female,Oliviaberg,2024-03-28,2025-03-28,Monthly,Visa,Auto-renew,Frequent,Books,Horror,Tablet,3.1,8 +1185,Kristopher Miller,jessicahernandez@example.com,jessicahernandez,1980-06-11,Female,West Peterburgh,2024-01-01,2024-12-31,Annual,Mastercard,Manual,Occasional,Clothing,Sci-Fi,Smart TV,3.1,3 +1186,Antonio Chavez,vjohnson@example.net,vjohnson,1991-10-03,Female,New Erinchester,2024-01-13,2025-01-12,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Smart TV,3.1,4 +1187,Jordan Wallace,guerrerosheri@example.org,guerrerosheri,1937-11-13,Female,Coxfurt,2024-03-29,2025-03-29,Annual,Mastercard,Manual,Occasional,Clothing,Action,Smartphone,4.3,2 +1188,Alexander Pearson,heather26@example.net,heather26,1949-05-16,Male,Manuelview,2024-01-13,2025-01-12,Monthly,Amex,Manual,Frequent,Electronics,Romance,Smart TV,3.9,7 +1189,Daniel Allen,amy73@example.com,amy73,1984-03-17,Male,Lake Lindsey,2024-01-14,2025-01-13,Monthly,Mastercard,Auto-renew,Occasional,Books,Documentary,Tablet,4.6,1 +1190,Bryan Martin,hunterthomas@example.org,hunterthomas,1992-12-07,Male,Hernandezmouth,2024-03-16,2025-03-16,Annual,Visa,Auto-renew,Occasional,Clothing,Drama,Smart TV,3.3,2 +1191,Wyatt Li,rwest@example.org,rwest,1936-10-09,Female,New Stephen,2024-04-07,2025-04-07,Monthly,Mastercard,Manual,Frequent,Books,Action,Smartphone,3.9,10 +1192,Sean Berry,natalie27@example.com,natalie27,2002-06-21,Female,Smithhaven,2024-02-15,2025-02-14,Annual,Mastercard,Auto-renew,Occasional,Clothing,Romance,Smart TV,3.9,8 +1193,Laura Vega,zwilliams@example.net,zwilliams,1982-03-12,Female,Samuelstad,2024-01-24,2025-01-23,Annual,Amex,Manual,Frequent,Electronics,Action,Smart TV,3.8,6 +1194,Lori Garcia MD,matthewjackson@example.net,matthewjackson,1982-08-22,Male,South Marcusland,2024-03-24,2025-03-24,Monthly,Mastercard,Auto-renew,Regular,Books,Comedy,Smartphone,3.8,1 +1195,Jenna Martinez,martin73@example.com,martin73,1978-12-13,Male,Markton,2024-01-04,2025-01-03,Monthly,Amex,Manual,Regular,Electronics,Comedy,Tablet,4.8,1 +1196,Clinton Greene,aaron27@example.com,aaron27,1965-08-22,Female,Johnfurt,2024-01-21,2025-01-20,Monthly,Visa,Manual,Regular,Books,Horror,Smartphone,4.1,10 +1197,Patrick Perez,bpatterson@example.net,bpatterson,1988-04-16,Male,Dawnchester,2024-01-15,2025-01-14,Monthly,Amex,Manual,Regular,Clothing,Documentary,Smart TV,4.9,6 +1198,Tiffany Oneill,xturner@example.org,xturner,1937-08-29,Female,Douglasbury,2024-02-12,2025-02-11,Annual,Amex,Auto-renew,Occasional,Clothing,Drama,Smart TV,4.1,2 +1199,Tammy Jarvis,cruztodd@example.org,cruztodd,1976-11-30,Female,Matthewbury,2024-03-25,2025-03-25,Monthly,Amex,Auto-renew,Frequent,Books,Comedy,Smart TV,3.4,5 +1200,Joseph Taylor,brooksaudrey@example.com,brooksaudrey,1988-12-03,Female,Port Michaelmouth,2024-02-16,2025-02-15,Monthly,Visa,Auto-renew,Frequent,Books,Romance,Smartphone,4.7,2 +1201,Jessica Chambers,christopher10@example.org,christopher10,1990-10-27,Female,Kennedyview,2024-01-13,2025-01-12,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Smart TV,4.0,2 +1202,Benjamin Harvey,amy83@example.net,amy83,1968-11-07,Male,West Timothy,2024-02-16,2025-02-15,Annual,Visa,Manual,Occasional,Clothing,Documentary,Smartphone,3.6,2 +1203,Robert Harmon,elizabethkhan@example.org,elizabethkhan,1941-01-03,Male,Jamesshire,2024-03-12,2025-03-12,Monthly,Mastercard,Auto-renew,Regular,Electronics,Romance,Smart TV,3.1,3 +1204,Andrew Smith,nwilliams@example.org,nwilliams,2004-08-17,Female,East Christophertown,2024-03-02,2025-03-02,Annual,Mastercard,Manual,Frequent,Clothing,Documentary,Tablet,3.8,5 +1205,Sean Fitzgerald,simmonselizabeth@example.net,simmonselizabeth,1988-09-27,Male,Port Scott,2024-02-21,2025-02-20,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Smartphone,4.3,1 +1206,Alexander Anderson,lunderwood@example.net,lunderwood,1943-09-17,Female,Carlland,2024-03-25,2025-03-25,Annual,Mastercard,Auto-renew,Regular,Books,Sci-Fi,Smartphone,4.4,3 +1207,Jonathan Smith,cynthiasummers@example.net,cynthiasummers,1968-04-21,Female,Lake Jeremystad,2024-03-28,2025-03-28,Monthly,Amex,Auto-renew,Regular,Electronics,Horror,Tablet,3.2,7 +1208,James Wallace,justinwilson@example.com,justinwilson,1998-08-12,Male,Jennatown,2024-01-20,2025-01-19,Monthly,Amex,Auto-renew,Occasional,Books,Horror,Tablet,4.2,2 +1209,Andrew Moore,maldonadoashley@example.net,maldonadoashley,1936-07-03,Female,Hernandezchester,2024-02-22,2025-02-21,Annual,Visa,Auto-renew,Occasional,Clothing,Comedy,Smartphone,3.8,7 +1210,Carmen Frazier,powersdavid@example.com,powersdavid,1994-08-19,Male,North Sheriborough,2024-01-19,2025-01-18,Annual,Amex,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.9,1 +1211,Leah Lee,kaylamckee@example.net,kaylamckee,1960-12-26,Male,East Jessicabury,2024-01-03,2025-01-02,Annual,Amex,Manual,Frequent,Electronics,Horror,Smart TV,4.1,4 +1212,Edward Miller,jeffrey42@example.net,jeffrey42,1945-12-30,Male,Aaronfort,2024-03-14,2025-03-14,Annual,Amex,Manual,Occasional,Books,Sci-Fi,Smart TV,4.5,4 +1213,Holly Moreno,stokesandrew@example.com,stokesandrew,1942-07-20,Male,Bestmouth,2024-03-28,2025-03-28,Annual,Amex,Auto-renew,Regular,Books,Romance,Smart TV,3.8,9 +1214,Joseph Phillips,allisonpalmer@example.com,allisonpalmer,1997-08-11,Male,Lake April,2024-02-22,2025-02-21,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Drama,Smartphone,4.2,6 +1215,Christy Johnson,bradley65@example.com,bradley65,1961-01-08,Female,East Erin,2024-01-18,2025-01-17,Monthly,Visa,Auto-renew,Occasional,Books,Drama,Tablet,3.4,2 +1216,Christopher Christensen,lindseyharris@example.net,lindseyharris,1999-08-13,Female,Catherineshire,2024-01-13,2025-01-12,Monthly,Mastercard,Manual,Occasional,Electronics,Romance,Tablet,3.9,1 +1217,William Hines,huntdaniel@example.com,huntdaniel,1994-02-08,Female,Jacquelineshire,2024-01-03,2025-01-02,Monthly,Amex,Manual,Regular,Electronics,Comedy,Smartphone,4.0,3 +1218,Joel Garner,michaelespinoza@example.org,michaelespinoza,1969-10-31,Male,Alexanderside,2024-02-08,2025-02-07,Monthly,Visa,Manual,Occasional,Clothing,Horror,Smartphone,3.5,0 +1219,George Jones,flandry@example.org,flandry,1936-08-02,Male,Arellanomouth,2024-03-27,2025-03-27,Monthly,Amex,Auto-renew,Regular,Clothing,Comedy,Smartphone,4.4,8 +1220,Reginald Smith,bbell@example.org,bbell,1966-06-03,Female,West Samuelfort,2024-03-20,2025-03-20,Annual,Mastercard,Manual,Occasional,Clothing,Action,Smartphone,4.7,1 +1221,Alexander Whitaker,smithamy@example.net,smithamy,1964-04-12,Male,South Caitlin,2024-01-15,2025-01-14,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Smartphone,3.5,2 +1222,Jacob Stone,jhall@example.com,jhall,2006-02-20,Male,New Pamela,2024-04-14,2025-04-14,Monthly,Visa,Manual,Regular,Clothing,Sci-Fi,Smartphone,3.2,3 +1223,Leslie Johnson,alec37@example.org,alec37,1944-05-12,Male,Lake Alexandraborough,2024-03-08,2025-03-08,Monthly,Mastercard,Manual,Regular,Electronics,Horror,Smartphone,3.8,7 +1224,Becky Wilson,stephennewman@example.net,stephennewman,1966-11-05,Male,Maldonadoshire,2024-03-12,2025-03-12,Monthly,Visa,Manual,Frequent,Books,Romance,Tablet,4.2,8 +1225,Carlos Hill,melissafleming@example.com,melissafleming,1936-12-20,Male,East Amy,2024-04-07,2025-04-07,Annual,Visa,Auto-renew,Regular,Electronics,Drama,Tablet,3.6,5 +1226,Evan Garcia,mike48@example.com,mike48,1995-03-13,Female,Allisonborough,2024-02-16,2025-02-15,Monthly,Amex,Manual,Frequent,Books,Action,Smart TV,4.5,2 +1227,Michael Evans,carolyn45@example.org,carolyn45,1950-02-13,Male,East Laura,2024-01-19,2025-01-18,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,4.4,2 +1228,Jesus Reynolds,jimenezgeoffrey@example.com,jimenezgeoffrey,1942-02-07,Male,Lake Brittany,2024-02-15,2025-02-14,Monthly,Mastercard,Auto-renew,Regular,Clothing,Documentary,Tablet,3.7,5 +1229,Lisa Walker,reneecox@example.com,reneecox,1993-08-09,Male,Lake Jordan,2024-02-07,2025-02-06,Annual,Visa,Auto-renew,Occasional,Electronics,Comedy,Smart TV,3.4,4 +1230,Erik Gonzales,riosamber@example.org,riosamber,1976-03-30,Male,Shortfurt,2024-02-11,2025-02-10,Monthly,Mastercard,Auto-renew,Regular,Clothing,Romance,Smart TV,4.3,8 +1231,Richard Lang,jenniferodom@example.org,jenniferodom,1951-11-19,Female,Port Thomasfort,2024-03-10,2025-03-10,Monthly,Visa,Auto-renew,Occasional,Electronics,Horror,Tablet,4.3,9 +1232,Tracey Jenkins,annataylor@example.com,annataylor,1947-04-28,Male,East Aaron,2024-04-10,2025-04-10,Monthly,Amex,Auto-renew,Occasional,Clothing,Horror,Smartphone,3.2,2 +1233,Travis Banks,gomezryan@example.org,gomezryan,1970-09-29,Female,East Brian,2024-01-21,2025-01-20,Monthly,Amex,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.6,5 +1234,Denise Joseph,shirley12@example.org,shirley12,1979-12-02,Female,East Corey,2024-04-02,2025-04-02,Annual,Visa,Auto-renew,Occasional,Electronics,Romance,Smartphone,4.7,4 +1235,Carrie Guerrero,destiny87@example.net,destiny87,1969-11-11,Male,West Christopher,2024-03-14,2025-03-14,Monthly,Amex,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,3.6,10 +1236,Bruce Jacobs,benjaminbass@example.net,benjaminbass,1967-08-19,Male,Pettyhaven,2024-03-08,2025-03-08,Monthly,Visa,Auto-renew,Occasional,Clothing,Action,Smartphone,4.2,4 +1237,Robert Palmer,millertyler@example.net,millertyler,1981-11-04,Male,Carolynview,2024-03-19,2025-03-19,Monthly,Amex,Manual,Occasional,Electronics,Action,Tablet,3.7,10 +1238,Jessica Estes PhD,allennicole@example.org,allennicole,1943-05-07,Female,Bushfort,2024-03-08,2025-03-08,Annual,Visa,Auto-renew,Occasional,Books,Action,Smart TV,3.3,10 +1239,Autumn Chambers,johnprice@example.net,johnprice,1936-09-04,Female,Monicamouth,2024-02-27,2025-02-26,Annual,Mastercard,Manual,Occasional,Books,Romance,Smart TV,3.4,1 +1240,David Harris,william88@example.net,william88,1935-02-11,Female,West Danielburgh,2024-04-06,2025-04-06,Monthly,Mastercard,Auto-renew,Regular,Books,Drama,Smart TV,4.5,4 +1241,Jeffrey Becker,elizabethnelson@example.net,elizabethnelson,1952-05-15,Female,Jenniferhaven,2024-02-27,2025-02-26,Monthly,Visa,Auto-renew,Regular,Books,Documentary,Tablet,4.3,6 +1242,Chris Humphrey,billy70@example.org,billy70,1958-06-21,Male,East Charlesport,2024-02-23,2025-02-22,Annual,Mastercard,Auto-renew,Occasional,Books,Horror,Tablet,3.6,5 +1243,Henry Tucker,fjoyce@example.net,fjoyce,1968-01-02,Male,North Thomasville,2024-02-16,2025-02-15,Monthly,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smartphone,3.6,3 +1244,Whitney Jones,gvega@example.net,gvega,1985-01-09,Male,Loganstad,2024-01-01,2024-12-31,Annual,Amex,Auto-renew,Occasional,Books,Drama,Smart TV,4.8,7 +1245,Edward Santiago,waremaria@example.com,waremaria,1942-11-11,Female,New Joshua,2024-02-13,2025-02-12,Annual,Visa,Auto-renew,Occasional,Clothing,Documentary,Smartphone,3.3,9 +1246,Whitney Cabrera,awest@example.com,awest,1990-07-02,Female,Jenniferborough,2024-02-24,2025-02-23,Annual,Amex,Manual,Regular,Books,Sci-Fi,Smartphone,4.8,9 +1247,Andrew Greene,michael56@example.org,michael56,1979-12-15,Female,Boyerchester,2024-02-05,2025-02-04,Annual,Visa,Manual,Regular,Electronics,Romance,Smartphone,3.0,9 +1248,Cody Cook,whitemichelle@example.net,whitemichelle,1966-06-22,Female,North Aaron,2024-03-28,2025-03-28,Monthly,Mastercard,Manual,Occasional,Books,Action,Smart TV,3.8,4 +1249,Haley Jackson,sbennett@example.org,sbennett,1991-02-15,Male,Riversside,2024-03-15,2025-03-15,Annual,Amex,Manual,Occasional,Clothing,Action,Tablet,4.7,5 +1250,Douglas Thomas,jasonrasmussen@example.com,jasonrasmussen,1937-05-22,Male,Carolville,2024-03-04,2025-03-04,Monthly,Visa,Manual,Frequent,Books,Sci-Fi,Smart TV,3.5,2 +1251,Keith Juarez,qbrown@example.net,qbrown,1944-04-06,Male,Port Gary,2024-01-18,2025-01-17,Annual,Visa,Manual,Occasional,Clothing,Documentary,Smart TV,3.0,1 +1252,Maria Miller,dennis03@example.com,dennis03,1947-08-17,Male,New Jacobfurt,2024-03-27,2025-03-27,Annual,Amex,Manual,Regular,Clothing,Romance,Smart TV,3.6,9 +1253,John Nichols,ashleygray@example.org,ashleygray,1988-06-24,Male,West Jeffrey,2024-03-20,2025-03-20,Annual,Amex,Manual,Frequent,Clothing,Horror,Tablet,3.8,3 +1254,Angela Terry,baileynorton@example.org,baileynorton,1997-03-24,Male,New Elizabeth,2024-03-22,2025-03-22,Annual,Mastercard,Manual,Regular,Clothing,Action,Smartphone,4.6,6 +1255,Tracie Thomas,justin95@example.com,justin95,1951-10-13,Female,South Angelamouth,2024-01-08,2025-01-07,Annual,Amex,Auto-renew,Frequent,Electronics,Horror,Tablet,4.8,7 +1256,Chad Kennedy,joshua03@example.org,joshua03,1950-08-25,Female,Sotoville,2024-02-14,2025-02-13,Annual,Mastercard,Auto-renew,Regular,Clothing,Comedy,Tablet,4.3,8 +1257,Renee Green,nfoster@example.com,nfoster,1972-12-27,Female,Larryshire,2024-04-14,2025-04-14,Annual,Amex,Manual,Frequent,Clothing,Action,Smartphone,3.6,10 +1258,James Hubbard,erica62@example.org,erica62,1997-05-20,Female,South Hannah,2024-01-24,2025-01-23,Annual,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smart TV,3.6,2 +1259,Julie Wong,amanda85@example.net,amanda85,1974-04-02,Female,Christinaton,2024-02-27,2025-02-26,Monthly,Mastercard,Manual,Frequent,Electronics,Action,Smart TV,4.3,9 +1260,Crystal Gonzalez,gbautista@example.net,gbautista,1937-10-16,Female,Gilesport,2024-03-06,2025-03-06,Annual,Amex,Manual,Frequent,Clothing,Action,Smartphone,3.2,3 +1261,Ryan Gallagher,randywhite@example.net,randywhite,1950-03-29,Male,Danielsmouth,2024-01-08,2025-01-07,Monthly,Amex,Manual,Frequent,Books,Comedy,Smartphone,4.1,4 +1262,Jose Taylor,uhall@example.com,uhall,1978-01-21,Male,North Thomas,2024-01-31,2025-01-30,Monthly,Mastercard,Auto-renew,Frequent,Books,Drama,Smart TV,4.2,7 +1263,Leslie Morales,jaclyn86@example.com,jaclyn86,1969-09-14,Female,Johnsonborough,2024-01-13,2025-01-12,Monthly,Amex,Manual,Frequent,Clothing,Action,Smartphone,3.5,7 +1264,Amber Peters,contrerasbrooke@example.org,contrerasbrooke,1992-05-06,Male,Nancybury,2024-02-24,2025-02-23,Annual,Amex,Auto-renew,Regular,Clothing,Horror,Tablet,3.9,5 +1265,Alex Mccall,mfreeman@example.com,mfreeman,1983-11-19,Female,Nelsonhaven,2024-03-03,2025-03-03,Monthly,Visa,Auto-renew,Regular,Books,Sci-Fi,Smartphone,3.7,6 +1266,Briana Hall,mckinneykatherine@example.net,mckinneykatherine,1968-10-27,Male,New Antonio,2024-01-06,2025-01-05,Annual,Amex,Manual,Frequent,Books,Action,Tablet,4.0,0 +1267,Christine Reed,rebeccahernandez@example.com,rebeccahernandez,1997-10-10,Male,West Rachelstad,2024-03-08,2025-03-08,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Smartphone,4.1,7 +1268,Joshua Kirk,forddouglas@example.net,forddouglas,1968-02-18,Female,East Bettyfurt,2024-02-04,2025-02-03,Annual,Visa,Manual,Regular,Books,Romance,Smart TV,3.0,0 +1269,Sean Allen,rodriguezhenry@example.org,rodriguezhenry,1949-01-31,Female,Christinaland,2024-02-03,2025-02-02,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Sci-Fi,Smartphone,4.5,10 +1270,Billy Wallace,pattersonandrea@example.org,pattersonandrea,1946-09-16,Female,West Timothyborough,2024-01-18,2025-01-17,Annual,Visa,Manual,Regular,Clothing,Sci-Fi,Smart TV,4.3,5 +1271,Kevin Allen,allisonstrong@example.org,allisonstrong,1939-04-20,Male,New Rickymouth,2024-01-09,2025-01-08,Annual,Visa,Manual,Regular,Books,Romance,Tablet,3.5,8 +1272,Andrew Johnson,matthewharrison@example.net,matthewharrison,1982-03-21,Male,Meyerville,2024-03-26,2025-03-26,Annual,Visa,Auto-renew,Regular,Electronics,Horror,Tablet,4.1,10 +1273,James Fritz,kparker@example.org,kparker,1940-05-07,Female,Donnaview,2024-01-14,2025-01-13,Monthly,Visa,Auto-renew,Regular,Clothing,Comedy,Smartphone,3.2,4 +1274,Lee Gonzalez DDS,kevin83@example.org,kevin83,1966-12-07,Male,Adamsbury,2024-01-08,2025-01-07,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Tablet,3.2,1 +1275,Katelyn Mccarthy,zwashington@example.net,zwashington,1937-05-16,Female,North Steven,2024-02-24,2025-02-23,Monthly,Amex,Auto-renew,Regular,Clothing,Drama,Smartphone,3.5,5 +1276,William Thomas,alyssa28@example.com,alyssa28,1952-05-02,Male,Chelseamouth,2024-04-02,2025-04-02,Monthly,Mastercard,Manual,Regular,Electronics,Documentary,Smartphone,5.0,2 +1277,Melanie Martin,riceallison@example.com,riceallison,1969-01-16,Male,Simmonsside,2024-01-01,2024-12-31,Annual,Mastercard,Auto-renew,Frequent,Clothing,Romance,Tablet,4.9,3 +1278,Melissa Goodwin,garciajennifer@example.net,garciajennifer,1978-06-11,Male,Butlerland,2024-03-26,2025-03-26,Annual,Visa,Auto-renew,Occasional,Clothing,Drama,Tablet,4.3,0 +1279,Renee Hayes,dawnmiller@example.com,dawnmiller,1986-05-28,Female,Pamelastad,2024-02-02,2025-02-01,Monthly,Visa,Manual,Regular,Clothing,Documentary,Smartphone,4.0,2 +1280,Edward Jenkins,leah52@example.com,leah52,1974-05-28,Male,Grahamfort,2024-03-08,2025-03-08,Monthly,Visa,Auto-renew,Frequent,Electronics,Documentary,Smart TV,4.5,7 +1281,Brandy Williamson,kevin03@example.com,kevin03,1981-08-06,Male,Leeview,2024-02-02,2025-02-01,Annual,Amex,Auto-renew,Occasional,Electronics,Romance,Smartphone,4.3,2 +1282,John Wolfe,lkent@example.net,lkent,1976-11-03,Female,Campbellfurt,2024-03-19,2025-03-19,Monthly,Visa,Auto-renew,Regular,Clothing,Horror,Tablet,3.8,5 +1283,Michael Cole,jennifer96@example.com,jennifer96,1969-10-17,Male,Owenschester,2024-03-06,2025-03-06,Monthly,Mastercard,Manual,Frequent,Books,Horror,Tablet,3.7,2 +1284,Krystal Walker,nicholas17@example.com,nicholas17,2004-01-22,Male,New Jennifer,2024-02-19,2025-02-18,Annual,Mastercard,Manual,Frequent,Books,Drama,Tablet,3.7,6 +1285,Shawna Gonzales,robertking@example.net,robertking,1956-04-28,Female,Port Joehaven,2024-02-28,2025-02-27,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Smart TV,3.2,6 +1286,Maria Jensen,williamrogers@example.com,williamrogers,1951-08-08,Female,East Jorge,2024-03-04,2025-03-04,Monthly,Visa,Auto-renew,Regular,Books,Documentary,Smart TV,3.6,1 +1287,Stephanie Randall,kathryn10@example.net,kathryn10,1970-06-30,Female,East Ronald,2024-02-26,2025-02-25,Annual,Mastercard,Auto-renew,Occasional,Electronics,Drama,Tablet,4.4,5 +1288,John Bauer,amandamartin@example.com,amandamartin,1998-07-27,Male,Adrianborough,2024-03-05,2025-03-05,Monthly,Amex,Manual,Regular,Books,Sci-Fi,Smart TV,3.3,8 +1289,Sean Davis,clayjamie@example.org,clayjamie,1949-12-08,Male,Howardmouth,2024-02-16,2025-02-15,Annual,Mastercard,Auto-renew,Frequent,Books,Romance,Tablet,3.8,10 +1290,Maria Walsh,abigailconrad@example.com,abigailconrad,1978-06-03,Male,Powellton,2024-02-26,2025-02-25,Annual,Mastercard,Auto-renew,Frequent,Books,Romance,Smartphone,3.0,4 +1291,Damon Walker,brian46@example.org,brian46,1987-09-22,Male,Craigville,2024-03-24,2025-03-24,Annual,Visa,Auto-renew,Frequent,Books,Horror,Tablet,3.2,6 +1292,Timothy Thompson,austin23@example.com,austin23,1959-03-22,Female,Lake Samanthashire,2024-01-08,2025-01-07,Annual,Visa,Manual,Regular,Books,Drama,Tablet,3.9,8 +1293,Tyler Morgan,garymeyers@example.org,garymeyers,1989-12-29,Male,East Nathan,2024-03-15,2025-03-15,Monthly,Amex,Manual,Regular,Electronics,Drama,Smart TV,3.1,9 +1294,David Davis,zpruitt@example.org,zpruitt,1995-08-14,Female,North Megan,2024-02-17,2025-02-16,Annual,Amex,Auto-renew,Occasional,Clothing,Romance,Tablet,4.3,0 +1295,Cindy Decker,cohenpaul@example.net,cohenpaul,1976-02-03,Male,South Michelle,2024-01-04,2025-01-03,Annual,Amex,Manual,Frequent,Books,Romance,Smart TV,4.2,7 +1296,Robert Wise,thomasthompson@example.net,thomasthompson,1977-02-18,Male,New Katie,2024-02-08,2025-02-07,Annual,Visa,Manual,Regular,Clothing,Romance,Smartphone,3.4,2 +1297,Antonio Williams,hancockjesus@example.com,hancockjesus,1960-08-10,Female,East Kristinmouth,2024-02-18,2025-02-17,Monthly,Visa,Auto-renew,Frequent,Electronics,Drama,Tablet,3.9,2 +1298,Dominique Lucas,umclaughlin@example.net,umclaughlin,2003-04-09,Male,Smithchester,2024-02-06,2025-02-05,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smartphone,4.1,3 +1299,Megan Frank,ewilson@example.com,ewilson,1969-04-30,Female,New Kimberlymouth,2024-02-12,2025-02-11,Annual,Amex,Manual,Frequent,Books,Comedy,Tablet,4.5,0 +1300,Troy Ramirez,kristy17@example.org,kristy17,1976-07-16,Male,Timothyfurt,2024-01-13,2025-01-12,Monthly,Visa,Manual,Frequent,Books,Documentary,Smart TV,3.7,6 +1301,Casey Perkins,cedwards@example.net,cedwards,1975-04-25,Male,Natalieburgh,2024-03-11,2025-03-11,Annual,Mastercard,Manual,Frequent,Books,Horror,Smartphone,4.9,1 +1302,Ashley Moody,daniel24@example.net,daniel24,1967-01-25,Female,Sherihaven,2024-04-07,2025-04-07,Monthly,Amex,Auto-renew,Occasional,Electronics,Action,Smart TV,4.4,5 +1303,Jennifer Coleman,thomasedward@example.net,thomasedward,1969-12-08,Female,East Tylerport,2024-01-03,2025-01-02,Monthly,Visa,Manual,Occasional,Clothing,Sci-Fi,Tablet,3.2,2 +1304,Ryan Santiago,gtaylor@example.net,gtaylor,1982-03-30,Male,East Amandafort,2024-02-19,2025-02-18,Monthly,Amex,Manual,Frequent,Electronics,Drama,Smart TV,4.2,9 +1305,Craig Peters,williamsbenjamin@example.net,williamsbenjamin,1946-09-26,Female,Lake Kim,2024-03-06,2025-03-06,Monthly,Amex,Auto-renew,Regular,Books,Drama,Smartphone,3.5,1 +1306,Sherri Banks,smithphillip@example.com,smithphillip,2002-08-13,Female,Melissaside,2024-04-12,2025-04-12,Monthly,Visa,Manual,Regular,Books,Action,Smart TV,4.3,7 +1307,Monica Gomez,harringtonnicholas@example.org,harringtonnicholas,1959-04-11,Male,Mcguireport,2024-02-22,2025-02-21,Monthly,Visa,Auto-renew,Occasional,Clothing,Drama,Smartphone,4.8,9 +1308,Cory Moreno,paul69@example.com,paul69,1995-05-16,Male,Lake Nancyland,2024-03-19,2025-03-19,Annual,Visa,Auto-renew,Frequent,Electronics,Drama,Smartphone,3.9,10 +1309,Alejandro Rojas,warren18@example.net,warren18,1999-02-08,Female,Johnsonfort,2024-02-04,2025-02-03,Annual,Visa,Auto-renew,Regular,Books,Comedy,Smartphone,4.5,2 +1310,Richard Rowe,victoriaowens@example.com,victoriaowens,1975-11-30,Female,Hardinmouth,2024-03-07,2025-03-07,Annual,Amex,Manual,Frequent,Books,Action,Tablet,4.3,10 +1311,Erica Weaver,alvarezkelly@example.net,alvarezkelly,1942-08-10,Female,Ashleyland,2024-01-17,2025-01-16,Monthly,Amex,Manual,Occasional,Clothing,Romance,Tablet,3.9,10 +1312,David Parks,ruth36@example.net,ruth36,1997-10-15,Male,Lake Tylerville,2024-04-09,2025-04-09,Monthly,Visa,Manual,Occasional,Books,Drama,Smartphone,4.7,4 +1313,Donald Reynolds,miranda01@example.com,miranda01,2002-08-20,Male,Jamesville,2024-04-02,2025-04-02,Monthly,Amex,Manual,Occasional,Clothing,Action,Smart TV,4.8,8 +1314,Tammy Santos DVM,mcculloughanthony@example.org,mcculloughanthony,1951-10-25,Male,Fieldsbury,2024-02-05,2025-02-04,Annual,Mastercard,Manual,Frequent,Clothing,Romance,Tablet,4.6,2 +1315,Douglas Frank,joshua34@example.net,joshua34,1978-01-31,Male,Port Christianview,2024-01-09,2025-01-08,Annual,Mastercard,Auto-renew,Regular,Clothing,Horror,Smart TV,3.7,9 +1316,Juan Duran,murillomisty@example.org,murillomisty,1949-09-10,Female,Erikberg,2024-03-08,2025-03-08,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,4.9,2 +1317,Mrs. Maria Holland MD,emma23@example.com,emma23,2001-12-18,Female,North Eric,2024-03-01,2025-03-01,Monthly,Visa,Manual,Frequent,Books,Action,Tablet,3.9,1 +1318,Rachael Miles DDS,michelle53@example.org,michelle53,1998-03-24,Female,Greenechester,2024-02-18,2025-02-17,Monthly,Mastercard,Manual,Occasional,Books,Drama,Smartphone,4.6,7 +1319,Jeffrey Chambers,ocastillo@example.net,ocastillo,1935-03-08,Female,Jerryfurt,2024-03-09,2025-03-09,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Romance,Smart TV,3.4,10 +1320,Sheena Gaines,danahaynes@example.org,danahaynes,2004-09-10,Female,West Victoria,2024-01-08,2025-01-07,Monthly,Visa,Manual,Regular,Books,Sci-Fi,Smart TV,4.0,2 +1321,Patrick Macdonald,riosmarie@example.com,riosmarie,1953-01-22,Female,North Andrew,2024-03-06,2025-03-06,Annual,Amex,Auto-renew,Occasional,Books,Documentary,Smart TV,4.2,7 +1322,Elizabeth Wheeler,donaldmccullough@example.org,donaldmccullough,1941-06-21,Female,South Victorburgh,2024-04-01,2025-04-01,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Tablet,3.6,3 +1323,Joshua Williams,sherylgray@example.org,sherylgray,1977-12-30,Female,West Paulland,2024-03-07,2025-03-07,Annual,Amex,Manual,Frequent,Books,Romance,Tablet,4.3,1 +1324,Kenneth Adkins,lewiswilliam@example.com,lewiswilliam,1954-07-20,Male,Deleonville,2024-01-23,2025-01-22,Monthly,Amex,Manual,Occasional,Electronics,Romance,Smartphone,4.3,0 +1325,Elizabeth Johnson,nwilson@example.com,nwilson,1997-02-16,Female,Lake Melissashire,2024-03-26,2025-03-26,Monthly,Mastercard,Manual,Occasional,Clothing,Romance,Smartphone,4.4,3 +1326,William Mckee,ysanders@example.org,ysanders,1965-01-05,Male,Lake Stevenland,2024-01-15,2025-01-14,Monthly,Mastercard,Manual,Regular,Books,Drama,Smart TV,5.0,3 +1327,Brittany Rowe,leachderek@example.com,leachderek,1961-12-18,Female,Gallagherborough,2024-01-05,2025-01-04,Monthly,Visa,Manual,Regular,Books,Action,Smartphone,4.5,9 +1328,Emily Howard,christopherbridges@example.net,christopherbridges,1967-07-30,Female,Walkerton,2024-02-09,2025-02-08,Monthly,Visa,Manual,Regular,Electronics,Documentary,Smart TV,4.9,0 +1329,Christopher Mckay,jay38@example.org,jay38,1940-08-25,Female,West Lisa,2024-03-04,2025-03-04,Annual,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Tablet,3.3,1 +1330,Katherine Mckenzie,rreed@example.net,rreed,1937-12-30,Male,South Kellyville,2024-03-08,2025-03-08,Annual,Amex,Manual,Regular,Electronics,Action,Smart TV,4.4,2 +1331,Vanessa Fletcher,aaronwelch@example.org,aaronwelch,1987-01-02,Female,East Robertshire,2024-02-23,2025-02-22,Annual,Amex,Manual,Frequent,Electronics,Romance,Smartphone,3.5,7 +1332,James Strickland,sonya57@example.org,sonya57,1949-05-22,Female,Lake Williamville,2024-01-05,2025-01-04,Annual,Amex,Auto-renew,Frequent,Electronics,Drama,Smartphone,3.8,5 +1333,Corey Thomas,melissamason@example.org,melissamason,2003-12-02,Male,East Darlenebury,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Frequent,Electronics,Sci-Fi,Smartphone,4.0,8 +1334,Phillip Wilson,sanchezlinda@example.com,sanchezlinda,1980-09-03,Male,Hartmouth,2024-03-02,2025-03-02,Monthly,Visa,Manual,Regular,Clothing,Romance,Smart TV,4.1,4 +1335,Jason Thompson,wwhitaker@example.org,wwhitaker,2004-07-01,Male,East Johnville,2024-02-13,2025-02-12,Monthly,Visa,Manual,Regular,Books,Documentary,Smart TV,3.8,3 +1336,Lindsay Clarke DVM,tina28@example.org,tina28,1942-08-23,Male,Terrihaven,2024-04-08,2025-04-08,Annual,Amex,Manual,Regular,Books,Drama,Smartphone,4.8,8 +1337,Tyler Hester,robert74@example.com,robert74,1934-08-12,Female,West Sergio,2024-04-13,2025-04-13,Annual,Visa,Auto-renew,Regular,Clothing,Drama,Smartphone,4.5,4 +1338,Kevin Haley,paige48@example.net,paige48,1981-07-10,Female,Joshuachester,2024-01-17,2025-01-16,Monthly,Visa,Auto-renew,Frequent,Books,Romance,Smartphone,3.6,1 +1339,Eric Roberts,holly03@example.org,holly03,1933-10-23,Male,West Kimberlyhaven,2024-01-03,2025-01-02,Annual,Visa,Manual,Frequent,Books,Documentary,Smartphone,3.1,10 +1340,Karen Davidson,fanderson@example.com,fanderson,1984-06-29,Female,Kevinchester,2024-03-05,2025-03-05,Annual,Amex,Manual,Occasional,Electronics,Romance,Tablet,5.0,3 +1341,Julia Moore,ewilson@example.com,ewilson,1941-11-08,Male,Martinezmouth,2024-02-14,2025-02-13,Annual,Visa,Auto-renew,Occasional,Clothing,Documentary,Smart TV,4.3,6 +1342,Victor Hernandez,kathleen05@example.net,kathleen05,1982-06-03,Male,Valenzuelahaven,2024-03-03,2025-03-03,Annual,Visa,Manual,Occasional,Electronics,Horror,Smartphone,3.9,9 +1343,Joseph Turner,raymond73@example.org,raymond73,1980-02-28,Male,Port Jessehaven,2024-03-13,2025-03-13,Annual,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Smart TV,4.5,8 +1344,Brian Wright,katherinebrown@example.net,katherinebrown,1965-03-04,Female,Shermanland,2024-01-05,2025-01-04,Annual,Visa,Manual,Regular,Electronics,Comedy,Smart TV,4.7,9 +1345,Robin Ellis,foxheather@example.net,foxheather,1956-06-15,Female,Maryshire,2024-03-15,2025-03-15,Annual,Mastercard,Manual,Occasional,Electronics,Romance,Smartphone,4.4,10 +1346,John Gonzalez,shannon15@example.net,shannon15,1946-10-18,Female,Harrisonfort,2024-04-06,2025-04-06,Annual,Visa,Auto-renew,Regular,Clothing,Action,Smartphone,3.2,8 +1347,Logan Edwards,wellsjonathan@example.net,wellsjonathan,1991-07-23,Male,Heathshire,2024-01-19,2025-01-18,Annual,Visa,Auto-renew,Regular,Electronics,Documentary,Tablet,3.7,2 +1348,Brian Houston,ymartinez@example.com,ymartinez,1934-09-02,Male,East Kenneth,2024-02-26,2025-02-25,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Smartphone,4.2,4 +1349,Jennifer Vazquez,madison87@example.net,madison87,1976-09-30,Female,Amychester,2024-02-02,2025-02-01,Monthly,Visa,Auto-renew,Regular,Books,Sci-Fi,Smartphone,4.6,6 +1350,Jason Lynn,hannahnewman@example.org,hannahnewman,1950-02-23,Male,East Robertside,2024-02-26,2025-02-25,Monthly,Amex,Auto-renew,Regular,Books,Romance,Tablet,3.7,3 +1351,Sarah Shields,acrawford@example.com,acrawford,2000-08-20,Male,Bridgesshire,2024-03-03,2025-03-03,Annual,Visa,Manual,Occasional,Electronics,Romance,Smart TV,3.4,6 +1352,Mary Thompson,patriciawoods@example.org,patriciawoods,1983-09-26,Male,Castrofort,2024-03-21,2025-03-21,Monthly,Visa,Manual,Frequent,Clothing,Horror,Smartphone,3.2,7 +1353,Lauren Hartman,eclark@example.net,eclark,1949-12-13,Male,West Kenneth,2024-03-06,2025-03-06,Annual,Visa,Manual,Frequent,Books,Action,Smartphone,3.7,9 +1354,Stephanie Young DVM,nicholschad@example.net,nicholschad,1992-01-20,Female,South Richardberg,2024-03-22,2025-03-22,Annual,Amex,Manual,Occasional,Clothing,Documentary,Smartphone,4.0,4 +1355,Michele Morris,andreamartin@example.org,andreamartin,1962-12-26,Female,Douglasfort,2024-01-16,2025-01-15,Monthly,Visa,Auto-renew,Regular,Electronics,Documentary,Tablet,3.2,9 +1356,Michael Harrell,thomaswoodward@example.com,thomaswoodward,2004-05-14,Female,Lake Mitchellshire,2024-03-18,2025-03-18,Monthly,Amex,Auto-renew,Occasional,Books,Action,Tablet,4.7,5 +1357,Clayton Gordon,wallacemichael@example.net,wallacemichael,1963-01-02,Female,Andersontown,2024-02-24,2025-02-23,Annual,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,3.8,2 +1358,Christopher Bishop,lclark@example.org,lclark,1940-01-18,Male,Danielburgh,2024-01-11,2025-01-10,Monthly,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Smart TV,4.3,2 +1359,Michael Wood,johnstonseth@example.com,johnstonseth,1979-06-26,Female,East Robert,2024-01-18,2025-01-17,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Action,Smartphone,4.5,5 +1360,Mikayla Davis,andersonmark@example.com,andersonmark,1944-04-03,Female,Alexashire,2024-02-05,2025-02-04,Annual,Visa,Manual,Regular,Books,Sci-Fi,Tablet,4.6,2 +1361,Michael Lara,haileymcguire@example.org,haileymcguire,1937-12-15,Female,New Carlshire,2024-01-16,2025-01-15,Monthly,Visa,Auto-renew,Regular,Electronics,Action,Smartphone,3.4,9 +1362,Debra Alexander,owenscameron@example.com,owenscameron,1959-01-18,Male,Lake Vernonmouth,2024-04-06,2025-04-06,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Tablet,3.5,4 +1363,Bradley Mendoza,djohnson@example.net,djohnson,1945-05-02,Male,Lake Melissamouth,2024-01-26,2025-01-25,Monthly,Mastercard,Manual,Frequent,Electronics,Comedy,Smartphone,3.7,1 +1364,Cheryl Reid,michaelmorgan@example.com,michaelmorgan,1976-07-29,Female,Crystalchester,2024-04-12,2025-04-12,Annual,Amex,Auto-renew,Occasional,Books,Sci-Fi,Smart TV,3.1,7 +1365,Julia Hernandez,coxderek@example.com,coxderek,1947-05-01,Female,Copelandbury,2024-03-06,2025-03-06,Annual,Amex,Manual,Regular,Electronics,Romance,Smart TV,4.0,1 +1366,Jessica Harris,garrett60@example.com,garrett60,1952-12-25,Female,Patrickton,2024-04-06,2025-04-06,Annual,Amex,Auto-renew,Regular,Electronics,Drama,Tablet,3.7,6 +1367,Michael Miller,pamaustin@example.com,pamaustin,1980-09-06,Female,South Andrewfurt,2024-02-23,2025-02-22,Monthly,Visa,Auto-renew,Frequent,Books,Documentary,Smart TV,3.1,6 +1368,Michael Nichols,tom53@example.org,tom53,1964-04-23,Male,Juarezville,2024-02-05,2025-02-04,Annual,Mastercard,Manual,Regular,Books,Horror,Smartphone,3.7,7 +1369,Emily Thomas,tyronerodriguez@example.org,tyronerodriguez,1936-10-18,Female,Bradleystad,2024-01-04,2025-01-03,Monthly,Amex,Auto-renew,Frequent,Books,Documentary,Smart TV,4.7,8 +1370,Mason Wright,jwilkinson@example.org,jwilkinson,1998-12-12,Female,North Dominique,2024-02-19,2025-02-18,Annual,Amex,Manual,Occasional,Clothing,Drama,Smart TV,3.7,0 +1371,Cynthia Matthews,owensjames@example.org,owensjames,1965-04-09,Female,Lake Thomas,2024-01-28,2025-01-27,Annual,Amex,Manual,Occasional,Books,Comedy,Smartphone,4.7,6 +1372,Pamela Peterson,davidaustin@example.net,davidaustin,1995-06-13,Male,West Nataliemouth,2024-02-15,2025-02-14,Annual,Amex,Manual,Frequent,Electronics,Romance,Smart TV,4.3,10 +1373,Patricia Reed,nathan93@example.com,nathan93,1933-06-11,Female,Contrerasbury,2024-02-06,2025-02-05,Annual,Mastercard,Manual,Regular,Clothing,Action,Tablet,3.5,0 +1374,Raymond Smith,christineyoung@example.net,christineyoung,1995-12-06,Male,Thomasside,2024-01-06,2025-01-05,Monthly,Visa,Auto-renew,Frequent,Electronics,Horror,Tablet,4.8,6 +1375,Cynthia Dunn,rosspatrick@example.org,rosspatrick,1987-09-23,Female,New Ronaldfurt,2024-02-22,2025-02-21,Annual,Mastercard,Auto-renew,Frequent,Books,Comedy,Smartphone,3.6,5 +1376,Steven Hull,christine33@example.com,christine33,1944-06-23,Male,Robertsonton,2024-02-06,2025-02-05,Annual,Mastercard,Manual,Regular,Electronics,Action,Tablet,4.4,7 +1377,Stephanie Anderson,dwilliams@example.net,dwilliams,1992-12-18,Female,East Dennis,2024-04-01,2025-04-01,Monthly,Visa,Auto-renew,Regular,Clothing,Romance,Smartphone,4.6,5 +1378,Daniel Fox,fishermary@example.net,fishermary,1983-11-23,Female,South Michaelville,2024-03-30,2025-03-30,Annual,Visa,Manual,Occasional,Clothing,Drama,Tablet,5.0,9 +1379,Tamara Carson,browntimothy@example.net,browntimothy,1965-04-16,Male,North Leahville,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Regular,Books,Sci-Fi,Smart TV,4.5,2 +1380,Paul Barrera,masonkimberly@example.net,masonkimberly,1933-08-31,Male,Samanthaland,2024-03-21,2025-03-21,Monthly,Visa,Auto-renew,Occasional,Electronics,Action,Tablet,3.2,0 +1381,Michael Ayala,maxwellkeith@example.com,maxwellkeith,1941-06-14,Male,South Kelsey,2024-04-09,2025-04-09,Annual,Mastercard,Auto-renew,Regular,Clothing,Documentary,Tablet,4.6,7 +1382,Ryan Rollins,timothy34@example.net,timothy34,1957-09-21,Female,West Luishaven,2024-03-10,2025-03-10,Annual,Visa,Manual,Frequent,Clothing,Drama,Tablet,3.1,3 +1383,Jacob Chavez,kendraschwartz@example.org,kendraschwartz,1966-07-20,Female,New Ethanstad,2024-01-05,2025-01-04,Monthly,Visa,Manual,Occasional,Books,Action,Smart TV,3.0,7 +1384,Melissa Smith,aliciaperez@example.org,aliciaperez,1989-11-12,Female,Port Michaelville,2024-04-05,2025-04-05,Annual,Amex,Auto-renew,Frequent,Books,Horror,Smart TV,4.6,2 +1385,Lisa Wilcox,darleneevans@example.org,darleneevans,1936-07-29,Female,Elliottfort,2024-01-06,2025-01-05,Annual,Amex,Manual,Regular,Electronics,Romance,Smart TV,3.7,4 +1386,Mark Perez,greid@example.com,greid,2005-01-14,Female,Guzmanville,2024-01-19,2025-01-18,Monthly,Visa,Auto-renew,Regular,Electronics,Horror,Smartphone,3.4,2 +1387,Brian Norris,kristin34@example.org,kristin34,1972-05-30,Female,Robinsonmouth,2024-02-11,2025-02-10,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Tablet,3.3,10 +1388,Holly Baker,cfernandez@example.net,cfernandez,1991-03-03,Female,Lake Desiree,2024-03-05,2025-03-05,Annual,Mastercard,Manual,Occasional,Electronics,Sci-Fi,Smartphone,3.3,6 +1389,Brian Miller,marcusking@example.com,marcusking,1957-12-10,Female,Johnsonside,2024-03-05,2025-03-05,Monthly,Visa,Auto-renew,Frequent,Books,Horror,Tablet,3.7,0 +1390,Joseph King,johnlee@example.com,johnlee,1934-06-17,Female,Isabellaside,2024-01-15,2025-01-14,Monthly,Mastercard,Manual,Frequent,Books,Comedy,Smart TV,3.5,0 +1391,John Hardin,emckinney@example.com,emckinney,1941-10-23,Male,Port Steven,2024-02-16,2025-02-15,Annual,Visa,Auto-renew,Regular,Books,Documentary,Tablet,3.4,3 +1392,Jennifer Gordon,sotodavid@example.com,sotodavid,1942-02-28,Male,Manuelmouth,2024-02-23,2025-02-22,Monthly,Visa,Auto-renew,Regular,Electronics,Horror,Tablet,4.2,8 +1393,Brandon Henderson,barry62@example.com,barry62,1942-05-14,Male,Lisaburgh,2024-01-03,2025-01-02,Monthly,Amex,Auto-renew,Regular,Clothing,Drama,Smart TV,4.4,9 +1394,Robert Knight,melissasimpson@example.net,melissasimpson,1934-10-16,Male,Chadberg,2024-03-08,2025-03-08,Monthly,Mastercard,Manual,Regular,Clothing,Horror,Smart TV,3.3,2 +1395,Crystal Brooks,ryanrichard@example.net,ryanrichard,1994-02-07,Female,Kathleenland,2024-01-20,2025-01-19,Monthly,Amex,Manual,Frequent,Electronics,Documentary,Tablet,4.0,0 +1396,Jessica Hopkins,yatestracey@example.net,yatestracey,1987-11-29,Female,Port Shawnshire,2024-02-14,2025-02-13,Monthly,Visa,Auto-renew,Regular,Clothing,Action,Tablet,4.6,6 +1397,Jennifer Price,georgelane@example.net,georgelane,1945-03-02,Female,South Shane,2024-01-10,2025-01-09,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Tablet,4.0,6 +1398,Kelly Harris,josephvaldez@example.net,josephvaldez,2005-11-25,Female,New Austin,2024-03-23,2025-03-23,Annual,Mastercard,Auto-renew,Occasional,Books,Action,Smart TV,3.6,0 +1399,Wanda Stevenson,hughesjames@example.net,hughesjames,1993-07-26,Female,Laurenfurt,2024-02-19,2025-02-18,Annual,Amex,Auto-renew,Occasional,Books,Comedy,Smart TV,4.9,1 +1400,Tiffany Phillips,jasonjohnson@example.com,jasonjohnson,1939-04-10,Female,Lauratown,2024-02-23,2025-02-22,Annual,Visa,Manual,Frequent,Electronics,Sci-Fi,Smartphone,3.3,4 +1401,Claire Herrera,bobbysanchez@example.com,bobbysanchez,1958-09-26,Male,New Jenniferport,2024-04-09,2025-04-09,Annual,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smart TV,4.1,5 +1402,Thomas Harrison,parrishlisa@example.org,parrishlisa,1980-03-29,Female,Johnsonhaven,2024-03-29,2025-03-29,Annual,Visa,Auto-renew,Frequent,Books,Horror,Smart TV,4.0,5 +1403,Joshua Rivas,thomas49@example.com,thomas49,1979-02-16,Male,New Jeanette,2024-03-06,2025-03-06,Annual,Mastercard,Auto-renew,Occasional,Books,Comedy,Smartphone,3.8,6 +1404,Christy Smith,gardnerdonna@example.org,gardnerdonna,1995-07-03,Female,Johntown,2024-02-02,2025-02-01,Annual,Visa,Auto-renew,Frequent,Books,Drama,Smart TV,4.1,10 +1405,Terry Williams,coxseth@example.org,coxseth,1938-05-17,Male,East Peter,2024-01-19,2025-01-18,Annual,Visa,Manual,Frequent,Clothing,Comedy,Tablet,3.3,0 +1406,Christopher Santos,erin14@example.org,erin14,1977-07-29,Female,East Christy,2024-02-20,2025-02-19,Monthly,Amex,Manual,Regular,Books,Romance,Smartphone,3.5,10 +1407,Kayla Dawson,stephenduke@example.com,stephenduke,1942-05-02,Female,Jaredport,2024-01-20,2025-01-19,Monthly,Mastercard,Auto-renew,Occasional,Books,Comedy,Smartphone,3.9,7 +1408,Lisa Flores,parkerjoshua@example.org,parkerjoshua,1972-03-03,Female,Lyonsview,2024-01-28,2025-01-27,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.6,5 +1409,Jamie Watts,john24@example.com,john24,1941-12-26,Male,Kellyberg,2024-01-31,2025-01-30,Annual,Visa,Manual,Occasional,Electronics,Action,Smartphone,4.2,10 +1410,Justin Chapman,melissa94@example.org,melissa94,1989-05-04,Female,South Dennisberg,2024-02-21,2025-02-20,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Smart TV,3.7,0 +1411,Ashley Graham,alicia26@example.org,alicia26,1964-05-18,Male,West Sylviahaven,2024-01-20,2025-01-19,Annual,Amex,Manual,Frequent,Electronics,Sci-Fi,Smartphone,4.8,5 +1412,Allison Bates,paul30@example.org,paul30,1987-11-30,Female,South Brandonton,2024-02-12,2025-02-11,Monthly,Visa,Auto-renew,Occasional,Electronics,Comedy,Smart TV,3.1,4 +1413,Stephen Johnson,brian37@example.net,brian37,2002-08-16,Male,Cowanmouth,2024-04-12,2025-04-12,Annual,Mastercard,Manual,Frequent,Electronics,Drama,Smartphone,4.0,1 +1414,Beth Gordon,brownbrian@example.org,brownbrian,1946-01-02,Female,Port Anthony,2024-02-28,2025-02-27,Monthly,Amex,Auto-renew,Frequent,Electronics,Horror,Tablet,4.1,4 +1415,Gregory Martinez,walkeranne@example.com,walkeranne,1983-12-12,Female,East Joseph,2024-04-11,2025-04-11,Annual,Amex,Auto-renew,Occasional,Clothing,Action,Tablet,3.2,0 +1416,Kaylee Patton,hansoncourtney@example.org,hansoncourtney,1965-02-22,Female,North Michelle,2024-04-07,2025-04-07,Monthly,Mastercard,Auto-renew,Regular,Books,Comedy,Smart TV,4.4,4 +1417,Elizabeth Carey,ryanmyers@example.com,ryanmyers,1940-03-29,Female,Manuelport,2024-03-24,2025-03-24,Annual,Amex,Auto-renew,Frequent,Clothing,Documentary,Smart TV,3.5,7 +1418,Maria Flores,phamrachel@example.com,phamrachel,1952-12-17,Male,Maynardside,2024-02-07,2025-02-06,Annual,Amex,Manual,Regular,Clothing,Romance,Smartphone,3.4,1 +1419,Jane Whitehead,michelle35@example.com,michelle35,1943-05-30,Male,Smithstad,2024-01-17,2025-01-16,Monthly,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.2,0 +1420,Brian Lam,djohnson@example.org,djohnson,1992-06-03,Male,Rhodesborough,2024-01-31,2025-01-30,Monthly,Amex,Manual,Occasional,Electronics,Sci-Fi,Smartphone,4.4,2 +1421,Douglas Sullivan PhD,sanchezalexis@example.com,sanchezalexis,1987-02-22,Male,West Christopherburgh,2024-01-29,2025-01-28,Annual,Visa,Manual,Occasional,Books,Comedy,Smart TV,3.9,4 +1422,David Perez,brandynichols@example.net,brandynichols,1938-11-22,Female,Meltonburgh,2024-02-08,2025-02-07,Monthly,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Smartphone,4.2,3 +1423,Christina Randolph,bernardwilliam@example.org,bernardwilliam,1942-10-16,Female,Tylerberg,2024-02-11,2025-02-10,Annual,Amex,Auto-renew,Frequent,Electronics,Action,Smart TV,4.5,4 +1424,Julie Jackson,williamtaylor@example.net,williamtaylor,1940-06-11,Male,Jacquelinemouth,2024-04-03,2025-04-03,Annual,Amex,Manual,Frequent,Books,Action,Smart TV,3.7,4 +1425,Logan Alvarez,manuellawson@example.net,manuellawson,1973-02-06,Female,Blakebury,2024-03-28,2025-03-28,Monthly,Visa,Manual,Frequent,Books,Romance,Smart TV,4.1,2 +1426,Katrina Rivera,jacksonharry@example.com,jacksonharry,1954-11-10,Female,Bairdhaven,2024-01-31,2025-01-30,Annual,Amex,Auto-renew,Occasional,Clothing,Action,Smart TV,4.9,5 +1427,Christine Christian,edward67@example.net,edward67,1944-09-22,Male,Ayersview,2024-01-10,2025-01-09,Annual,Mastercard,Manual,Frequent,Electronics,Sci-Fi,Smartphone,3.5,2 +1428,Jessica Kim,nlevy@example.com,nlevy,1989-02-23,Male,Jayside,2024-02-21,2025-02-20,Annual,Amex,Auto-renew,Occasional,Clothing,Romance,Smartphone,4.9,10 +1429,Derek Phelps,portiz@example.com,portiz,1954-12-03,Female,South Juliashire,2024-03-05,2025-03-05,Monthly,Amex,Manual,Frequent,Books,Documentary,Smartphone,4.3,0 +1430,James Doyle,shannon58@example.org,shannon58,1988-05-16,Male,Aprilfort,2024-01-18,2025-01-17,Annual,Mastercard,Auto-renew,Occasional,Books,Comedy,Smartphone,4.5,6 +1431,Ashley Thompson,ryanvictoria@example.net,ryanvictoria,1994-11-10,Female,Lake Lisaport,2024-02-23,2025-02-22,Monthly,Amex,Manual,Frequent,Clothing,Action,Tablet,3.6,8 +1432,Jessica Gomez,lwebster@example.com,lwebster,1964-10-25,Male,Michelleport,2024-02-23,2025-02-22,Monthly,Visa,Auto-renew,Occasional,Books,Romance,Smart TV,4.9,2 +1433,David Moss,shelby44@example.org,shelby44,1964-05-25,Male,Brianview,2024-03-27,2025-03-27,Annual,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Smartphone,4.7,3 +1434,Kristen Alvarez,ariel03@example.com,ariel03,1936-10-02,Male,West Robert,2024-01-25,2025-01-24,Monthly,Mastercard,Auto-renew,Regular,Books,Sci-Fi,Smartphone,4.2,3 +1435,Mary Espinoza,xbryant@example.org,xbryant,1976-01-01,Male,Powersland,2024-04-09,2025-04-09,Annual,Visa,Manual,Regular,Electronics,Documentary,Tablet,3.1,4 +1436,Samuel Perez,hking@example.net,hking,1943-01-17,Female,Benjaminbury,2024-03-04,2025-03-04,Annual,Amex,Manual,Frequent,Books,Romance,Tablet,4.6,0 +1437,Jennifer James,stephaniepadilla@example.net,stephaniepadilla,1955-08-28,Male,Wongview,2024-03-29,2025-03-29,Annual,Mastercard,Manual,Regular,Books,Drama,Smartphone,3.3,0 +1438,Crystal Robinson,barbara88@example.net,barbara88,1974-04-07,Male,Moorebury,2024-02-28,2025-02-27,Annual,Amex,Manual,Frequent,Books,Sci-Fi,Tablet,3.8,10 +1439,Michael Brown,nataliebryant@example.com,nataliebryant,1969-12-07,Female,Patelview,2024-02-06,2025-02-05,Annual,Visa,Manual,Occasional,Clothing,Documentary,Smartphone,3.9,4 +1440,Andrea Lewis,schaeferroberto@example.com,schaeferroberto,1959-08-10,Female,Westton,2024-03-30,2025-03-30,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,3.2,8 +1441,Carl Mendoza,arnoldlisa@example.net,arnoldlisa,2005-07-01,Female,East Manuelland,2024-03-21,2025-03-21,Annual,Amex,Manual,Regular,Books,Comedy,Smart TV,4.3,10 +1442,Lisa Mack,aaron29@example.net,aaron29,1953-03-17,Male,Christophertown,2024-03-05,2025-03-05,Monthly,Mastercard,Manual,Frequent,Electronics,Horror,Smartphone,3.1,8 +1443,Matthew Boone,brittany34@example.org,brittany34,2005-12-17,Female,Henrytown,2024-03-23,2025-03-23,Annual,Mastercard,Auto-renew,Occasional,Clothing,Drama,Smartphone,3.8,0 +1444,Kimberly Hughes,patelshaun@example.net,patelshaun,1996-05-18,Male,Port Nancymouth,2024-03-20,2025-03-20,Monthly,Mastercard,Auto-renew,Regular,Electronics,Action,Tablet,3.6,8 +1445,Curtis Williamson,april25@example.org,april25,1937-03-16,Female,Sawyerchester,2024-02-22,2025-02-21,Monthly,Visa,Manual,Frequent,Clothing,Documentary,Smartphone,3.5,3 +1446,Dana Martin,laura88@example.net,laura88,1953-12-18,Male,Toddburgh,2024-04-04,2025-04-04,Annual,Amex,Manual,Regular,Electronics,Documentary,Smartphone,4.0,8 +1447,Tony Rodriguez,vickieschneider@example.net,vickieschneider,1988-03-19,Male,Hortonville,2024-01-01,2024-12-31,Monthly,Mastercard,Auto-renew,Regular,Books,Drama,Smartphone,3.3,3 +1448,Danielle Warren,esimmons@example.org,esimmons,1962-02-05,Female,Port Tina,2024-01-08,2025-01-07,Annual,Visa,Auto-renew,Occasional,Books,Drama,Smartphone,4.1,0 +1449,Natalie Walter,brian80@example.com,brian80,1957-03-21,Female,Martinezville,2024-03-13,2025-03-13,Annual,Mastercard,Manual,Regular,Clothing,Action,Tablet,4.4,0 +1450,Vernon Brown,qjackson@example.net,qjackson,1993-02-14,Female,Aprilland,2024-02-22,2025-02-21,Monthly,Amex,Manual,Occasional,Clothing,Action,Smartphone,3.2,9 +1451,Gina Harvey,michaelwalker@example.com,michaelwalker,1939-11-07,Female,Jessicaborough,2024-03-14,2025-03-14,Monthly,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,4.0,5 +1452,Jill Jones,sharpjessica@example.net,sharpjessica,1935-08-22,Female,Kentburgh,2024-02-28,2025-02-27,Annual,Mastercard,Manual,Occasional,Clothing,Action,Smartphone,3.7,2 +1453,Zachary Hernandez,hansenmatthew@example.net,hansenmatthew,1945-08-07,Male,West Meganmouth,2024-03-29,2025-03-29,Annual,Mastercard,Auto-renew,Frequent,Electronics,Romance,Tablet,3.5,8 +1454,William Daniels,kathleen78@example.com,kathleen78,1998-08-14,Female,East Nicholasmouth,2024-03-23,2025-03-23,Annual,Amex,Auto-renew,Occasional,Clothing,Drama,Smartphone,4.4,2 +1455,Shane Peterson,deborah39@example.org,deborah39,1945-03-15,Male,North Kristen,2024-02-17,2025-02-16,Monthly,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,4.6,9 +1456,Mr. Nicholas Johnson,timothy23@example.net,timothy23,1979-04-06,Male,Glassview,2024-04-11,2025-04-11,Annual,Amex,Auto-renew,Occasional,Books,Comedy,Smartphone,4.9,5 +1457,John Newman,tarariley@example.org,tarariley,1960-10-26,Female,North James,2024-02-01,2025-01-31,Monthly,Amex,Manual,Occasional,Electronics,Horror,Smart TV,4.2,5 +1458,Samantha Barber,smithmatthew@example.net,smithmatthew,1980-12-01,Male,Riveratown,2024-03-30,2025-03-30,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,4.9,1 +1459,Breanna George,adamsjesse@example.org,adamsjesse,1996-10-26,Male,Longhaven,2024-01-12,2025-01-11,Monthly,Mastercard,Manual,Frequent,Books,Action,Smart TV,3.7,2 +1460,Michael Conway,brendaallen@example.com,brendaallen,1968-06-30,Male,Harrisfort,2024-03-03,2025-03-03,Annual,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Tablet,3.3,3 +1461,Jimmy Yang,james55@example.com,james55,1952-11-04,Male,Williamsview,2024-02-05,2025-02-04,Annual,Amex,Auto-renew,Occasional,Electronics,Documentary,Smart TV,4.8,0 +1462,Patrick Banks,cookhannah@example.org,cookhannah,1981-08-21,Male,Andersonville,2024-02-16,2025-02-15,Annual,Mastercard,Manual,Occasional,Clothing,Drama,Smartphone,3.2,10 +1463,Jennifer Pratt,qhayes@example.net,qhayes,1945-02-07,Male,West Teresa,2024-03-08,2025-03-08,Annual,Visa,Auto-renew,Regular,Books,Action,Tablet,3.6,8 +1464,Christopher Campbell,dawn12@example.com,dawn12,1976-10-18,Male,Kellyburgh,2024-03-30,2025-03-30,Annual,Amex,Manual,Occasional,Clothing,Horror,Tablet,3.7,7 +1465,Brandon Huff,myerskatherine@example.net,myerskatherine,1975-12-19,Male,West Jeremy,2024-03-09,2025-03-09,Annual,Visa,Manual,Regular,Books,Romance,Tablet,4.3,10 +1466,James Johnston,phamevan@example.com,phamevan,1987-06-08,Male,Lake Yvette,2024-03-24,2025-03-24,Monthly,Mastercard,Auto-renew,Regular,Books,Comedy,Tablet,4.7,8 +1467,Tonya Meyer,garnerjennifer@example.com,garnerjennifer,1945-03-27,Male,East Christopher,2024-02-17,2025-02-16,Monthly,Visa,Auto-renew,Occasional,Clothing,Drama,Smart TV,4.0,7 +1468,Jose Cole,yjones@example.com,yjones,1941-06-18,Female,North Darrell,2024-01-23,2025-01-22,Monthly,Visa,Auto-renew,Regular,Clothing,Horror,Tablet,4.0,3 +1469,Tommy Myers,cooperlee@example.net,cooperlee,1972-12-28,Male,West Jeffrey,2024-03-05,2025-03-05,Annual,Visa,Manual,Occasional,Books,Comedy,Smart TV,3.7,9 +1470,Robert Jennings,juliesmith@example.com,juliesmith,1979-03-10,Male,West Josechester,2024-03-06,2025-03-06,Annual,Amex,Manual,Regular,Electronics,Drama,Tablet,4.3,7 +1471,Peter Lopez,murraysarah@example.org,murraysarah,2004-09-11,Male,East Jamesstad,2024-03-21,2025-03-21,Annual,Amex,Manual,Frequent,Clothing,Sci-Fi,Tablet,3.4,1 +1472,Jessica Doyle,cookdaniel@example.org,cookdaniel,1982-08-12,Female,Port Philipchester,2024-02-11,2025-02-10,Annual,Mastercard,Auto-renew,Frequent,Books,Action,Tablet,4.3,2 +1473,Ellen Cox,freemanheather@example.com,freemanheather,1936-01-07,Male,New Jamesberg,2024-04-10,2025-04-10,Annual,Amex,Auto-renew,Occasional,Clothing,Action,Tablet,3.2,3 +1474,Holly Shaw,llewis@example.org,llewis,1974-06-30,Male,North Alec,2024-02-28,2025-02-27,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Smartphone,4.0,0 +1475,Calvin Stewart,christine46@example.net,christine46,1966-05-02,Female,New John,2024-04-03,2025-04-03,Monthly,Amex,Auto-renew,Regular,Clothing,Comedy,Tablet,3.5,6 +1476,Jeremy Martinez,millerangela@example.org,millerangela,1973-02-01,Male,West Stephanieberg,2024-03-29,2025-03-29,Monthly,Amex,Auto-renew,Occasional,Clothing,Documentary,Smartphone,4.2,7 +1477,James Mcintosh,mhall@example.net,mhall,1985-10-16,Female,Bethanyshire,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Frequent,Books,Action,Smartphone,3.7,8 +1478,Paige Tran,princedorothy@example.org,princedorothy,1958-08-21,Male,New Jerry,2024-01-06,2025-01-05,Annual,Amex,Manual,Regular,Books,Comedy,Smartphone,3.9,1 +1479,Eric Huang,miguel07@example.org,miguel07,1959-06-26,Male,Williamsview,2024-02-28,2025-02-27,Annual,Visa,Manual,Frequent,Electronics,Sci-Fi,Smart TV,5.0,0 +1480,Michelle Lambert DVM,donaldturner@example.com,donaldturner,1948-07-18,Female,North Sean,2024-03-11,2025-03-11,Annual,Mastercard,Manual,Occasional,Electronics,Action,Tablet,3.4,4 +1481,Daniel Garcia,tmahoney@example.org,tmahoney,1971-09-03,Female,Elizabethfurt,2024-03-21,2025-03-21,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Smartphone,5.0,3 +1482,Christine Porter,spennington@example.org,spennington,2001-01-25,Male,Port Marcus,2024-04-06,2025-04-06,Monthly,Visa,Manual,Regular,Clothing,Romance,Tablet,4.8,5 +1483,Sabrina Williams,njohnson@example.org,njohnson,1977-05-08,Male,East Michelle,2024-04-03,2025-04-03,Annual,Amex,Manual,Frequent,Electronics,Drama,Smartphone,4.8,9 +1484,Andrew Holmes,carteramy@example.com,carteramy,1983-03-29,Male,Meganland,2024-03-16,2025-03-16,Annual,Visa,Auto-renew,Occasional,Books,Documentary,Smart TV,3.4,0 +1485,David Ferrell,elizabethbowen@example.org,elizabethbowen,1952-11-05,Female,South William,2024-02-13,2025-02-12,Monthly,Visa,Manual,Frequent,Clothing,Action,Tablet,4.9,5 +1486,Sandra Little,canturichard@example.org,canturichard,2006-01-11,Male,Shawnshire,2024-03-26,2025-03-26,Annual,Visa,Manual,Frequent,Electronics,Drama,Smart TV,4.6,9 +1487,Cindy Wilson,susan15@example.org,susan15,1995-04-07,Male,East William,2024-04-01,2025-04-01,Annual,Amex,Manual,Regular,Clothing,Comedy,Smart TV,3.7,6 +1488,Debra Logan,rachaeljones@example.net,rachaeljones,1963-06-04,Male,North Stevenshire,2024-02-02,2025-02-01,Monthly,Mastercard,Auto-renew,Frequent,Books,Action,Tablet,4.8,9 +1489,Matthew Gonzales,obennett@example.com,obennett,1991-12-30,Female,Meganfort,2024-01-29,2025-01-28,Monthly,Amex,Manual,Occasional,Electronics,Horror,Smart TV,3.3,6 +1490,Stephanie Alexander,wmoyer@example.com,wmoyer,1949-02-16,Male,Matthewfort,2024-01-03,2025-01-02,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smart TV,3.8,8 +1491,Matthew Wong,ortegagrant@example.org,ortegagrant,1961-10-20,Male,Jessicaburgh,2024-01-07,2025-01-06,Annual,Mastercard,Manual,Frequent,Electronics,Action,Smartphone,4.1,3 +1492,Pamela Anthony,dadams@example.org,dadams,1982-12-26,Male,Romeroside,2024-01-16,2025-01-15,Monthly,Visa,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,3.6,1 +1493,Susan Maldonado,hesterperry@example.net,hesterperry,1991-10-09,Female,Lake Angela,2024-03-11,2025-03-11,Annual,Amex,Auto-renew,Regular,Electronics,Drama,Tablet,3.1,2 +1494,Michelle Allen,ariana79@example.com,ariana79,1991-07-03,Female,New Heather,2024-04-11,2025-04-11,Monthly,Mastercard,Manual,Occasional,Clothing,Drama,Smartphone,4.6,2 +1495,Kristin Ross,jeanetterichardson@example.com,jeanetterichardson,1967-06-19,Female,Matthewmouth,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Occasional,Books,Romance,Smartphone,3.0,5 +1496,Amber Anderson,sandovaljasmin@example.net,sandovaljasmin,2005-07-12,Female,Olsonburgh,2024-02-20,2025-02-19,Annual,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Smart TV,4.4,3 +1497,Heather Singh,wilsonjoseph@example.net,wilsonjoseph,1945-11-27,Male,East Scott,2024-03-11,2025-03-11,Monthly,Amex,Manual,Frequent,Books,Horror,Tablet,3.7,8 +1498,Jennifer Morales MD,bbrooks@example.com,bbrooks,1945-03-13,Male,Port Kevinshire,2024-03-21,2025-03-21,Annual,Visa,Manual,Occasional,Books,Romance,Smart TV,3.1,1 +1499,Sarah Castro,jeffrey86@example.net,jeffrey86,1936-03-21,Female,East Jacquelinehaven,2024-04-12,2025-04-12,Annual,Visa,Manual,Regular,Clothing,Drama,Smart TV,4.5,0 +1500,Brandon Strong,kristen50@example.org,kristen50,1993-04-08,Male,Port Debbie,2024-01-06,2025-01-05,Monthly,Visa,Manual,Occasional,Books,Action,Smart TV,3.4,3 +1501,Julie Houston,juan01@example.com,juan01,2002-04-27,Male,Jeffreyfort,2024-01-24,2025-01-23,Monthly,Mastercard,Auto-renew,Regular,Books,Action,Tablet,4.8,6 +1502,Kelly Young,omathews@example.org,omathews,1973-09-28,Male,Lamberttown,2024-03-02,2025-03-02,Annual,Mastercard,Manual,Occasional,Clothing,Comedy,Smart TV,4.9,5 +1503,Janet Bryant,dsmith@example.org,dsmith,1975-05-27,Female,West Margaretfort,2024-02-22,2025-02-21,Monthly,Amex,Auto-renew,Regular,Electronics,Horror,Smart TV,4.7,5 +1504,Jeffrey Reynolds,usmith@example.com,usmith,1940-06-09,Male,Jacksonton,2024-02-27,2025-02-26,Annual,Amex,Manual,Frequent,Electronics,Drama,Smart TV,4.1,4 +1505,Mitchell Johnson,scotthatfield@example.org,scotthatfield,1998-12-22,Female,North Vickiport,2024-04-06,2025-04-06,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Smartphone,4.1,0 +1506,Shawn Roberson,kellybrooks@example.org,kellybrooks,1978-06-17,Female,Lefort,2024-02-10,2025-02-09,Annual,Visa,Manual,Regular,Books,Comedy,Smartphone,4.3,9 +1507,Kara Wong,tiffany73@example.com,tiffany73,1959-08-20,Female,North Jose,2024-02-19,2025-02-18,Annual,Amex,Manual,Regular,Books,Sci-Fi,Smartphone,4.3,1 +1508,Danielle Hinton,teresahill@example.net,teresahill,1946-04-09,Female,Port Adamburgh,2024-03-27,2025-03-27,Monthly,Amex,Manual,Occasional,Clothing,Sci-Fi,Tablet,3.7,6 +1509,Melissa Cruz,ecunningham@example.org,ecunningham,1935-04-03,Male,Lewisview,2024-01-24,2025-01-23,Monthly,Mastercard,Auto-renew,Regular,Books,Romance,Tablet,3.5,8 +1510,Kayla Hernandez,danderson@example.net,danderson,1957-08-11,Female,East Robertshire,2024-02-15,2025-02-14,Annual,Amex,Manual,Occasional,Electronics,Comedy,Smartphone,3.2,9 +1511,Elizabeth Johnson,kathymcdonald@example.com,kathymcdonald,1982-09-30,Female,East Shaneburgh,2024-01-15,2025-01-14,Monthly,Amex,Auto-renew,Occasional,Electronics,Documentary,Smartphone,4.6,9 +1512,Crystal Smith,christinafarmer@example.net,christinafarmer,1984-01-12,Male,Lake Rachel,2024-01-11,2025-01-10,Monthly,Amex,Auto-renew,Frequent,Electronics,Drama,Tablet,3.4,8 +1513,Tiffany Gonzalez,changnicholas@example.org,changnicholas,1940-11-08,Male,Caseymouth,2024-01-11,2025-01-10,Annual,Visa,Auto-renew,Frequent,Clothing,Comedy,Tablet,4.6,2 +1514,Tammy Cook,andersonjared@example.org,andersonjared,1941-03-18,Male,West Joy,2024-03-28,2025-03-28,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Smart TV,4.9,9 +1515,Jordan Cunningham,qbanks@example.net,qbanks,1956-02-12,Female,New Danielle,2024-01-02,2025-01-01,Monthly,Visa,Auto-renew,Occasional,Electronics,Action,Smart TV,3.3,6 +1516,Rodney Wright,ryancampos@example.org,ryancampos,1958-08-08,Male,East Robert,2024-01-08,2025-01-07,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Smart TV,4.5,6 +1517,Paul Schmidt,robert54@example.com,robert54,1969-06-24,Female,Rebeccatown,2024-01-05,2025-01-04,Monthly,Amex,Manual,Regular,Electronics,Action,Smart TV,4.7,8 +1518,Jonathan Stevens,anthony62@example.net,anthony62,1983-03-29,Male,Murrayland,2024-02-07,2025-02-06,Annual,Visa,Auto-renew,Occasional,Books,Comedy,Smart TV,4.0,1 +1519,Robyn Campbell,jjones@example.net,jjones,1942-09-23,Female,Lewisborough,2024-01-15,2025-01-14,Monthly,Amex,Manual,Regular,Books,Comedy,Tablet,4.1,5 +1520,Gary Young,warnerkrystal@example.net,warnerkrystal,1962-12-03,Female,Dawnland,2024-03-15,2025-03-15,Annual,Visa,Manual,Frequent,Books,Action,Tablet,4.2,3 +1521,Michael Hill,beckerjustin@example.net,beckerjustin,1973-07-27,Male,Carolside,2024-02-09,2025-02-08,Monthly,Amex,Manual,Regular,Clothing,Action,Tablet,4.8,6 +1522,David Tucker,zjohnson@example.org,zjohnson,2001-06-26,Female,Turnerview,2024-03-28,2025-03-28,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Smart TV,4.6,8 +1523,Julie Banks,brandonmorales@example.com,brandonmorales,1937-05-10,Male,Kennethtown,2024-03-16,2025-03-16,Annual,Mastercard,Manual,Regular,Books,Sci-Fi,Smart TV,3.5,6 +1524,Paul Richardson,judith92@example.net,judith92,1956-08-31,Female,East Maria,2024-03-03,2025-03-03,Annual,Mastercard,Manual,Occasional,Clothing,Documentary,Smartphone,4.4,8 +1525,Richard Parsons,chadstevens@example.net,chadstevens,1964-05-29,Male,South Samantha,2024-01-04,2025-01-03,Annual,Mastercard,Auto-renew,Regular,Electronics,Comedy,Smartphone,3.0,2 +1526,Casey Jones,james75@example.org,james75,1967-07-27,Male,South Tonyland,2024-04-04,2025-04-04,Monthly,Visa,Auto-renew,Frequent,Electronics,Horror,Smart TV,3.1,2 +1527,Lisa Adams,ghowell@example.net,ghowell,1960-08-03,Male,North Claudia,2024-04-14,2025-04-14,Annual,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Tablet,3.5,3 +1528,Karen Stokes,lmay@example.net,lmay,1992-07-06,Male,Lake Michelle,2024-02-07,2025-02-06,Annual,Amex,Manual,Occasional,Electronics,Action,Tablet,3.0,6 +1529,Melanie Wagner,youngmarissa@example.com,youngmarissa,1941-04-06,Female,Lake Amyberg,2024-03-16,2025-03-16,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Tablet,3.3,0 +1530,Charles Robinson,curtismartin@example.com,curtismartin,1949-08-28,Male,Lake Angelaside,2024-02-23,2025-02-22,Annual,Mastercard,Auto-renew,Occasional,Books,Comedy,Smart TV,3.9,5 +1531,Larry Bass,karencardenas@example.net,karencardenas,1979-09-20,Male,Amandaburgh,2024-01-23,2025-01-22,Annual,Mastercard,Manual,Regular,Electronics,Documentary,Smart TV,4.2,9 +1532,Adam Lopez,stevenallen@example.net,stevenallen,1973-04-14,Male,Ryanfurt,2024-01-14,2025-01-13,Annual,Visa,Manual,Regular,Clothing,Action,Smart TV,3.5,0 +1533,Eric Gutierrez,julie28@example.com,julie28,1941-10-19,Male,Norrishaven,2024-02-11,2025-02-10,Annual,Mastercard,Auto-renew,Regular,Books,Action,Smart TV,4.3,0 +1534,Catherine Adams,ryan82@example.org,ryan82,1990-09-08,Female,Lake Miguelburgh,2024-03-28,2025-03-28,Annual,Amex,Auto-renew,Occasional,Electronics,Drama,Tablet,4.9,6 +1535,James Garcia,meghansmith@example.org,meghansmith,1974-11-02,Male,Mckeemouth,2024-03-22,2025-03-22,Monthly,Amex,Manual,Frequent,Clothing,Drama,Smart TV,3.1,5 +1536,Annette Velez,wallschase@example.net,wallschase,2001-11-28,Female,Pearsonfurt,2024-04-12,2025-04-12,Annual,Visa,Manual,Regular,Clothing,Horror,Smart TV,3.9,10 +1537,Brian Reynolds,bhenderson@example.net,bhenderson,1939-11-28,Male,Danielleland,2024-01-14,2025-01-13,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,3.9,1 +1538,Mario Neal,heather02@example.com,heather02,2004-08-20,Female,West Carolyn,2024-01-02,2025-01-01,Annual,Mastercard,Manual,Frequent,Electronics,Documentary,Tablet,3.7,3 +1539,Rodney Bradley,debra24@example.org,debra24,1986-07-16,Female,Lake Carolineburgh,2024-01-26,2025-01-25,Monthly,Amex,Manual,Frequent,Clothing,Comedy,Smartphone,4.1,9 +1540,Luke Raymond,dyertina@example.org,dyertina,1978-06-26,Male,Cynthiafort,2024-02-05,2025-02-04,Annual,Visa,Manual,Regular,Clothing,Action,Smartphone,3.5,2 +1541,Wendy Davis,calvin90@example.com,calvin90,1971-08-30,Male,Port Jonathan,2024-04-12,2025-04-12,Monthly,Amex,Manual,Occasional,Clothing,Comedy,Smartphone,3.4,10 +1542,Latasha Cochran,waynebrown@example.net,waynebrown,1957-10-15,Male,Angelafurt,2024-01-17,2025-01-16,Monthly,Amex,Manual,Regular,Clothing,Romance,Smart TV,3.1,4 +1543,Katherine Perez,mtaylor@example.com,mtaylor,1948-07-16,Female,Amandashire,2024-02-02,2025-02-01,Monthly,Visa,Manual,Regular,Clothing,Drama,Smart TV,3.3,0 +1544,Tony Chung,taylormark@example.net,taylormark,2001-08-22,Male,Lake Alicia,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Regular,Clothing,Documentary,Smart TV,3.8,0 +1545,Andrew Norris,angelarobertson@example.org,angelarobertson,1967-03-13,Female,Logantown,2024-04-01,2025-04-01,Annual,Visa,Manual,Frequent,Electronics,Horror,Smartphone,4.5,8 +1546,Charles Haney,jamescaldwell@example.org,jamescaldwell,1935-02-19,Male,West Johnathanview,2024-01-01,2024-12-31,Annual,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smart TV,4.3,3 +1547,Eric Miller,shelbylopez@example.com,shelbylopez,1939-10-04,Male,Robertton,2024-03-30,2025-03-30,Monthly,Amex,Manual,Occasional,Books,Action,Tablet,3.0,8 +1548,Anthony Carr,thomas61@example.net,thomas61,1988-10-17,Male,Lake Lauraville,2024-02-04,2025-02-03,Annual,Amex,Auto-renew,Regular,Clothing,Horror,Smartphone,3.6,1 +1549,Cindy Garrett,erica32@example.net,erica32,1960-06-05,Female,Richardsonville,2024-01-19,2025-01-18,Monthly,Amex,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.4,5 +1550,Brandon Myers,williamsrobert@example.net,williamsrobert,1941-05-15,Female,Briggsfurt,2024-02-20,2025-02-19,Monthly,Amex,Manual,Regular,Books,Horror,Smartphone,4.0,9 +1551,Richard Gregory,vjackson@example.org,vjackson,1956-11-24,Male,Veronicamouth,2024-02-18,2025-02-17,Annual,Mastercard,Manual,Frequent,Electronics,Comedy,Smartphone,4.5,9 +1552,Jason Clark MD,tracyshaffer@example.com,tracyshaffer,1970-05-11,Male,Paulbury,2024-02-24,2025-02-23,Monthly,Visa,Auto-renew,Regular,Books,Romance,Tablet,3.1,7 +1553,Kimberly Perkins,lawsonjonathan@example.net,lawsonjonathan,1941-04-15,Female,Cruzchester,2024-03-11,2025-03-11,Monthly,Mastercard,Manual,Regular,Clothing,Documentary,Tablet,5.0,7 +1554,Jason Shaw,daniel28@example.org,daniel28,1971-09-13,Male,Johnsonmouth,2024-02-12,2025-02-11,Monthly,Mastercard,Manual,Frequent,Electronics,Documentary,Smartphone,3.6,3 +1555,James Dixon,robertvasquez@example.net,robertvasquez,1974-03-21,Male,New Wendyside,2024-01-31,2025-01-30,Monthly,Amex,Manual,Regular,Clothing,Romance,Smartphone,4.5,1 +1556,Lisa Griffin,jonesallison@example.net,jonesallison,2000-05-25,Female,Moranview,2024-02-17,2025-02-16,Annual,Visa,Manual,Occasional,Books,Documentary,Smart TV,4.4,1 +1557,Adriana Ray,wendy28@example.com,wendy28,2002-08-14,Female,Jacobstad,2024-03-18,2025-03-18,Annual,Mastercard,Manual,Regular,Books,Comedy,Smart TV,3.7,0 +1558,Robert Guerrero,marcnguyen@example.org,marcnguyen,1964-12-27,Female,Port Angela,2024-03-16,2025-03-16,Monthly,Mastercard,Manual,Frequent,Electronics,Drama,Smartphone,3.8,7 +1559,Julie Pierce,burtoncynthia@example.com,burtoncynthia,1933-11-30,Male,West Rachel,2024-02-25,2025-02-24,Monthly,Mastercard,Manual,Occasional,Electronics,Romance,Smart TV,4.2,1 +1560,Kevin Arnold,robertsamanda@example.net,robertsamanda,1966-08-04,Female,Seantown,2024-02-02,2025-02-01,Monthly,Amex,Manual,Occasional,Clothing,Sci-Fi,Tablet,4.0,10 +1561,Cynthia Carrillo,vgarcia@example.com,vgarcia,1960-02-19,Female,Laurieshire,2024-02-06,2025-02-05,Annual,Visa,Manual,Regular,Clothing,Drama,Smart TV,3.5,3 +1562,Karen Ruiz,joshuabutler@example.net,joshuabutler,1963-02-01,Male,Lake Anna,2024-02-01,2025-01-31,Monthly,Visa,Auto-renew,Regular,Books,Action,Smartphone,4.3,1 +1563,Bradley Conner,felliott@example.org,felliott,1948-12-14,Male,South Jennifermouth,2024-02-15,2025-02-14,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Smart TV,3.7,0 +1564,Allison Williams,browncarlos@example.com,browncarlos,1973-01-14,Female,Michaelborough,2024-04-10,2025-04-10,Annual,Visa,Manual,Occasional,Books,Action,Smart TV,3.6,0 +1565,Wanda Nguyen,kingkatelyn@example.com,kingkatelyn,1991-07-18,Male,Robertfurt,2024-01-28,2025-01-27,Annual,Amex,Auto-renew,Occasional,Electronics,Sci-Fi,Smartphone,3.7,4 +1566,Melissa Gardner,stephanie39@example.com,stephanie39,1953-01-04,Female,Robertberg,2024-01-11,2025-01-10,Annual,Visa,Manual,Frequent,Electronics,Documentary,Tablet,3.8,5 +1567,Christina Hayes,fieldsjerry@example.net,fieldsjerry,1987-06-13,Male,West Lisa,2024-04-13,2025-04-13,Annual,Visa,Manual,Frequent,Clothing,Documentary,Tablet,3.9,5 +1568,Emily Smith,cruzbrandon@example.net,cruzbrandon,1939-11-13,Male,Owensberg,2024-03-09,2025-03-09,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Smartphone,4.5,7 +1569,Darren Long,tdickerson@example.org,tdickerson,1937-11-03,Male,Lake Roymouth,2024-01-12,2025-01-11,Monthly,Amex,Manual,Frequent,Clothing,Drama,Smartphone,4.1,9 +1570,Jordan Lee,dwaynesmith@example.net,dwaynesmith,1969-10-13,Female,New Rodneymouth,2024-01-16,2025-01-15,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Tablet,4.9,4 +1571,Wendy Krause,jramos@example.com,jramos,1997-05-11,Male,Zacharyview,2024-03-25,2025-03-25,Annual,Amex,Auto-renew,Occasional,Books,Comedy,Smart TV,3.5,6 +1572,Justin Luna,brownelizabeth@example.com,brownelizabeth,1939-03-27,Male,Mckayfurt,2024-02-19,2025-02-18,Annual,Mastercard,Auto-renew,Occasional,Books,Action,Tablet,3.1,9 +1573,Mark Jones,hensonjustin@example.org,hensonjustin,1947-05-28,Female,Lake Lisa,2024-01-24,2025-01-23,Monthly,Amex,Auto-renew,Regular,Clothing,Documentary,Smart TV,3.2,10 +1574,Jacqueline Ferguson,psullivan@example.net,psullivan,1952-06-11,Female,Morrisonmouth,2024-03-23,2025-03-23,Monthly,Mastercard,Auto-renew,Regular,Electronics,Action,Smart TV,4.7,7 +1575,Michael Espinoza,zanderson@example.org,zanderson,1985-04-15,Male,Snyderchester,2024-02-24,2025-02-23,Monthly,Amex,Auto-renew,Frequent,Electronics,Comedy,Smartphone,3.1,10 +1576,Holly Lara,andrea50@example.org,andrea50,1993-03-18,Male,Jayland,2024-03-28,2025-03-28,Annual,Amex,Manual,Occasional,Books,Action,Smartphone,3.6,6 +1577,Mark Saunders,leroyhahn@example.com,leroyhahn,1987-10-13,Male,Brittneyfurt,2024-02-20,2025-02-19,Annual,Amex,Manual,Occasional,Clothing,Romance,Smartphone,3.5,7 +1578,Kyle Smith,qhall@example.net,qhall,1997-01-13,Male,East Andrew,2024-03-19,2025-03-19,Annual,Visa,Manual,Frequent,Clothing,Documentary,Tablet,3.4,1 +1579,Christine Miller,charlesmacias@example.net,charlesmacias,1961-04-08,Female,East Jamesport,2024-03-28,2025-03-28,Annual,Mastercard,Auto-renew,Occasional,Clothing,Documentary,Tablet,3.3,1 +1580,Debbie Bryant,blozano@example.org,blozano,1999-09-07,Male,East Melissa,2024-03-12,2025-03-12,Annual,Amex,Manual,Regular,Electronics,Romance,Smartphone,3.2,3 +1581,Jason Armstrong,davidlopez@example.net,davidlopez,1973-09-29,Female,Port Heatherbury,2024-03-16,2025-03-16,Monthly,Amex,Manual,Occasional,Books,Romance,Smartphone,3.7,8 +1582,David Anderson,ortizamy@example.com,ortizamy,1970-09-25,Male,New Robinview,2024-02-04,2025-02-03,Monthly,Visa,Manual,Occasional,Electronics,Documentary,Smart TV,4.8,4 +1583,Rebecca Smith,ericamooney@example.net,ericamooney,1992-08-06,Male,Maryborough,2024-01-18,2025-01-17,Annual,Visa,Manual,Occasional,Clothing,Sci-Fi,Tablet,4.4,4 +1584,Timothy Young,bobbyjones@example.org,bobbyjones,1937-05-21,Female,North Johnfort,2024-04-08,2025-04-08,Monthly,Mastercard,Manual,Occasional,Clothing,Comedy,Smartphone,3.9,8 +1585,Juan Parrish,david80@example.com,david80,1964-08-27,Male,Douglasfurt,2024-03-16,2025-03-16,Monthly,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,3.1,10 +1586,Drew Davis,xavery@example.com,xavery,1958-05-12,Male,Lake Erik,2024-03-03,2025-03-03,Monthly,Visa,Auto-renew,Occasional,Electronics,Action,Smart TV,3.8,10 +1587,Heidi Hoffman,cynthia60@example.net,cynthia60,1941-03-21,Female,Port Nicholas,2024-02-23,2025-02-22,Monthly,Amex,Auto-renew,Regular,Clothing,Romance,Smartphone,5.0,4 +1588,Amy Sanchez,nlambert@example.org,nlambert,1981-12-01,Female,Joshuaside,2024-02-21,2025-02-20,Annual,Visa,Auto-renew,Frequent,Clothing,Documentary,Smart TV,3.2,9 +1589,Taylor Young,salazarmisty@example.com,salazarmisty,2004-04-05,Female,Phillipport,2024-03-14,2025-03-14,Annual,Mastercard,Auto-renew,Frequent,Electronics,Comedy,Tablet,3.7,2 +1590,Christopher Gross,glennnavarro@example.com,glennnavarro,1973-10-14,Female,Stoneland,2024-01-15,2025-01-14,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Smartphone,4.3,5 +1591,Eric Anderson,bcarson@example.com,bcarson,1982-09-04,Male,Jeffreyfurt,2024-02-16,2025-02-15,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smart TV,4.8,10 +1592,Brandy Hinton,dixonroger@example.com,dixonroger,1945-10-21,Female,Morganstad,2024-01-18,2025-01-17,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,4.8,10 +1593,Derek Cooper,whayes@example.com,whayes,1941-12-23,Female,South Lauraborough,2024-01-01,2024-12-31,Annual,Visa,Manual,Frequent,Electronics,Comedy,Smart TV,4.3,5 +1594,Alison Kane,laura16@example.org,laura16,1955-02-28,Male,Port John,2024-03-31,2025-03-31,Monthly,Amex,Auto-renew,Occasional,Electronics,Romance,Tablet,4.2,1 +1595,Lauren Hernandez,craigsimpson@example.com,craigsimpson,1935-04-22,Female,Turnermouth,2024-02-07,2025-02-06,Annual,Amex,Manual,Regular,Electronics,Romance,Smartphone,3.3,0 +1596,Casey Cole,maddoxlaura@example.com,maddoxlaura,1956-10-28,Female,South Loriside,2024-01-25,2025-01-24,Annual,Mastercard,Auto-renew,Frequent,Clothing,Comedy,Smartphone,4.9,1 +1597,Heidi Ray,hhunt@example.com,hhunt,1975-06-24,Male,Port Julieburgh,2024-02-25,2025-02-24,Annual,Amex,Manual,Frequent,Clothing,Action,Smart TV,3.3,5 +1598,Christine Ochoa,ipatterson@example.com,ipatterson,1959-02-08,Female,Lake Tammyfort,2024-02-06,2025-02-05,Annual,Visa,Manual,Occasional,Clothing,Romance,Smart TV,4.1,10 +1599,Robyn Frederick,dawnjoseph@example.org,dawnjoseph,2000-11-06,Male,Lake Darrell,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Frequent,Clothing,Horror,Smart TV,4.1,9 +1600,Crystal Foster,cherylturner@example.net,cherylturner,1967-11-04,Female,New Jason,2024-02-26,2025-02-25,Monthly,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,4.7,2 +1601,Tina Nelson,morenobethany@example.org,morenobethany,1996-07-23,Female,Mccarthyborough,2024-02-15,2025-02-14,Annual,Amex,Manual,Regular,Books,Action,Tablet,3.5,1 +1602,Jennifer Hernandez,hannahayers@example.net,hannahayers,1979-09-10,Female,West Julie,2024-01-27,2025-01-26,Monthly,Amex,Manual,Occasional,Electronics,Documentary,Smartphone,4.5,4 +1603,Karen Graham,thomas33@example.org,thomas33,1998-02-24,Female,West Laura,2024-01-10,2025-01-09,Annual,Amex,Manual,Occasional,Books,Action,Smartphone,3.1,6 +1604,Jennifer Collins,shannon84@example.com,shannon84,1971-12-31,Female,Port Michael,2024-04-10,2025-04-10,Monthly,Visa,Auto-renew,Occasional,Electronics,Horror,Tablet,3.9,0 +1605,Raven Mills,martinsteven@example.com,martinsteven,1950-03-29,Male,Port Arielview,2024-01-29,2025-01-28,Annual,Mastercard,Auto-renew,Frequent,Electronics,Romance,Tablet,4.0,1 +1606,Tyler Young,amandayu@example.com,amandayu,1943-02-27,Female,Lorraineberg,2024-03-29,2025-03-29,Monthly,Amex,Manual,Occasional,Clothing,Action,Smartphone,3.5,6 +1607,Jonathan Bush,jenniferparsons@example.org,jenniferparsons,1972-11-14,Female,Dustinstad,2024-03-24,2025-03-24,Annual,Amex,Manual,Frequent,Clothing,Drama,Tablet,3.8,5 +1608,Jacqueline Bush,michaeljefferson@example.com,michaeljefferson,1976-12-17,Male,North Jennifer,2024-04-08,2025-04-08,Annual,Amex,Manual,Occasional,Books,Comedy,Smartphone,4.1,4 +1609,Brian Weaver,lisariley@example.com,lisariley,1967-12-15,Male,New Stacyton,2024-01-08,2025-01-07,Monthly,Amex,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.9,7 +1610,Sandra Bright,tiffanyfoster@example.net,tiffanyfoster,2003-05-20,Male,North Elaineside,2024-02-14,2025-02-13,Annual,Amex,Auto-renew,Frequent,Clothing,Horror,Smartphone,4.7,3 +1611,Heather Gibson,jessica22@example.net,jessica22,1940-10-09,Female,New Michelle,2024-03-17,2025-03-17,Monthly,Mastercard,Manual,Occasional,Books,Action,Smartphone,3.2,6 +1612,Ruth Lewis DDS,alexanderward@example.com,alexanderward,1961-12-29,Female,Port John,2024-03-12,2025-03-12,Annual,Visa,Manual,Regular,Electronics,Drama,Smartphone,3.7,4 +1613,Kayla Wallace,qgomez@example.org,qgomez,1951-10-16,Male,Cannonshire,2024-01-10,2025-01-09,Monthly,Amex,Manual,Regular,Books,Documentary,Smartphone,4.8,4 +1614,Brian Mitchell,fharris@example.net,fharris,1937-03-06,Female,Port Joseph,2024-01-18,2025-01-17,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Smart TV,3.9,6 +1615,Lori Brown,pfigueroa@example.com,pfigueroa,1934-03-08,Female,New Anneview,2024-03-16,2025-03-16,Monthly,Amex,Manual,Occasional,Electronics,Sci-Fi,Smartphone,4.6,4 +1616,Ricky Hicks,dvasquez@example.com,dvasquez,1969-12-25,Male,Abigailton,2024-03-24,2025-03-24,Annual,Mastercard,Manual,Frequent,Electronics,Sci-Fi,Tablet,3.5,0 +1617,Dawn King,russellpitts@example.net,russellpitts,1940-07-11,Male,Brianside,2024-03-29,2025-03-29,Monthly,Mastercard,Manual,Regular,Books,Sci-Fi,Tablet,4.2,4 +1618,Jose Lopez,juliabailey@example.net,juliabailey,1960-05-12,Female,Port Rhonda,2024-02-16,2025-02-15,Annual,Mastercard,Auto-renew,Frequent,Clothing,Action,Smart TV,4.8,1 +1619,Carrie Soto MD,lynn22@example.org,lynn22,1994-03-08,Male,West Amy,2024-03-24,2025-03-24,Monthly,Visa,Manual,Frequent,Clothing,Documentary,Tablet,4.0,4 +1620,Melissa Lester,mbishop@example.org,mbishop,1990-10-08,Male,Joshuashire,2024-02-05,2025-02-04,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.6,5 +1621,Kenneth Vargas,krivera@example.org,krivera,1960-01-02,Female,Lake Monique,2024-03-03,2025-03-03,Monthly,Amex,Auto-renew,Frequent,Electronics,Drama,Smart TV,3.2,7 +1622,Richard Barton,lopezkent@example.com,lopezkent,1956-05-08,Female,Brockview,2024-02-24,2025-02-23,Annual,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,3.6,10 +1623,William Carter,timothyshaffer@example.org,timothyshaffer,1991-02-09,Male,Andrewburgh,2024-02-17,2025-02-16,Monthly,Visa,Auto-renew,Regular,Electronics,Comedy,Tablet,4.7,4 +1624,Denise Shaw,rgibson@example.com,rgibson,1977-05-18,Male,Port Colleenborough,2024-02-27,2025-02-26,Monthly,Mastercard,Auto-renew,Regular,Books,Documentary,Smartphone,3.4,3 +1625,Kathy Carter,joe37@example.net,joe37,1981-03-04,Female,Alexanderberg,2024-01-22,2025-01-21,Annual,Mastercard,Auto-renew,Occasional,Electronics,Romance,Tablet,4.7,10 +1626,Sara Hebert,gcrawford@example.com,gcrawford,1996-11-13,Female,Murphybury,2024-02-28,2025-02-27,Annual,Amex,Auto-renew,Frequent,Electronics,Horror,Smartphone,4.3,5 +1627,Brian Key,mooregarrett@example.net,mooregarrett,1996-10-31,Male,Ashleytown,2024-02-17,2025-02-16,Annual,Amex,Manual,Frequent,Books,Comedy,Smart TV,3.0,5 +1628,Stephanie Sullivan,alexwade@example.com,alexwade,1990-08-13,Female,Chapmanfort,2024-02-18,2025-02-17,Annual,Visa,Auto-renew,Occasional,Electronics,Documentary,Tablet,4.2,3 +1629,Dr. Nicole Collins,romeromichele@example.org,romeromichele,1962-11-23,Male,South Lee,2024-01-20,2025-01-19,Annual,Mastercard,Auto-renew,Frequent,Clothing,Romance,Smart TV,3.2,0 +1630,Ernest Mosley,danielwood@example.com,danielwood,1977-07-22,Male,Middletonville,2024-03-15,2025-03-15,Annual,Mastercard,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,3.5,7 +1631,Patricia Stephens,ericksonkathleen@example.net,ericksonkathleen,1938-11-25,Female,South Jesse,2024-01-13,2025-01-12,Monthly,Mastercard,Manual,Occasional,Books,Action,Smart TV,4.2,4 +1632,Amber Clarke,nsmith@example.net,nsmith,1950-05-11,Female,Andrewmouth,2024-02-09,2025-02-08,Monthly,Amex,Manual,Occasional,Electronics,Drama,Smart TV,4.3,4 +1633,Teresa Jones,fvincent@example.org,fvincent,1987-03-31,Female,Leeborough,2024-04-08,2025-04-08,Monthly,Visa,Manual,Frequent,Books,Comedy,Smartphone,3.3,2 +1634,Melvin Anderson,robintaylor@example.com,robintaylor,1982-02-03,Male,Karenborough,2024-01-07,2025-01-06,Annual,Visa,Auto-renew,Regular,Books,Documentary,Tablet,4.3,2 +1635,Julia Mooney,melvinjenkins@example.net,melvinjenkins,1980-05-15,Female,Fordfurt,2024-03-22,2025-03-22,Monthly,Visa,Auto-renew,Regular,Electronics,Romance,Smartphone,4.7,9 +1636,Bradley Hall,conleyanthony@example.net,conleyanthony,1946-09-30,Female,Anthonyshire,2024-02-03,2025-02-02,Monthly,Visa,Manual,Regular,Books,Drama,Smart TV,4.5,4 +1637,Elizabeth Sandoval,taylorkelly@example.com,taylorkelly,1976-01-31,Male,South Becky,2024-03-19,2025-03-19,Annual,Mastercard,Auto-renew,Frequent,Clothing,Horror,Smartphone,4.0,5 +1638,Matthew Smith,zkaufman@example.org,zkaufman,2000-08-26,Male,East Jennymouth,2024-01-18,2025-01-17,Annual,Mastercard,Manual,Frequent,Clothing,Drama,Smart TV,4.4,4 +1639,Sherri Washington,kevincole@example.net,kevincole,1937-10-04,Female,South Alexander,2024-01-05,2025-01-04,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Horror,Smartphone,4.9,2 +1640,Michael Pham,josephsarah@example.com,josephsarah,1976-10-21,Female,Ryanchester,2024-04-11,2025-04-11,Annual,Visa,Auto-renew,Regular,Clothing,Documentary,Smartphone,4.2,2 +1641,Julie Walker,amydavis@example.net,amydavis,1948-02-20,Male,South Angela,2024-02-23,2025-02-22,Monthly,Visa,Manual,Occasional,Clothing,Sci-Fi,Smart TV,4.8,9 +1642,Steven Peterson,alexisjohnson@example.net,alexisjohnson,2004-12-16,Female,East Douglas,2024-03-11,2025-03-11,Annual,Amex,Auto-renew,Frequent,Electronics,Sci-Fi,Tablet,3.5,3 +1643,Jessica Lawson,stevenhenderson@example.org,stevenhenderson,1997-02-17,Male,North Cristianberg,2024-02-19,2025-02-18,Annual,Amex,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,3.5,2 +1644,Keith Scott III,ncantrell@example.net,ncantrell,1960-09-21,Female,West Christinefurt,2024-03-14,2025-03-14,Annual,Visa,Manual,Regular,Clothing,Sci-Fi,Tablet,4.8,1 +1645,Glenn Murphy,cbaker@example.com,cbaker,1942-07-10,Male,Port Karen,2024-04-01,2025-04-01,Monthly,Mastercard,Manual,Occasional,Clothing,Comedy,Smart TV,3.9,4 +1646,Anita Williams,blakejohn@example.org,blakejohn,1959-12-07,Male,North Sydney,2024-02-21,2025-02-20,Monthly,Visa,Manual,Occasional,Electronics,Sci-Fi,Smart TV,4.3,8 +1647,Daniel Johnson,ahenderson@example.org,ahenderson,1980-02-27,Female,Timothyside,2024-01-08,2025-01-07,Monthly,Visa,Manual,Regular,Electronics,Horror,Smart TV,3.2,0 +1648,Sarah Munoz,dpalmer@example.org,dpalmer,1948-10-13,Female,Howardbury,2024-02-26,2025-02-25,Monthly,Visa,Auto-renew,Occasional,Electronics,Comedy,Tablet,4.7,0 +1649,Jack Torres,craig67@example.org,craig67,1971-05-11,Female,Larsonmouth,2024-03-22,2025-03-22,Annual,Amex,Auto-renew,Occasional,Electronics,Documentary,Smartphone,4.5,8 +1650,Frederick Torres,annlamb@example.net,annlamb,1933-06-27,Female,Baileyburgh,2024-03-24,2025-03-24,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,4.3,8 +1651,Jesse Clark,kayla33@example.com,kayla33,1993-06-19,Male,Port Gregoryport,2024-01-25,2025-01-24,Annual,Mastercard,Manual,Occasional,Clothing,Action,Tablet,3.0,4 +1652,Karen Johnson,hamiltonrobert@example.com,hamiltonrobert,1987-03-30,Male,North Juliaside,2024-02-20,2025-02-19,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Smart TV,3.9,3 +1653,Timothy Rojas,santiagomary@example.net,santiagomary,1974-10-17,Female,Pughview,2024-02-27,2025-02-26,Annual,Mastercard,Manual,Regular,Electronics,Horror,Tablet,4.3,7 +1654,Meghan Miller,arthurdouglas@example.com,arthurdouglas,1965-08-04,Female,Port Timothy,2024-02-06,2025-02-05,Annual,Visa,Manual,Occasional,Clothing,Horror,Tablet,3.5,5 +1655,Charles Key,taylor46@example.net,taylor46,1968-02-16,Male,Patelville,2024-01-07,2025-01-06,Monthly,Visa,Manual,Regular,Electronics,Comedy,Smart TV,3.1,4 +1656,Sandra Murray,cookegabriella@example.com,cookegabriella,1969-12-26,Female,Nancyside,2024-03-28,2025-03-28,Annual,Amex,Auto-renew,Occasional,Clothing,Action,Smartphone,4.6,3 +1657,Jennifer Horton,villarrealsuzanne@example.net,villarrealsuzanne,1962-12-19,Female,Lake Katherinefort,2024-01-01,2024-12-31,Annual,Visa,Auto-renew,Occasional,Electronics,Comedy,Smartphone,4.0,5 +1658,Sean Hamilton,pcamacho@example.net,pcamacho,1989-06-24,Female,New Jennifershire,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Occasional,Clothing,Drama,Smart TV,3.2,10 +1659,Corey Smith,bbell@example.net,bbell,1976-01-24,Male,North Emily,2024-01-20,2025-01-19,Monthly,Mastercard,Auto-renew,Regular,Books,Action,Smart TV,5.0,7 +1660,Robin Wilson,hunterkyle@example.com,hunterkyle,1949-12-02,Female,Lake Thomasview,2024-02-15,2025-02-14,Annual,Amex,Manual,Frequent,Electronics,Sci-Fi,Smartphone,3.4,5 +1661,Peter Hancock,hryan@example.org,hryan,1948-04-16,Male,South Jonathan,2024-02-21,2025-02-20,Annual,Mastercard,Auto-renew,Regular,Electronics,Horror,Smart TV,5.0,1 +1662,Todd Morrison,dconway@example.org,dconway,1971-10-16,Male,New Chelsea,2024-03-23,2025-03-23,Monthly,Amex,Manual,Regular,Clothing,Horror,Smart TV,3.0,8 +1663,Mrs. Katrina Baker,ariasjesse@example.org,ariasjesse,1990-07-10,Male,Andersonbury,2024-03-26,2025-03-26,Annual,Amex,Manual,Occasional,Books,Action,Smart TV,3.2,5 +1664,Robert Garza,mahoneychristopher@example.net,mahoneychristopher,1996-07-30,Female,Hoodfort,2024-04-03,2025-04-03,Monthly,Visa,Manual,Occasional,Clothing,Action,Smart TV,4.0,4 +1665,Daniel Burns,jenna92@example.org,jenna92,1956-08-07,Female,North Angela,2024-01-01,2024-12-31,Monthly,Amex,Auto-renew,Regular,Books,Romance,Tablet,4.5,5 +1666,Cole Lewis,caitlinbaker@example.com,caitlinbaker,1938-07-01,Male,Burtonland,2024-04-02,2025-04-02,Annual,Visa,Auto-renew,Occasional,Electronics,Horror,Smart TV,4.7,8 +1667,Amy Miller,jessicacollins@example.com,jessicacollins,1984-08-04,Female,New Briana,2024-03-09,2025-03-09,Annual,Visa,Auto-renew,Occasional,Electronics,Romance,Tablet,3.3,1 +1668,Barbara Gonzalez,mriddle@example.com,mriddle,1976-11-21,Male,New Joshuamouth,2024-01-23,2025-01-22,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.6,1 +1669,Kayla Coffey,apowell@example.com,apowell,2004-07-16,Female,South Melissa,2024-03-30,2025-03-30,Annual,Visa,Auto-renew,Regular,Clothing,Horror,Smart TV,3.4,10 +1670,Melissa Watson,melinda61@example.org,melinda61,1986-03-10,Female,New Amberview,2024-04-05,2025-04-05,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smart TV,4.8,6 +1671,Leslie Nelson,andersondavid@example.com,andersondavid,1991-03-01,Male,Lake Davidborough,2024-01-29,2025-01-28,Annual,Mastercard,Manual,Frequent,Books,Horror,Smart TV,4.1,0 +1672,Susan Moreno,jessicaowens@example.net,jessicaowens,1956-04-09,Female,New Allison,2024-04-01,2025-04-01,Monthly,Amex,Manual,Occasional,Books,Romance,Tablet,4.3,6 +1673,Kristine Wagner,bakerwilliam@example.com,bakerwilliam,1945-03-20,Male,New Jennifer,2024-03-02,2025-03-02,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Smart TV,4.8,1 +1674,Linda Foster,ogarcia@example.com,ogarcia,1978-09-17,Male,South Danaborough,2024-04-07,2025-04-07,Monthly,Amex,Auto-renew,Frequent,Electronics,Romance,Smartphone,4.9,10 +1675,Amy Rivera,alvarezstacy@example.org,alvarezstacy,1943-03-26,Male,Carrport,2024-02-05,2025-02-04,Monthly,Amex,Auto-renew,Occasional,Clothing,Romance,Smartphone,3.9,5 +1676,Kathy Hammond,juanmoreno@example.com,juanmoreno,1983-09-21,Female,Berryland,2024-01-03,2025-01-02,Monthly,Amex,Auto-renew,Frequent,Electronics,Sci-Fi,Tablet,5.0,10 +1677,Gary Williams,rnguyen@example.org,rnguyen,1984-04-28,Male,Port Kristieborough,2024-02-28,2025-02-27,Annual,Amex,Manual,Occasional,Clothing,Horror,Smartphone,4.3,6 +1678,Daniel Murray,ericksonjacob@example.org,ericksonjacob,1973-02-11,Female,Mitchellborough,2024-04-07,2025-04-07,Monthly,Mastercard,Manual,Regular,Clothing,Comedy,Smart TV,3.1,3 +1679,Taylor Potter,joel92@example.com,joel92,1983-12-21,Female,Wilsonstad,2024-03-14,2025-03-14,Annual,Mastercard,Manual,Frequent,Books,Horror,Smartphone,3.9,9 +1680,Denise Mason,alan24@example.com,alan24,1941-06-20,Male,Claudiaburgh,2024-02-27,2025-02-26,Annual,Visa,Auto-renew,Occasional,Clothing,Horror,Tablet,4.2,4 +1681,Danielle Mercer,gonzaleskathryn@example.net,gonzaleskathryn,1958-01-17,Female,Lake Leslieland,2024-01-18,2025-01-17,Monthly,Visa,Manual,Regular,Electronics,Horror,Smart TV,4.4,9 +1682,Briana Johnson,djohnson@example.org,djohnson,1957-02-22,Male,Natashaburgh,2024-01-05,2025-01-04,Annual,Amex,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.6,2 +1683,Christopher Avila,katrina98@example.net,katrina98,1980-06-18,Female,Port Gail,2024-01-24,2025-01-23,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Smart TV,3.1,1 +1684,Paul Davila,gordonjennifer@example.org,gordonjennifer,1989-01-11,Female,Lake Seth,2024-03-08,2025-03-08,Annual,Amex,Manual,Occasional,Electronics,Horror,Smartphone,3.4,8 +1685,Gina Carlson,cynthiafoster@example.org,cynthiafoster,1944-04-04,Female,Millermouth,2024-01-25,2025-01-24,Annual,Visa,Auto-renew,Regular,Clothing,Comedy,Tablet,4.6,6 +1686,Raymond Brooks,isanders@example.net,isanders,1974-10-05,Female,Silvaville,2024-02-29,2025-02-28,Monthly,Amex,Manual,Occasional,Books,Sci-Fi,Tablet,3.5,2 +1687,Wendy Jordan,kathleen03@example.net,kathleen03,1967-10-02,Female,East Andrew,2024-01-12,2025-01-11,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Smart TV,3.9,6 +1688,Andrew Bailey,dylan01@example.org,dylan01,1991-08-27,Male,Dominiqueshire,2024-04-02,2025-04-02,Annual,Visa,Auto-renew,Regular,Books,Comedy,Tablet,4.7,10 +1689,Henry Martin,drew15@example.net,drew15,1935-10-31,Female,Port Michaelbury,2024-03-07,2025-03-07,Annual,Visa,Auto-renew,Regular,Clothing,Action,Tablet,4.4,3 +1690,Anne Stone,morrisjasmine@example.org,morrisjasmine,1958-08-18,Male,Ambermouth,2024-01-21,2025-01-20,Monthly,Amex,Manual,Regular,Electronics,Sci-Fi,Smart TV,4.6,0 +1691,Anne Mann,alicia07@example.net,alicia07,1966-12-18,Female,Port Ronaldborough,2024-04-02,2025-04-02,Annual,Visa,Auto-renew,Occasional,Electronics,Documentary,Smartphone,4.8,9 +1692,Melissa George,xjames@example.net,xjames,1949-03-09,Female,South Johaven,2024-02-24,2025-02-23,Monthly,Mastercard,Manual,Regular,Books,Sci-Fi,Tablet,4.2,0 +1693,Michael Nichols,danielsmith@example.org,danielsmith,1940-05-20,Male,Michaelside,2024-03-31,2025-03-31,Monthly,Visa,Manual,Occasional,Books,Action,Smartphone,4.3,0 +1694,Jacqueline Baker,ftodd@example.net,ftodd,1998-10-22,Female,South Joseborough,2024-04-04,2025-04-04,Annual,Mastercard,Auto-renew,Regular,Electronics,Action,Smartphone,3.2,7 +1695,Colin Price,longmichael@example.org,longmichael,1944-05-06,Female,North Darrylville,2024-03-26,2025-03-26,Annual,Amex,Manual,Occasional,Electronics,Action,Smart TV,4.0,8 +1696,Cassandra Taylor,neil07@example.org,neil07,1964-05-11,Male,Stacyborough,2024-04-08,2025-04-08,Monthly,Mastercard,Manual,Occasional,Books,Romance,Smartphone,4.5,7 +1697,Shane Jones,osbornejennifer@example.com,osbornejennifer,1957-02-09,Male,New Vicki,2024-02-29,2025-02-28,Monthly,Mastercard,Manual,Frequent,Books,Horror,Smart TV,3.5,2 +1698,Brooke Edwards,tscott@example.net,tscott,1978-08-17,Female,South Elaine,2024-03-12,2025-03-12,Annual,Amex,Manual,Occasional,Clothing,Drama,Smartphone,4.4,0 +1699,Kristen Martinez,mwoods@example.com,mwoods,1948-11-01,Female,Port Barbara,2024-02-25,2025-02-24,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smart TV,3.1,4 +1700,Betty Lewis,brianschmidt@example.org,brianschmidt,2005-03-03,Female,West Annaview,2024-02-24,2025-02-23,Annual,Visa,Manual,Frequent,Clothing,Drama,Smart TV,3.8,2 +1701,James Pope,rodgerstyler@example.org,rodgerstyler,1941-01-24,Male,Wrightchester,2024-03-30,2025-03-30,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Action,Tablet,3.0,7 +1702,Vanessa Martinez,mharvey@example.com,mharvey,1946-06-18,Female,Saraland,2024-01-08,2025-01-07,Annual,Amex,Manual,Regular,Electronics,Horror,Tablet,3.3,2 +1703,Brenda Allen,beandominique@example.com,beandominique,1951-01-29,Male,New Matthewton,2024-03-28,2025-03-28,Monthly,Mastercard,Manual,Occasional,Clothing,Horror,Smartphone,3.3,9 +1704,Mary Curtis,ryan09@example.org,ryan09,1971-11-29,Female,Rachelview,2024-02-09,2025-02-08,Monthly,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Tablet,3.0,0 +1705,Maria Mason,rbrooks@example.org,rbrooks,2005-08-31,Female,Lake Maryfurt,2024-02-13,2025-02-12,Monthly,Visa,Auto-renew,Regular,Clothing,Horror,Smartphone,3.9,7 +1706,Jason Hobbs,timothyday@example.com,timothyday,1992-06-29,Male,Tammymouth,2024-02-02,2025-02-01,Annual,Amex,Auto-renew,Frequent,Clothing,Romance,Tablet,3.8,6 +1707,Anna Miller,mirandamontgomery@example.org,mirandamontgomery,1964-06-02,Male,Amystad,2024-02-06,2025-02-05,Annual,Amex,Auto-renew,Regular,Books,Drama,Smart TV,4.0,3 +1708,Levi Wang,matthew20@example.org,matthew20,1973-06-26,Female,Ballardfurt,2024-01-09,2025-01-08,Annual,Amex,Manual,Occasional,Electronics,Documentary,Tablet,4.5,0 +1709,Michael Olsen,karabates@example.com,karabates,1964-04-22,Female,North Amyfurt,2024-02-27,2025-02-26,Monthly,Amex,Auto-renew,Occasional,Books,Action,Smart TV,3.5,3 +1710,Matthew Mack,meganbarrett@example.net,meganbarrett,1965-07-19,Male,Atkinsonview,2024-01-23,2025-01-22,Monthly,Visa,Manual,Occasional,Electronics,Drama,Smartphone,3.8,0 +1711,Tammy Berry,martinezjessica@example.com,martinezjessica,1951-11-24,Female,Brentchester,2024-01-05,2025-01-04,Annual,Mastercard,Manual,Occasional,Clothing,Documentary,Tablet,4.0,5 +1712,Christopher Foster,cortezjeffrey@example.net,cortezjeffrey,1946-05-12,Male,New Melanie,2024-03-16,2025-03-16,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Horror,Smart TV,3.0,1 +1713,Michelle Simpson,rhonda11@example.org,rhonda11,1987-10-22,Male,East Jennifer,2024-01-30,2025-01-29,Annual,Mastercard,Auto-renew,Occasional,Electronics,Documentary,Tablet,3.0,3 +1714,Darren Chambers,chad26@example.org,chad26,2004-07-17,Male,Mariaborough,2024-02-26,2025-02-25,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Comedy,Smartphone,3.6,1 +1715,Katherine Roberts,courtney23@example.net,courtney23,2003-01-09,Male,Thomashaven,2024-02-06,2025-02-05,Monthly,Visa,Manual,Frequent,Electronics,Horror,Smart TV,4.3,4 +1716,Suzanne Collins,hermanpatricia@example.org,hermanpatricia,1958-06-15,Female,South Suestad,2024-01-29,2025-01-28,Monthly,Visa,Auto-renew,Regular,Books,Romance,Smartphone,4.7,2 +1717,Steven Gonzalez,stran@example.com,stran,1938-04-17,Male,West Christopherborough,2024-03-18,2025-03-18,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smart TV,4.7,3 +1718,Brian Cohen,evanschristina@example.org,evanschristina,1996-07-05,Female,Lake Anita,2024-01-02,2025-01-01,Annual,Mastercard,Auto-renew,Frequent,Books,Romance,Smartphone,4.3,5 +1719,Stefanie Schmidt,hodgeadriana@example.org,hodgeadriana,1988-12-28,Male,Lake Christopherview,2024-02-03,2025-02-02,Annual,Amex,Manual,Regular,Books,Comedy,Smart TV,4.6,7 +1720,Abigail Boone,dsnyder@example.com,dsnyder,1981-03-09,Female,Gregmouth,2024-03-05,2025-03-05,Annual,Mastercard,Auto-renew,Frequent,Clothing,Drama,Tablet,3.7,1 +1721,Tara Fisher,wchavez@example.net,wchavez,1940-03-08,Male,Reynoldsburgh,2024-01-24,2025-01-23,Monthly,Amex,Manual,Frequent,Clothing,Action,Tablet,3.1,9 +1722,Richard Rodriguez,jameswillis@example.org,jameswillis,1973-08-12,Female,Jacksonberg,2024-01-05,2025-01-04,Annual,Amex,Manual,Occasional,Clothing,Drama,Smartphone,3.8,9 +1723,Matthew Rogers,emily33@example.com,emily33,1965-03-27,Female,South Cynthia,2024-02-03,2025-02-02,Monthly,Amex,Auto-renew,Occasional,Electronics,Romance,Tablet,3.8,0 +1724,Kathy Lara,clintonsmith@example.com,clintonsmith,1970-04-07,Female,North Bradley,2024-02-29,2025-02-28,Monthly,Amex,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.2,6 +1725,Darryl Pierce,david32@example.com,david32,1997-06-08,Male,Jeremyside,2024-01-19,2025-01-18,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Tablet,4.3,2 +1726,Brooke Robinson,kim99@example.net,kim99,1976-11-20,Female,East Davidchester,2024-02-05,2025-02-04,Annual,Visa,Auto-renew,Frequent,Clothing,Horror,Tablet,3.1,1 +1727,Richard Holt,maysshawn@example.com,maysshawn,1968-05-01,Female,Kellyhaven,2024-03-01,2025-03-01,Annual,Mastercard,Auto-renew,Occasional,Clothing,Drama,Smart TV,3.7,5 +1728,Richard Macias,gabrielsummers@example.net,gabrielsummers,1962-09-24,Male,Lunaberg,2024-04-07,2025-04-07,Monthly,Mastercard,Manual,Frequent,Clothing,Documentary,Smartphone,4.7,1 +1729,Bryce Garcia,fdaniel@example.org,fdaniel,1936-12-09,Male,Sullivanburgh,2024-04-08,2025-04-08,Annual,Visa,Manual,Regular,Clothing,Action,Smart TV,3.3,9 +1730,Elizabeth Wise,angelica53@example.com,angelica53,1992-10-04,Female,Lake Kenneth,2024-03-24,2025-03-24,Monthly,Amex,Manual,Occasional,Books,Documentary,Smartphone,3.7,1 +1731,Emily Trevino,davidsonbrenda@example.net,davidsonbrenda,1947-02-17,Female,Johnnymouth,2024-03-26,2025-03-26,Annual,Amex,Manual,Regular,Clothing,Comedy,Tablet,4.1,4 +1732,Robert Johnson,sara05@example.net,sara05,1944-04-07,Male,Prattchester,2024-02-13,2025-02-12,Annual,Visa,Manual,Regular,Clothing,Comedy,Smart TV,4.5,4 +1733,Cassie Nicholson,iwebster@example.org,iwebster,1978-04-27,Male,Port Williehaven,2024-02-03,2025-02-02,Monthly,Visa,Manual,Frequent,Electronics,Comedy,Smartphone,3.3,8 +1734,Christopher Chung,ycaldwell@example.org,ycaldwell,1984-04-17,Male,Saundersstad,2024-01-13,2025-01-12,Annual,Mastercard,Auto-renew,Frequent,Electronics,Comedy,Tablet,3.9,4 +1735,Alan Johnson,norriselizabeth@example.net,norriselizabeth,1970-03-12,Female,Lake Brandonberg,2024-03-01,2025-03-01,Annual,Visa,Manual,Occasional,Clothing,Romance,Smartphone,3.1,1 +1736,Nathan Reed,ruthlane@example.com,ruthlane,1969-07-04,Male,North Davidhaven,2024-03-10,2025-03-10,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Tablet,3.0,8 +1737,Nicholas Bass,xwhite@example.com,xwhite,1963-08-02,Male,Garyview,2024-01-13,2025-01-12,Monthly,Amex,Manual,Occasional,Clothing,Drama,Smartphone,4.1,1 +1738,Kimberly Underwood,ryan57@example.org,ryan57,1966-03-12,Female,New Virginiaview,2024-03-12,2025-03-12,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.0,8 +1739,Raymond Guerrero,anthony89@example.org,anthony89,1949-10-16,Male,Joshuaport,2024-01-21,2025-01-20,Annual,Visa,Auto-renew,Occasional,Electronics,Romance,Smartphone,4.6,9 +1740,Eugene Brown,nicoleholt@example.com,nicoleholt,1980-01-07,Male,Lake Heidiberg,2024-01-27,2025-01-26,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Tablet,3.1,6 +1741,Erin Nixon,blackwellbrian@example.net,blackwellbrian,2000-05-21,Male,Parkstad,2024-01-11,2025-01-10,Annual,Mastercard,Auto-renew,Frequent,Electronics,Horror,Smartphone,3.2,1 +1742,Ryan Wall,phillipsmichael@example.org,phillipsmichael,1964-03-10,Male,West Jeremy,2024-02-21,2025-02-20,Annual,Mastercard,Manual,Occasional,Clothing,Comedy,Smart TV,4.5,2 +1743,Steven Acosta,wesley01@example.org,wesley01,1979-07-12,Female,Brownbury,2024-03-29,2025-03-29,Annual,Visa,Manual,Occasional,Clothing,Romance,Tablet,4.2,1 +1744,Cory Wilkins,tcrane@example.org,tcrane,1935-08-04,Female,West Jamesfurt,2024-03-10,2025-03-10,Annual,Mastercard,Manual,Occasional,Clothing,Romance,Tablet,3.1,0 +1745,Jimmy Alvarez,brandonlewis@example.com,brandonlewis,1963-12-01,Female,Helenhaven,2024-04-14,2025-04-14,Monthly,Amex,Manual,Occasional,Electronics,Action,Smartphone,4.9,1 +1746,Connor Bailey,tburns@example.com,tburns,1994-07-07,Male,Levimouth,2024-02-16,2025-02-15,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smartphone,3.5,0 +1747,Kevin Jackson,jchavez@example.net,jchavez,1952-01-02,Male,North Tanyaborough,2024-03-21,2025-03-21,Annual,Visa,Manual,Frequent,Clothing,Sci-Fi,Smart TV,4.7,5 +1748,Angela French,lewisvickie@example.net,lewisvickie,1963-11-12,Male,Hawkinsside,2024-03-27,2025-03-27,Monthly,Mastercard,Manual,Regular,Electronics,Horror,Tablet,3.9,2 +1749,Julie Dixon,welchrandall@example.org,welchrandall,1949-11-02,Female,West Denise,2024-04-09,2025-04-09,Annual,Mastercard,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.9,1 +1750,Melissa Owens,vaughnvictoria@example.net,vaughnvictoria,2005-07-24,Female,Banksmouth,2024-03-11,2025-03-11,Annual,Amex,Auto-renew,Occasional,Clothing,Drama,Tablet,4.6,8 +1751,Jonathan Scott,tyler48@example.com,tyler48,1949-10-13,Female,West Anthony,2024-04-10,2025-04-10,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,3.8,10 +1752,Christina Richardson,cathyrose@example.net,cathyrose,2000-03-07,Male,Blackburnberg,2024-02-24,2025-02-23,Annual,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,3.9,4 +1753,Christopher Craig,ramirezsherry@example.org,ramirezsherry,1981-10-21,Male,Mcmillanburgh,2024-01-14,2025-01-13,Monthly,Mastercard,Manual,Frequent,Clothing,Comedy,Smartphone,4.7,6 +1754,Kyle Krause,donnaortiz@example.org,donnaortiz,1974-01-15,Female,Bellchester,2024-03-06,2025-03-06,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.3,3 +1755,Elizabeth Luna,chenry@example.com,chenry,1960-11-12,Male,South Laurahaven,2024-04-03,2025-04-03,Monthly,Mastercard,Manual,Frequent,Clothing,Romance,Smartphone,3.3,1 +1756,Amanda Hughes,timothycrosby@example.net,timothycrosby,1966-02-12,Female,Oliviastad,2024-03-20,2025-03-20,Annual,Amex,Auto-renew,Frequent,Electronics,Drama,Smart TV,3.2,9 +1757,Mark Hart,angelhenry@example.net,angelhenry,2002-03-14,Female,Stoneview,2024-02-21,2025-02-20,Annual,Visa,Manual,Regular,Books,Horror,Tablet,4.8,1 +1758,Justin Henry,thomas39@example.com,thomas39,1942-05-22,Male,South Paigefurt,2024-01-16,2025-01-15,Monthly,Amex,Auto-renew,Regular,Electronics,Drama,Smart TV,4.9,4 +1759,Lisa Jacobs,edwardjohnson@example.com,edwardjohnson,1957-02-08,Male,Port Taylorshire,2024-02-02,2025-02-01,Annual,Amex,Manual,Occasional,Electronics,Romance,Smart TV,4.2,1 +1760,Daniel Bradley,kathyjones@example.com,kathyjones,1987-11-07,Female,North Johnchester,2024-04-14,2025-04-14,Monthly,Visa,Manual,Occasional,Electronics,Sci-Fi,Smart TV,3.7,3 +1761,Michael Ross Jr.,urusso@example.com,urusso,1977-06-12,Male,Wigginsmouth,2024-04-09,2025-04-09,Annual,Visa,Manual,Frequent,Books,Documentary,Smart TV,3.9,7 +1762,Shelby Norris,markwelch@example.net,markwelch,1951-04-02,Female,Robertborough,2024-03-22,2025-03-22,Annual,Amex,Auto-renew,Frequent,Clothing,Drama,Smartphone,3.5,3 +1763,Meagan Brown,jessewilliams@example.org,jessewilliams,1935-11-05,Male,Christopherstad,2024-02-10,2025-02-09,Monthly,Visa,Auto-renew,Frequent,Books,Action,Smartphone,4.9,1 +1764,Julie Morgan,youngjason@example.org,youngjason,1941-10-31,Female,Michellemouth,2024-01-06,2025-01-05,Annual,Amex,Auto-renew,Occasional,Books,Documentary,Smart TV,3.0,8 +1765,Curtis Osborn,panderson@example.com,panderson,1992-10-12,Male,New Joshuatown,2024-01-28,2025-01-27,Annual,Amex,Auto-renew,Regular,Electronics,Drama,Smart TV,4.6,7 +1766,Christopher Clark,matthew55@example.com,matthew55,1999-07-30,Male,Ianburgh,2024-04-04,2025-04-04,Annual,Amex,Auto-renew,Frequent,Books,Romance,Smartphone,4.4,5 +1767,James Ferguson,michellesoto@example.net,michellesoto,1963-08-28,Female,East Tracy,2024-04-12,2025-04-12,Monthly,Visa,Auto-renew,Frequent,Electronics,Action,Smart TV,3.5,2 +1768,Sabrina Wilson,jonathan10@example.com,jonathan10,1980-08-22,Male,Lake Marc,2024-01-07,2025-01-06,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Smartphone,3.0,0 +1769,Gary Craig,ugomez@example.org,ugomez,1938-09-05,Female,Oliviaborough,2024-02-19,2025-02-18,Monthly,Mastercard,Auto-renew,Frequent,Books,Romance,Smartphone,3.1,1 +1770,Steven Austin,jeffrey38@example.net,jeffrey38,1945-06-30,Male,North Stephanie,2024-03-25,2025-03-25,Monthly,Amex,Manual,Occasional,Electronics,Action,Smartphone,3.8,3 +1771,Jennifer Haas,nathan58@example.org,nathan58,2002-08-01,Female,Mariaburgh,2024-01-07,2025-01-06,Monthly,Mastercard,Auto-renew,Regular,Electronics,Romance,Smartphone,3.5,9 +1772,Kimberly Reynolds,paul54@example.net,paul54,1960-05-19,Female,West Jacquelineview,2024-02-04,2025-02-03,Annual,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Tablet,4.3,0 +1773,Anthony Lee,pbrewer@example.net,pbrewer,1957-11-21,Female,North Stephen,2024-01-02,2025-01-01,Annual,Amex,Auto-renew,Occasional,Electronics,Horror,Smart TV,3.5,6 +1774,Heather Tanner,luisreid@example.org,luisreid,1940-03-07,Male,South Margaret,2024-03-06,2025-03-06,Monthly,Mastercard,Auto-renew,Regular,Books,Sci-Fi,Tablet,4.6,10 +1775,Michael Oconnor,jameswilliams@example.org,jameswilliams,1992-04-10,Male,Duranburgh,2024-04-04,2025-04-04,Monthly,Visa,Auto-renew,Frequent,Books,Romance,Smart TV,4.4,6 +1776,Randy Hunt,daltonpeterson@example.net,daltonpeterson,1949-12-18,Female,Dustinborough,2024-04-07,2025-04-07,Annual,Visa,Auto-renew,Frequent,Books,Horror,Smart TV,3.1,0 +1777,John Roach,kristenbuckley@example.net,kristenbuckley,1951-12-01,Male,Huertaport,2024-04-10,2025-04-10,Annual,Amex,Manual,Occasional,Clothing,Sci-Fi,Smart TV,3.1,7 +1778,Brian Miranda,nsantiago@example.net,nsantiago,1954-11-16,Male,Lake Shane,2024-03-26,2025-03-26,Annual,Visa,Manual,Regular,Books,Action,Tablet,4.7,4 +1779,Brian Garrett,vcobb@example.com,vcobb,2000-03-24,Female,North Samantha,2024-01-18,2025-01-17,Annual,Mastercard,Manual,Occasional,Books,Horror,Tablet,3.4,0 +1780,Alyssa Winters,tamara76@example.org,tamara76,1938-01-01,Male,East Jonathan,2024-03-28,2025-03-28,Monthly,Mastercard,Manual,Frequent,Electronics,Documentary,Smartphone,3.6,3 +1781,William Ortiz,kallen@example.net,kallen,1945-09-05,Female,Brownland,2024-01-26,2025-01-25,Annual,Amex,Manual,Occasional,Clothing,Documentary,Smartphone,4.2,1 +1782,Anthony Vaughn,johncarter@example.org,johncarter,1949-06-02,Male,Robertville,2024-04-03,2025-04-03,Monthly,Amex,Auto-renew,Frequent,Clothing,Drama,Tablet,3.8,1 +1783,Michael Robinson,barajasmichelle@example.net,barajasmichelle,1986-06-16,Male,Strongchester,2024-01-10,2025-01-09,Annual,Amex,Auto-renew,Regular,Clothing,Horror,Smartphone,4.9,6 +1784,Ronald Terry,whurley@example.com,whurley,1953-05-29,Male,North Danielle,2024-04-10,2025-04-10,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Smartphone,3.9,2 +1785,Jose Callahan,brian36@example.org,brian36,1970-03-11,Male,New Kristen,2024-01-22,2025-01-21,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,3.9,0 +1786,Don Stafford,ewright@example.com,ewright,1966-06-21,Female,East Wesley,2024-04-02,2025-04-02,Monthly,Mastercard,Auto-renew,Regular,Electronics,Documentary,Tablet,4.5,8 +1787,Kimberly Cooper,harrisashley@example.com,harrisashley,1979-11-25,Male,East Jamestown,2024-03-03,2025-03-03,Annual,Amex,Auto-renew,Frequent,Books,Drama,Smart TV,3.8,10 +1788,David Harris MD,gibsonjennifer@example.com,gibsonjennifer,1966-09-23,Male,West Daniel,2024-03-04,2025-03-04,Annual,Mastercard,Auto-renew,Occasional,Books,Horror,Smart TV,3.5,1 +1789,Alicia Porter,lynchcharles@example.net,lynchcharles,2002-01-19,Male,East Christopherberg,2024-02-20,2025-02-19,Annual,Visa,Manual,Regular,Electronics,Sci-Fi,Tablet,3.7,5 +1790,Jessica Woodard,hlarsen@example.net,hlarsen,1944-07-21,Female,Phillipshaven,2024-04-10,2025-04-10,Annual,Mastercard,Manual,Occasional,Clothing,Action,Smart TV,3.3,0 +1791,Mark Erickson,glang@example.org,glang,2002-08-01,Male,West Brittany,2024-01-29,2025-01-28,Monthly,Amex,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.9,8 +1792,Stanley Ramirez,bryandiaz@example.com,bryandiaz,1981-10-20,Female,Blackland,2024-03-15,2025-03-15,Annual,Amex,Auto-renew,Occasional,Clothing,Romance,Smartphone,3.8,7 +1793,Miguel Jones,williammitchell@example.org,williammitchell,1934-04-27,Male,Lake Tammy,2024-03-26,2025-03-26,Monthly,Amex,Manual,Regular,Clothing,Action,Tablet,3.1,0 +1794,Dr. Jordan Spence,sray@example.com,sray,1936-02-01,Female,Courtneyshire,2024-04-09,2025-04-09,Annual,Visa,Manual,Frequent,Clothing,Horror,Tablet,3.9,0 +1795,Megan Smith,diana31@example.org,diana31,1999-06-25,Female,Port Larryfort,2024-03-05,2025-03-05,Monthly,Mastercard,Auto-renew,Occasional,Books,Sci-Fi,Tablet,3.2,0 +1796,Christy Martinez,pmcpherson@example.org,pmcpherson,1964-01-15,Female,Ronaldberg,2024-01-18,2025-01-17,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,4.3,3 +1797,Cynthia Johnson,wilsonroy@example.org,wilsonroy,1936-04-25,Male,West Elizabethland,2024-03-29,2025-03-29,Monthly,Mastercard,Manual,Frequent,Books,Drama,Smart TV,3.2,8 +1798,Denise Estes,fmyers@example.net,fmyers,1955-07-06,Male,Aaronville,2024-03-24,2025-03-24,Annual,Amex,Manual,Frequent,Clothing,Romance,Tablet,3.1,10 +1799,Jenna Massey,josephmckay@example.org,josephmckay,1943-03-05,Female,Ianmouth,2024-03-18,2025-03-18,Annual,Visa,Manual,Regular,Electronics,Documentary,Smartphone,4.0,9 +1800,Erin Allen,james19@example.org,james19,1943-10-13,Female,West Ann,2024-01-27,2025-01-26,Annual,Visa,Auto-renew,Regular,Clothing,Documentary,Tablet,4.1,3 +1801,Cheryl Fox,brittany32@example.com,brittany32,1963-08-09,Male,South Shelia,2024-03-27,2025-03-27,Monthly,Mastercard,Manual,Frequent,Electronics,Horror,Smartphone,3.5,1 +1802,David Orozco,plin@example.com,plin,1998-07-27,Female,Mikemouth,2024-03-23,2025-03-23,Annual,Visa,Auto-renew,Occasional,Clothing,Romance,Tablet,3.1,1 +1803,Dylan Ryan,blankenshipdarren@example.net,blankenshipdarren,1985-04-05,Male,East Terryview,2024-01-09,2025-01-08,Annual,Visa,Manual,Frequent,Electronics,Romance,Smartphone,3.8,8 +1804,Christina Wells,brandyyoung@example.org,brandyyoung,1987-08-30,Female,Hernandezport,2024-03-04,2025-03-04,Monthly,Visa,Manual,Regular,Electronics,Comedy,Smart TV,4.2,3 +1805,Randy Hill,tonya13@example.net,tonya13,1972-08-02,Female,Gainesport,2024-01-31,2025-01-30,Monthly,Mastercard,Manual,Frequent,Books,Drama,Tablet,4.8,10 +1806,Zachary Vasquez,danielaguirre@example.org,danielaguirre,1936-10-24,Female,South Davidhaven,2024-01-19,2025-01-18,Monthly,Visa,Manual,Occasional,Electronics,Romance,Smart TV,3.9,0 +1807,Stephanie Wade,marymiller@example.com,marymiller,1943-10-30,Male,South Tracyside,2024-02-18,2025-02-17,Annual,Mastercard,Manual,Frequent,Electronics,Comedy,Smartphone,4.7,1 +1808,George Webster,marieterry@example.net,marieterry,1955-05-18,Female,North Davidtown,2024-03-30,2025-03-30,Monthly,Amex,Manual,Occasional,Books,Documentary,Tablet,3.8,4 +1809,Jeffrey Turner,stonemaria@example.com,stonemaria,1940-12-24,Female,New Jacobport,2024-04-11,2025-04-11,Monthly,Visa,Auto-renew,Regular,Electronics,Action,Smartphone,3.3,1 +1810,Jerry Wilson,jeffreyallen@example.org,jeffreyallen,1983-08-12,Female,Brendafort,2024-01-21,2025-01-20,Annual,Mastercard,Auto-renew,Regular,Clothing,Comedy,Smartphone,3.7,9 +1811,Virginia Owens,schwartzcharles@example.com,schwartzcharles,1933-10-07,Male,East Jessica,2024-04-01,2025-04-01,Annual,Amex,Manual,Frequent,Electronics,Comedy,Smart TV,4.5,4 +1812,Sarah Mcdowell,clarkmorgan@example.org,clarkmorgan,1947-09-05,Female,Lake Amanda,2024-03-10,2025-03-10,Annual,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Smart TV,3.1,10 +1813,Edward Harris,wilsonjacob@example.org,wilsonjacob,1961-10-21,Male,Cookview,2024-04-05,2025-04-05,Monthly,Visa,Manual,Frequent,Books,Romance,Smartphone,4.7,10 +1814,Richard Munoz,griffinkimberly@example.net,griffinkimberly,1944-07-27,Male,East Donna,2024-02-23,2025-02-22,Monthly,Amex,Auto-renew,Regular,Books,Drama,Smartphone,3.7,1 +1815,Jack Wong,karenwilliams@example.net,karenwilliams,1973-06-17,Male,Millermouth,2024-04-01,2025-04-01,Monthly,Visa,Manual,Frequent,Clothing,Documentary,Smartphone,4.1,7 +1816,Valerie Schneider,timothysingleton@example.net,timothysingleton,1937-03-09,Male,Knightborough,2024-03-03,2025-03-03,Annual,Amex,Manual,Regular,Clothing,Romance,Smart TV,4.4,2 +1817,Jo Smith,brittany77@example.net,brittany77,1992-11-02,Male,Mcdonaldville,2024-01-05,2025-01-04,Annual,Visa,Manual,Regular,Electronics,Action,Smartphone,3.2,1 +1818,Oscar Terrell,fordmonica@example.net,fordmonica,1943-05-22,Male,Benjamintown,2024-02-04,2025-02-03,Monthly,Amex,Auto-renew,Occasional,Books,Drama,Smart TV,3.4,2 +1819,John Green,willisderrick@example.org,willisderrick,1941-07-25,Male,Sanchezside,2024-03-26,2025-03-26,Monthly,Visa,Manual,Occasional,Electronics,Drama,Smartphone,4.1,5 +1820,Annette Green,schroederandrea@example.com,schroederandrea,1936-04-06,Female,East Tanya,2024-02-20,2025-02-19,Monthly,Mastercard,Auto-renew,Occasional,Books,Drama,Smart TV,4.2,3 +1821,James Avery,ydixon@example.org,ydixon,1971-07-21,Female,North Jay,2024-01-10,2025-01-09,Annual,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smart TV,3.8,6 +1822,Brandy Contreras,twhite@example.org,twhite,1986-01-25,Female,Frankburgh,2024-03-31,2025-03-31,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Smartphone,3.7,8 +1823,Gary Oliver,carol91@example.org,carol91,1943-02-05,Female,Lake Rachel,2024-04-09,2025-04-09,Monthly,Amex,Auto-renew,Occasional,Books,Documentary,Tablet,5.0,0 +1824,John Reed,john80@example.net,john80,1942-09-01,Male,North Amy,2024-02-04,2025-02-03,Monthly,Amex,Manual,Regular,Electronics,Romance,Smartphone,3.7,5 +1825,Amy Harris,manuel92@example.org,manuel92,1960-09-17,Male,Port Brad,2024-03-20,2025-03-20,Monthly,Amex,Manual,Regular,Books,Drama,Smart TV,4.3,2 +1826,William Warner,wreyes@example.net,wreyes,1937-06-09,Male,Port Colinchester,2024-04-07,2025-04-07,Annual,Amex,Manual,Occasional,Clothing,Sci-Fi,Smart TV,4.5,0 +1827,Steven Delgado,vanessakim@example.net,vanessakim,1975-10-03,Female,Myersbury,2024-02-14,2025-02-13,Monthly,Amex,Auto-renew,Regular,Clothing,Comedy,Tablet,4.8,7 +1828,Jane Smith,spenceravila@example.net,spenceravila,1933-09-21,Female,South William,2024-04-03,2025-04-03,Monthly,Visa,Auto-renew,Occasional,Electronics,Documentary,Smartphone,3.5,5 +1829,Michael Hampton,aatkinson@example.com,aatkinson,1965-11-19,Female,Lawrencehaven,2024-03-15,2025-03-15,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Smart TV,3.6,8 +1830,Joseph Brown,shortdavid@example.com,shortdavid,1967-05-07,Female,Williamsmouth,2024-04-14,2025-04-14,Annual,Amex,Auto-renew,Occasional,Books,Drama,Tablet,4.7,1 +1831,John Newman,katherine26@example.net,katherine26,1991-12-19,Male,West Jenniferport,2024-01-18,2025-01-17,Annual,Visa,Auto-renew,Regular,Books,Sci-Fi,Smartphone,3.4,6 +1832,Elizabeth Cantrell,josephlewis@example.net,josephlewis,1971-07-07,Male,East Valerieside,2024-04-01,2025-04-01,Monthly,Amex,Auto-renew,Regular,Books,Horror,Tablet,3.2,8 +1833,Brian Oliver,georgeandrea@example.org,georgeandrea,1939-08-08,Female,Teresamouth,2024-01-24,2025-01-23,Monthly,Mastercard,Manual,Regular,Books,Documentary,Smart TV,4.9,2 +1834,Jenna Chapman,ucervantes@example.com,ucervantes,1964-06-05,Male,Bellview,2024-04-10,2025-04-10,Annual,Visa,Manual,Frequent,Electronics,Comedy,Smartphone,4.1,3 +1835,Patricia Williams,allendenise@example.net,allendenise,1947-01-07,Male,Johnmouth,2024-04-05,2025-04-05,Monthly,Mastercard,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.6,3 +1836,James Davis,jessicafernandez@example.org,jessicafernandez,1940-06-26,Male,Benitezburgh,2024-02-21,2025-02-20,Annual,Mastercard,Manual,Frequent,Electronics,Drama,Smart TV,5.0,8 +1837,Michelle Ross,mgraham@example.org,mgraham,1999-09-18,Female,Robertfurt,2024-02-10,2025-02-09,Monthly,Mastercard,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,4.7,4 +1838,Ashley Walker,dennis87@example.com,dennis87,1999-06-11,Female,New Brandiberg,2024-04-12,2025-04-12,Annual,Mastercard,Manual,Occasional,Clothing,Documentary,Tablet,3.7,5 +1839,Kevin Miller,victoria68@example.net,victoria68,1972-10-09,Male,Port Elizabethside,2024-01-16,2025-01-15,Monthly,Mastercard,Manual,Regular,Books,Romance,Tablet,3.5,10 +1840,Tina Walsh,hawkinsedward@example.com,hawkinsedward,1967-09-03,Female,Moorestad,2024-02-20,2025-02-19,Monthly,Visa,Auto-renew,Frequent,Books,Documentary,Smartphone,4.6,7 +1841,Felicia Gonzales,robertlowery@example.net,robertlowery,1968-11-06,Female,New Nathanfurt,2024-01-02,2025-01-01,Monthly,Amex,Auto-renew,Occasional,Books,Sci-Fi,Tablet,3.2,9 +1842,Andrew Walker,kenneth89@example.org,kenneth89,2004-06-03,Male,East Meaganview,2024-03-28,2025-03-28,Annual,Mastercard,Manual,Frequent,Clothing,Drama,Tablet,4.6,10 +1843,Judy Hernandez,pcampos@example.net,pcampos,1943-09-10,Male,Lindsayburgh,2024-02-16,2025-02-15,Annual,Visa,Auto-renew,Occasional,Electronics,Comedy,Smartphone,3.8,1 +1844,Amanda Jefferson,hsimpson@example.org,hsimpson,1970-05-23,Female,Lake Leslie,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Frequent,Books,Sci-Fi,Tablet,4.3,10 +1845,Laura Garner,zgregory@example.com,zgregory,1971-01-09,Female,Meyerton,2024-02-26,2025-02-25,Annual,Mastercard,Manual,Occasional,Books,Documentary,Smartphone,4.3,10 +1846,Alexis Mueller,rebecca04@example.net,rebecca04,1964-10-12,Male,Webbville,2024-03-29,2025-03-29,Monthly,Visa,Manual,Regular,Clothing,Action,Tablet,4.2,9 +1847,Anthony Roberts,hsanchez@example.net,hsanchez,1970-09-10,Female,New Nathanfurt,2024-04-12,2025-04-12,Annual,Visa,Auto-renew,Regular,Clothing,Documentary,Smart TV,3.7,1 +1848,Lauren Holmes,jeannemccormick@example.org,jeannemccormick,1952-12-04,Male,Chadtown,2024-01-07,2025-01-06,Annual,Mastercard,Auto-renew,Frequent,Clothing,Action,Tablet,5.0,5 +1849,Cheyenne Johnson,riosolivia@example.net,riosolivia,1967-03-14,Female,South Josephfurt,2024-01-08,2025-01-07,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Smartphone,3.2,4 +1850,Steven Higgins,griffindiane@example.net,griffindiane,1982-01-28,Male,Kimville,2024-04-09,2025-04-09,Annual,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smart TV,3.2,7 +1851,Sabrina Wells,michelle05@example.com,michelle05,1949-11-11,Female,Jordanstad,2024-03-20,2025-03-20,Annual,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Tablet,5.0,0 +1852,Thomas Brooks,tonisaunders@example.com,tonisaunders,2004-11-15,Female,West Cheryl,2024-04-11,2025-04-11,Annual,Amex,Auto-renew,Occasional,Electronics,Comedy,Smartphone,4.8,9 +1853,Heather Munoz,vmedina@example.org,vmedina,1964-08-05,Female,South Maryborough,2024-02-01,2025-01-31,Monthly,Visa,Manual,Frequent,Clothing,Drama,Smartphone,3.9,10 +1854,Anthony Webb,gilbertchelsea@example.net,gilbertchelsea,1948-04-14,Male,North Warren,2024-01-04,2025-01-03,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Horror,Tablet,3.8,0 +1855,Cameron Watkins,oray@example.com,oray,1988-06-05,Male,Lake Kathrynport,2024-02-05,2025-02-04,Annual,Visa,Manual,Frequent,Clothing,Drama,Smartphone,4.4,9 +1856,Nathan Sullivan MD,ryan35@example.org,ryan35,1987-05-03,Male,Philiphaven,2024-03-31,2025-03-31,Annual,Amex,Auto-renew,Frequent,Electronics,Documentary,Smartphone,4.7,0 +1857,Elizabeth Garcia,nicholssean@example.org,nicholssean,1997-02-14,Male,Walshfort,2024-03-28,2025-03-28,Monthly,Mastercard,Auto-renew,Regular,Books,Horror,Smart TV,3.8,7 +1858,Steven Hoover,jacob74@example.com,jacob74,2004-05-23,Female,West Samanthastad,2024-02-23,2025-02-22,Monthly,Visa,Manual,Frequent,Books,Action,Smartphone,3.3,4 +1859,Nicholas Ortiz,mendezkathryn@example.com,mendezkathryn,1967-01-22,Female,Salinashaven,2024-01-27,2025-01-26,Annual,Visa,Auto-renew,Regular,Books,Drama,Smart TV,3.4,7 +1860,Michelle Costa,angelafisher@example.org,angelafisher,1978-04-16,Female,North Brianbury,2024-04-06,2025-04-06,Monthly,Visa,Auto-renew,Frequent,Books,Action,Smartphone,3.0,7 +1861,Dustin Gardner,steventran@example.com,steventran,1998-05-11,Male,Ryanmouth,2024-03-21,2025-03-21,Monthly,Visa,Manual,Frequent,Electronics,Action,Smart TV,4.7,3 +1862,Jacqueline Wright,millersteven@example.net,millersteven,1997-04-11,Male,Kennedyfurt,2024-04-03,2025-04-03,Annual,Mastercard,Manual,Frequent,Electronics,Action,Smart TV,4.3,10 +1863,Nicole Butler,edward48@example.net,edward48,1975-07-08,Female,Suttonfurt,2024-01-08,2025-01-07,Monthly,Amex,Manual,Frequent,Books,Action,Smart TV,3.0,5 +1864,Matthew Davidson,millertimothy@example.net,millertimothy,1982-07-27,Female,Port Jamesberg,2024-03-10,2025-03-10,Annual,Amex,Auto-renew,Frequent,Clothing,Comedy,Smartphone,3.9,1 +1865,Charles Morris,meyerdaniel@example.net,meyerdaniel,1950-05-24,Female,Jamesberg,2024-01-30,2025-01-29,Monthly,Visa,Auto-renew,Frequent,Electronics,Comedy,Tablet,4.1,1 +1866,James Clark,ktodd@example.org,ktodd,1961-09-01,Female,West Bethhaven,2024-02-18,2025-02-17,Annual,Mastercard,Auto-renew,Regular,Electronics,Comedy,Smartphone,4.6,0 +1867,Donna Jackson,chapmandonald@example.org,chapmandonald,1973-09-12,Female,Washingtonstad,2024-02-29,2025-02-28,Annual,Amex,Manual,Frequent,Books,Sci-Fi,Smartphone,4.6,5 +1868,James Lutz,callahanyolanda@example.org,callahanyolanda,1990-11-21,Female,New Ashley,2024-01-26,2025-01-25,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Tablet,4.3,5 +1869,Deborah Cardenas,markrodriguez@example.org,markrodriguez,1933-11-24,Female,Roachshire,2024-03-12,2025-03-12,Annual,Mastercard,Manual,Regular,Clothing,Drama,Smartphone,3.6,2 +1870,Heather Gonzalez,michael80@example.org,michael80,1986-02-26,Female,Port David,2024-01-31,2025-01-30,Monthly,Mastercard,Manual,Regular,Electronics,Drama,Smart TV,3.9,7 +1871,John Dunn,justin64@example.net,justin64,1982-02-18,Male,Davisport,2024-02-29,2025-02-28,Annual,Visa,Manual,Frequent,Clothing,Romance,Tablet,3.3,2 +1872,Megan Arias,laurie50@example.net,laurie50,1991-04-16,Male,New Kennethville,2024-02-27,2025-02-26,Annual,Amex,Auto-renew,Occasional,Books,Comedy,Smart TV,3.1,8 +1873,George Dean,wilsonjames@example.com,wilsonjames,1997-09-07,Male,Lake Courtneyville,2024-03-04,2025-03-04,Annual,Mastercard,Auto-renew,Occasional,Books,Action,Smart TV,4.1,10 +1874,Brian Rogers,cynthiawelch@example.net,cynthiawelch,1942-08-28,Male,Port Brandiport,2024-03-18,2025-03-18,Annual,Visa,Auto-renew,Occasional,Electronics,Action,Tablet,4.3,6 +1875,Travis Conrad,samueltownsend@example.com,samueltownsend,1944-12-18,Female,Angelaview,2024-03-10,2025-03-10,Monthly,Mastercard,Manual,Regular,Books,Drama,Smart TV,4.6,3 +1876,Sandra Larson,susanrojas@example.net,susanrojas,1998-09-12,Male,Johnbury,2024-02-25,2025-02-24,Annual,Mastercard,Manual,Occasional,Books,Comedy,Tablet,3.1,5 +1877,Julia Chambers,karenrodriguez@example.org,karenrodriguez,2003-06-21,Female,Garrettland,2024-01-01,2024-12-31,Annual,Visa,Manual,Frequent,Electronics,Action,Smart TV,4.3,2 +1878,Michael Harmon,waynepearson@example.net,waynepearson,1995-09-16,Female,Thompsonton,2024-03-11,2025-03-11,Monthly,Amex,Manual,Frequent,Clothing,Action,Smart TV,4.9,1 +1879,Brittany Atkins,wrice@example.net,wrice,1973-04-08,Male,Huntmouth,2024-04-05,2025-04-05,Monthly,Amex,Auto-renew,Occasional,Books,Drama,Tablet,3.3,5 +1880,Kyle Collins,christopher61@example.net,christopher61,1935-06-24,Male,West Molly,2024-04-10,2025-04-10,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Smartphone,3.9,5 +1881,Heather Green,vincentschultz@example.org,vincentschultz,1992-11-04,Female,South Kathleen,2024-03-27,2025-03-27,Annual,Amex,Manual,Frequent,Clothing,Horror,Smartphone,4.6,5 +1882,Dr. Eric Moore,john38@example.net,john38,1970-04-26,Male,West Destinymouth,2024-01-25,2025-01-24,Monthly,Mastercard,Auto-renew,Regular,Books,Romance,Smart TV,3.0,0 +1883,April Henderson,connor13@example.net,connor13,1949-03-17,Male,Johnborough,2024-03-19,2025-03-19,Annual,Visa,Auto-renew,Occasional,Electronics,Comedy,Smartphone,4.9,2 +1884,Daniel Long,meganking@example.org,meganking,1963-10-07,Female,North Tracy,2024-02-25,2025-02-24,Annual,Visa,Auto-renew,Frequent,Electronics,Sci-Fi,Tablet,4.7,3 +1885,Gary Grant,joemaxwell@example.net,joemaxwell,1947-02-25,Male,Lisafurt,2024-01-02,2025-01-01,Monthly,Amex,Manual,Regular,Books,Documentary,Tablet,4.3,9 +1886,Adam Miller,tduffy@example.net,tduffy,1973-12-28,Male,Lake Edwardmouth,2024-01-13,2025-01-12,Annual,Amex,Auto-renew,Frequent,Electronics,Action,Smartphone,4.0,6 +1887,Mary Jones,dford@example.com,dford,1951-06-11,Female,Kathyfurt,2024-02-25,2025-02-24,Annual,Amex,Manual,Occasional,Books,Action,Tablet,3.4,6 +1888,Tammy Chandler,thughes@example.com,thughes,1988-06-03,Female,Danielleburgh,2024-01-08,2025-01-07,Monthly,Visa,Manual,Regular,Electronics,Action,Tablet,3.4,7 +1889,Kaitlyn Harrison,jonesmichael@example.net,jonesmichael,1963-04-25,Male,Stewartberg,2024-01-20,2025-01-19,Annual,Amex,Auto-renew,Regular,Books,Horror,Smartphone,4.3,4 +1890,Elizabeth Strickland,trevor54@example.com,trevor54,1992-05-23,Female,Barkerchester,2024-03-12,2025-03-12,Annual,Visa,Auto-renew,Frequent,Electronics,Sci-Fi,Smart TV,3.3,8 +1891,Scott Morrison,jacqueline84@example.com,jacqueline84,2003-10-23,Male,Rothside,2024-02-27,2025-02-26,Annual,Amex,Auto-renew,Frequent,Electronics,Horror,Tablet,4.7,9 +1892,Julie Perry,fordjoseph@example.net,fordjoseph,1988-10-25,Male,South Melanie,2024-03-01,2025-03-01,Annual,Amex,Manual,Frequent,Clothing,Horror,Smartphone,4.1,1 +1893,Alexandra Barnes,alvaradojohn@example.org,alvaradojohn,1990-11-17,Female,Lisamouth,2024-02-23,2025-02-22,Annual,Visa,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.1,5 +1894,Caleb Hernandez,catherinewalker@example.org,catherinewalker,1957-03-28,Male,Port Katherineview,2024-01-17,2025-01-16,Monthly,Amex,Manual,Regular,Books,Documentary,Smart TV,4.3,2 +1895,Kimberly James,walterbenson@example.org,walterbenson,1937-08-28,Male,New Kathyton,2024-01-07,2025-01-06,Annual,Visa,Manual,Regular,Electronics,Documentary,Tablet,3.6,10 +1896,Jessica Wu,pottsfrances@example.net,pottsfrances,1938-11-08,Female,Shannonport,2024-03-26,2025-03-26,Annual,Visa,Auto-renew,Occasional,Clothing,Documentary,Tablet,3.9,8 +1897,Crystal Walker,waltersapril@example.net,waltersapril,1948-09-06,Male,Jamiestad,2024-01-07,2025-01-06,Monthly,Visa,Auto-renew,Regular,Electronics,Horror,Smart TV,3.8,1 +1898,Mary Martin,pwilliams@example.net,pwilliams,1963-07-21,Male,Lake Christopher,2024-01-31,2025-01-30,Annual,Mastercard,Auto-renew,Regular,Electronics,Romance,Smart TV,4.5,10 +1899,David Cook,nmartinez@example.net,nmartinez,1999-03-13,Male,North Natalie,2024-02-27,2025-02-26,Annual,Visa,Manual,Frequent,Books,Action,Smart TV,4.9,9 +1900,Sharon Jordan,john88@example.org,john88,1962-11-20,Female,Ericmouth,2024-04-08,2025-04-08,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Romance,Smartphone,4.7,10 +1901,Lori Garcia,guzmandaniel@example.com,guzmandaniel,1965-12-05,Male,Osbornebury,2024-01-17,2025-01-16,Monthly,Visa,Manual,Regular,Books,Documentary,Tablet,4.5,5 +1902,Joseph Cruz,lisadiaz@example.net,lisadiaz,1952-07-19,Male,Port Andrea,2024-01-07,2025-01-06,Annual,Visa,Auto-renew,Frequent,Books,Drama,Smartphone,3.5,10 +1903,Benjamin Jones,davisdominique@example.com,davisdominique,1985-08-01,Male,Port Kelly,2024-01-10,2025-01-09,Monthly,Mastercard,Manual,Regular,Clothing,Drama,Smart TV,4.7,9 +1904,Andrew Figueroa,turnernichole@example.net,turnernichole,1994-01-04,Male,South Austin,2024-03-12,2025-03-12,Annual,Amex,Auto-renew,Occasional,Books,Horror,Smartphone,5.0,4 +1905,Dylan Wright,brandonscott@example.com,brandonscott,1943-11-03,Male,Tannerton,2024-01-03,2025-01-02,Annual,Amex,Manual,Frequent,Clothing,Action,Smartphone,4.0,6 +1906,Virginia Little,hlong@example.org,hlong,1989-01-24,Male,North Biancamouth,2024-02-12,2025-02-11,Annual,Mastercard,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.9,8 +1907,Cheryl Juarez,nglover@example.net,nglover,1965-06-29,Female,Elizabethton,2024-01-30,2025-01-29,Monthly,Visa,Manual,Regular,Books,Comedy,Tablet,3.7,8 +1908,Richard Anderson,doristaylor@example.net,doristaylor,1994-07-25,Female,Bowenland,2024-04-07,2025-04-07,Monthly,Visa,Auto-renew,Regular,Books,Action,Smart TV,3.3,3 +1909,Laura Cortez,mercedes97@example.org,mercedes97,1989-03-28,Female,New Jefferyport,2024-02-13,2025-02-12,Monthly,Mastercard,Manual,Occasional,Electronics,Romance,Smart TV,3.6,1 +1910,Barbara Kaiser,tinalawrence@example.net,tinalawrence,1968-03-12,Male,Jordantown,2024-04-03,2025-04-03,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Smartphone,3.8,0 +1911,Ashley Griffith,wolfalejandro@example.org,wolfalejandro,1964-04-03,Male,Patrickbury,2024-01-26,2025-01-25,Annual,Visa,Manual,Frequent,Books,Action,Smartphone,4.3,7 +1912,Andrew Vasquez,austincrosby@example.net,austincrosby,2004-03-04,Male,Millerland,2024-01-01,2024-12-31,Annual,Amex,Manual,Occasional,Electronics,Comedy,Tablet,4.5,9 +1913,Thomas Salazar,tiffany45@example.com,tiffany45,1948-09-04,Male,Port Melissa,2024-02-19,2025-02-18,Annual,Mastercard,Manual,Occasional,Electronics,Comedy,Smartphone,4.5,0 +1914,Aaron Wilson,afisher@example.com,afisher,1984-09-25,Male,Jamesborough,2024-01-06,2025-01-05,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Tablet,4.1,3 +1915,Joseph Salazar,stacylopez@example.org,stacylopez,1956-10-18,Female,Port Theresaberg,2024-02-05,2025-02-04,Annual,Mastercard,Manual,Occasional,Electronics,Drama,Tablet,4.5,4 +1916,Jacob Figueroa,hmiller@example.com,hmiller,1986-08-05,Female,Nathanielhaven,2024-03-01,2025-03-01,Monthly,Visa,Manual,Regular,Books,Drama,Tablet,3.3,5 +1917,Angel Adams,shawfrederick@example.net,shawfrederick,1935-12-08,Female,North Ronald,2024-01-22,2025-01-21,Monthly,Amex,Manual,Occasional,Books,Action,Tablet,3.4,5 +1918,Tracy Mitchell,larry72@example.net,larry72,1949-04-30,Male,New Suzanneburgh,2024-01-28,2025-01-27,Annual,Amex,Manual,Regular,Clothing,Action,Smart TV,3.1,3 +1919,John Lawrence,jason25@example.net,jason25,1973-11-09,Male,Munozshire,2024-01-10,2025-01-09,Monthly,Visa,Auto-renew,Frequent,Books,Comedy,Smartphone,4.9,1 +1920,Desiree Phillips,jasongutierrez@example.com,jasongutierrez,1955-07-30,Female,North Mariestad,2024-03-10,2025-03-10,Monthly,Visa,Manual,Frequent,Clothing,Romance,Smartphone,3.9,6 +1921,Patricia Parker,paynebill@example.net,paynebill,1988-01-21,Male,Annafort,2024-03-06,2025-03-06,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smart TV,3.0,3 +1922,Danielle Mckenzie,silvashane@example.com,silvashane,1973-06-16,Female,Crawfordtown,2024-01-25,2025-01-24,Monthly,Mastercard,Auto-renew,Frequent,Books,Romance,Smart TV,3.6,10 +1923,John Dunn,richardsonmark@example.net,richardsonmark,2003-03-26,Female,Reedview,2024-03-16,2025-03-16,Monthly,Visa,Manual,Regular,Books,Comedy,Smart TV,3.2,0 +1924,Carol Graham,wturner@example.net,wturner,1942-02-16,Female,South Danielle,2024-04-09,2025-04-09,Monthly,Visa,Manual,Frequent,Clothing,Horror,Smart TV,4.7,6 +1925,Sydney Smith,ecoleman@example.net,ecoleman,2001-11-20,Female,Cooperton,2024-01-13,2025-01-12,Annual,Visa,Auto-renew,Frequent,Books,Romance,Tablet,3.5,2 +1926,Kathryn Kelly,nataliewatson@example.com,nataliewatson,1938-04-05,Female,New Wesley,2024-01-10,2025-01-09,Annual,Amex,Manual,Frequent,Books,Comedy,Tablet,5.0,3 +1927,Rebecca Sanchez,susan44@example.com,susan44,1974-11-08,Male,East Thomas,2024-01-20,2025-01-19,Monthly,Mastercard,Manual,Frequent,Electronics,Drama,Smart TV,3.5,8 +1928,Heather Jones,ryan53@example.com,ryan53,1939-03-19,Male,Port James,2024-03-23,2025-03-23,Monthly,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,3.3,2 +1929,Isaac Medina,john96@example.net,john96,1985-03-24,Male,Zacharyside,2024-01-23,2025-01-22,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Smartphone,4.5,7 +1930,Sean Jacobs,amanda73@example.net,amanda73,1996-01-18,Male,Claytonberg,2024-02-16,2025-02-15,Monthly,Visa,Manual,Occasional,Clothing,Comedy,Smartphone,4.1,3 +1931,Cassandra Rosario,jordangarner@example.net,jordangarner,2006-01-18,Male,Lake Christophermouth,2024-02-16,2025-02-15,Annual,Visa,Manual,Regular,Clothing,Romance,Smart TV,3.8,4 +1932,Katelyn Peterson,troy82@example.org,troy82,1942-07-15,Female,Carterbury,2024-03-01,2025-03-01,Monthly,Visa,Auto-renew,Regular,Books,Sci-Fi,Smartphone,3.9,8 +1933,Zachary Garcia,timothypowell@example.com,timothypowell,1973-10-07,Male,Kellyfurt,2024-02-05,2025-02-04,Annual,Amex,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.8,5 +1934,Anthony Chavez,martincharles@example.org,martincharles,1947-09-06,Male,Lake Chris,2024-02-22,2025-02-21,Annual,Visa,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.2,10 +1935,John Morris,maxwelljohn@example.com,maxwelljohn,1969-08-07,Male,New Rachelton,2024-02-02,2025-02-01,Annual,Mastercard,Auto-renew,Occasional,Clothing,Horror,Tablet,3.7,10 +1936,Sean Greene,woodschelsea@example.com,woodschelsea,1951-07-03,Male,South Staceyshire,2024-01-31,2025-01-30,Annual,Amex,Manual,Frequent,Electronics,Sci-Fi,Smartphone,3.1,8 +1937,Lisa Kennedy,robinyoung@example.com,robinyoung,1997-05-09,Male,Leonardfort,2024-04-11,2025-04-11,Annual,Visa,Auto-renew,Occasional,Clothing,Romance,Tablet,4.8,9 +1938,Stephen Andrews,gtyler@example.net,gtyler,1993-04-01,Female,Longmouth,2024-02-10,2025-02-09,Annual,Visa,Manual,Regular,Books,Romance,Smartphone,4.4,5 +1939,Nicholas Bell,bryanhunt@example.com,bryanhunt,1990-12-13,Female,East Jenniferberg,2024-03-24,2025-03-24,Annual,Amex,Auto-renew,Frequent,Books,Action,Smart TV,3.2,8 +1940,Joshua Garcia,steinjoseph@example.net,steinjoseph,1970-11-22,Male,Williamfurt,2024-03-28,2025-03-28,Annual,Mastercard,Manual,Regular,Books,Comedy,Smartphone,3.5,1 +1941,Chelsea Scott,cblair@example.com,cblair,1956-07-01,Male,Lake Mary,2024-02-28,2025-02-27,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Smart TV,3.9,3 +1942,Sean Thornton,greenjames@example.org,greenjames,1987-01-16,Male,West Kimton,2024-03-06,2025-03-06,Annual,Amex,Auto-renew,Frequent,Electronics,Horror,Smart TV,3.1,5 +1943,Kristen Mendoza,deansteven@example.com,deansteven,1987-03-10,Female,Port Tylerbury,2024-03-15,2025-03-15,Monthly,Mastercard,Manual,Regular,Books,Action,Tablet,3.4,6 +1944,Colton Gonzalez,sarahrivers@example.net,sarahrivers,1988-02-04,Male,South Andrew,2024-03-27,2025-03-27,Annual,Visa,Manual,Occasional,Books,Drama,Smartphone,3.2,1 +1945,Brittney Martinez,kennethclark@example.org,kennethclark,2003-11-05,Male,Victoriafurt,2024-01-15,2025-01-14,Annual,Amex,Auto-renew,Occasional,Clothing,Comedy,Smart TV,3.6,9 +1946,Willie Carr,uadams@example.org,uadams,1982-10-23,Male,Julieton,2024-02-23,2025-02-22,Monthly,Mastercard,Manual,Occasional,Electronics,Action,Smartphone,4.2,1 +1947,Steven Griffith,allencastillo@example.com,allencastillo,1999-04-01,Male,Reynoldsfort,2024-02-03,2025-02-02,Annual,Visa,Manual,Frequent,Electronics,Horror,Smartphone,4.8,7 +1948,Mary Clayton,christophersmith@example.net,christophersmith,1995-09-07,Female,Jennifershire,2024-04-08,2025-04-08,Annual,Visa,Manual,Occasional,Electronics,Drama,Smartphone,3.5,9 +1949,Rachel Golden,brittany52@example.com,brittany52,2004-03-05,Female,Stacyburgh,2024-02-24,2025-02-23,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Drama,Tablet,4.8,2 +1950,Cole Williams,lauren67@example.com,lauren67,1946-07-07,Male,Joseville,2024-02-10,2025-02-09,Monthly,Visa,Manual,Frequent,Clothing,Drama,Tablet,4.8,9 +1951,Jenny Jones,ryan52@example.net,ryan52,1946-09-05,Male,Nelsonview,2024-01-24,2025-01-23,Monthly,Amex,Manual,Frequent,Clothing,Comedy,Tablet,3.5,4 +1952,Mary Anderson,timothyyoung@example.net,timothyyoung,1996-12-28,Male,Hernandezchester,2024-04-12,2025-04-12,Annual,Visa,Auto-renew,Frequent,Clothing,Drama,Smart TV,4.2,10 +1953,Jennifer Anderson,travistran@example.com,travistran,1946-02-27,Female,North Carmenberg,2024-02-13,2025-02-12,Annual,Visa,Manual,Regular,Books,Horror,Tablet,4.6,5 +1954,Briana Howard,john01@example.org,john01,1943-10-01,Male,South Lindsey,2024-02-29,2025-02-28,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smartphone,3.1,2 +1955,Mr. Joshua Ortega,margaret72@example.org,margaret72,1980-06-28,Male,Port Ralphstad,2024-04-11,2025-04-11,Annual,Mastercard,Manual,Occasional,Electronics,Documentary,Smartphone,4.6,5 +1956,Kaitlyn Garcia,thomas92@example.com,thomas92,1986-06-24,Female,Stephenborough,2024-03-31,2025-03-31,Annual,Visa,Auto-renew,Occasional,Clothing,Romance,Smartphone,4.7,0 +1957,Thomas Campbell,emilybrooks@example.org,emilybrooks,1962-03-18,Male,Reedbury,2024-03-08,2025-03-08,Annual,Mastercard,Auto-renew,Frequent,Clothing,Horror,Tablet,3.3,2 +1958,Todd Thomas,david13@example.org,david13,2001-07-15,Male,Mcmillanview,2024-03-30,2025-03-30,Annual,Visa,Auto-renew,Occasional,Electronics,Documentary,Tablet,3.3,9 +1959,Roberto Ware,fbrown@example.net,fbrown,2001-09-18,Female,South Suzanne,2024-04-11,2025-04-11,Annual,Mastercard,Auto-renew,Regular,Electronics,Romance,Smartphone,4.5,4 +1960,Kimberly Nunez,mrichards@example.com,mrichards,1956-12-28,Female,Carlaville,2024-04-03,2025-04-03,Monthly,Amex,Manual,Occasional,Books,Sci-Fi,Smartphone,4.4,10 +1961,Jennifer Soto,hardingashley@example.net,hardingashley,1962-08-08,Male,New Jameshaven,2024-02-29,2025-02-28,Annual,Amex,Auto-renew,Occasional,Clothing,Sci-Fi,Smartphone,3.9,9 +1962,Dr. Michelle Hardy DDS,manuel81@example.com,manuel81,1986-02-11,Female,Shelbyfurt,2024-01-03,2025-01-02,Annual,Mastercard,Manual,Frequent,Clothing,Comedy,Tablet,3.4,6 +1963,Tami Boyd,leah39@example.org,leah39,1955-05-06,Male,New Reginaldtown,2024-02-21,2025-02-20,Annual,Mastercard,Manual,Occasional,Clothing,Drama,Smart TV,4.3,7 +1964,Katelyn Baldwin,johnsonryan@example.org,johnsonryan,1983-02-20,Female,Moorestad,2024-01-31,2025-01-30,Monthly,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Tablet,4.8,1 +1965,Connie Williams PhD,carrmichael@example.org,carrmichael,1962-03-06,Female,Adamland,2024-01-13,2025-01-12,Monthly,Visa,Manual,Regular,Books,Action,Smartphone,3.8,6 +1966,Julie Hester,fitzgeraldadrian@example.org,fitzgeraldadrian,1967-07-16,Male,Sanchezland,2024-03-11,2025-03-11,Monthly,Mastercard,Manual,Occasional,Books,Drama,Smart TV,4.9,0 +1967,Madison Cunningham,ntran@example.com,ntran,1962-02-03,Female,Pottsview,2024-03-06,2025-03-06,Annual,Visa,Auto-renew,Frequent,Electronics,Horror,Smartphone,3.6,7 +1968,Gail Smith,nfleming@example.org,nfleming,1952-02-06,Male,Mistyburgh,2024-01-21,2025-01-20,Monthly,Mastercard,Auto-renew,Regular,Clothing,Drama,Smart TV,4.2,8 +1969,Melanie Ellis,uwashington@example.com,uwashington,1995-02-27,Female,Port Robertside,2024-04-04,2025-04-04,Annual,Mastercard,Manual,Occasional,Clothing,Drama,Tablet,3.8,9 +1970,Sue Lewis,pmartinez@example.net,pmartinez,1998-08-21,Female,Christinemouth,2024-01-29,2025-01-28,Monthly,Amex,Auto-renew,Frequent,Electronics,Action,Tablet,3.4,7 +1971,Jennifer Mccormick,pittmancynthia@example.org,pittmancynthia,1977-04-11,Female,Sullivanview,2024-01-28,2025-01-27,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Smart TV,4.3,8 +1972,Ryan Noble,angelalambert@example.net,angelalambert,1935-03-05,Male,Leahberg,2024-04-02,2025-04-02,Monthly,Amex,Manual,Occasional,Clothing,Horror,Smartphone,3.6,0 +1973,Christopher Rodriguez,juansimpson@example.org,juansimpson,1972-06-07,Male,Lisaland,2024-04-07,2025-04-07,Monthly,Mastercard,Auto-renew,Frequent,Books,Drama,Smart TV,3.2,10 +1974,Miss Ann Hubbard PhD,michael97@example.net,michael97,2005-07-06,Male,Johnburgh,2024-02-21,2025-02-20,Annual,Mastercard,Auto-renew,Frequent,Books,Romance,Smartphone,4.2,5 +1975,Ronald Ramsey,vweber@example.org,vweber,1938-04-30,Male,Victorport,2024-01-14,2025-01-13,Annual,Mastercard,Auto-renew,Regular,Electronics,Documentary,Tablet,3.2,2 +1976,Nicholas Roberts,uallen@example.com,uallen,1958-08-03,Female,New Michael,2024-01-19,2025-01-18,Monthly,Mastercard,Manual,Frequent,Clothing,Romance,Smartphone,4.6,3 +1977,Mary Patterson,xfleming@example.net,xfleming,1986-10-29,Male,New Caitlynland,2024-03-20,2025-03-20,Annual,Mastercard,Auto-renew,Frequent,Clothing,Horror,Tablet,3.1,8 +1978,Monica Nelson,brandon65@example.net,brandon65,1948-03-27,Male,Richardfurt,2024-01-12,2025-01-11,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Smartphone,4.6,4 +1979,Eric Thomas,wellsdiana@example.net,wellsdiana,1962-08-22,Male,South Petershire,2024-03-12,2025-03-12,Monthly,Visa,Manual,Frequent,Clothing,Horror,Smartphone,3.0,8 +1980,James Horn,ortegaandrew@example.net,ortegaandrew,1964-10-30,Male,Fergusonland,2024-01-25,2025-01-24,Annual,Mastercard,Manual,Occasional,Clothing,Drama,Smart TV,4.1,3 +1981,Maria Townsend,jacqueline83@example.org,jacqueline83,1989-10-19,Female,Johnhaven,2024-01-20,2025-01-19,Monthly,Amex,Manual,Frequent,Electronics,Drama,Smartphone,3.5,9 +1982,Natalie Perez,rrobinson@example.net,rrobinson,1950-04-09,Male,Stephanieview,2024-04-13,2025-04-13,Annual,Visa,Manual,Occasional,Clothing,Sci-Fi,Tablet,3.9,2 +1983,Daniel Hale,caroline44@example.com,caroline44,2005-03-11,Female,Port Paulland,2024-02-10,2025-02-09,Monthly,Mastercard,Manual,Regular,Books,Sci-Fi,Smartphone,3.4,2 +1984,Randall Cole,jameslaura@example.org,jameslaura,1944-06-28,Female,Port Ryanmouth,2024-02-27,2025-02-26,Annual,Amex,Auto-renew,Regular,Books,Romance,Smartphone,4.2,2 +1985,Walter Chang,meagan81@example.net,meagan81,1997-10-13,Female,Port Daniel,2024-04-08,2025-04-08,Monthly,Amex,Auto-renew,Frequent,Electronics,Sci-Fi,Tablet,4.6,7 +1986,Mr. Charles Evans,allenrobert@example.org,allenrobert,1955-01-10,Male,Bradleyland,2024-02-06,2025-02-05,Annual,Mastercard,Auto-renew,Occasional,Clothing,Drama,Smartphone,4.9,2 +1987,Beverly Fitzgerald,annhenderson@example.net,annhenderson,1945-08-29,Female,Wigginsmouth,2024-02-06,2025-02-05,Monthly,Mastercard,Manual,Occasional,Books,Documentary,Smart TV,3.8,8 +1988,Wayne Randolph,scott11@example.com,scott11,1971-09-07,Male,East Saraland,2024-02-10,2025-02-09,Monthly,Amex,Auto-renew,Regular,Electronics,Drama,Smart TV,4.8,1 +1989,Dr. Jeffrey Villegas DDS,douglasstephens@example.org,douglasstephens,1989-09-25,Male,Guerrerochester,2024-03-06,2025-03-06,Annual,Amex,Auto-renew,Frequent,Electronics,Horror,Smart TV,4.1,6 +1990,Kevin Crawford,vlogan@example.net,vlogan,1980-09-26,Female,Scotttown,2024-01-11,2025-01-10,Monthly,Mastercard,Manual,Regular,Books,Drama,Tablet,3.7,3 +1991,John Hicks,elizabethjohnson@example.com,elizabethjohnson,1961-04-03,Female,North Lisaville,2024-02-09,2025-02-08,Monthly,Mastercard,Manual,Occasional,Electronics,Drama,Smartphone,4.9,2 +1992,Helen Lee,sototyler@example.net,sototyler,1992-01-30,Female,Haileyton,2024-02-21,2025-02-20,Annual,Mastercard,Manual,Frequent,Electronics,Action,Tablet,4.4,6 +1993,Selena Stein,sthompson@example.org,sthompson,1957-11-08,Female,Jameshaven,2024-04-08,2025-04-08,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Tablet,4.8,10 +1994,Jason Stone,paceandrew@example.com,paceandrew,1957-02-27,Male,Harrisburgh,2024-01-21,2025-01-20,Annual,Mastercard,Auto-renew,Occasional,Books,Horror,Tablet,4.1,8 +1995,Adam Mendoza,anthony42@example.org,anthony42,1988-08-25,Male,North Aprilfurt,2024-04-05,2025-04-05,Annual,Visa,Manual,Regular,Electronics,Documentary,Smartphone,4.3,10 +1996,Briana Morton,williammoore@example.net,williammoore,1999-02-18,Female,Davisborough,2024-02-14,2025-02-13,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Tablet,4.7,0 +1997,Cynthia Carter,mwilson@example.net,mwilson,1992-11-15,Female,Johnstonland,2024-03-01,2025-03-01,Monthly,Visa,Auto-renew,Occasional,Clothing,Sci-Fi,Smart TV,3.7,5 +1998,Tracy Rhodes,qdominguez@example.com,qdominguez,2006-01-17,Male,Colechester,2024-01-17,2025-01-16,Monthly,Mastercard,Manual,Occasional,Clothing,Sci-Fi,Tablet,3.2,4 +1999,Glenn Wood,hendersonthomas@example.com,hendersonthomas,1933-12-24,Male,Lake Melissa,2024-02-06,2025-02-05,Monthly,Visa,Auto-renew,Occasional,Books,Comedy,Smart TV,3.8,2 +2000,Jeremy Brown,yalvarez@example.net,yalvarez,1974-11-19,Male,North Meghan,2024-01-03,2025-01-02,Monthly,Visa,Manual,Occasional,Clothing,Comedy,Smart TV,3.6,6 +2001,Samantha Dodson,lori73@example.com,lori73,1969-05-23,Male,Lawsontown,2024-02-09,2025-02-08,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Smartphone,4.1,6 +2002,Jaime Hansen,franciscaldwell@example.net,franciscaldwell,1970-08-26,Female,Liview,2024-02-02,2025-02-01,Annual,Visa,Manual,Regular,Electronics,Documentary,Smart TV,3.6,7 +2003,Megan Adams,gibsoneric@example.net,gibsoneric,1959-01-05,Male,Jenniferhaven,2024-02-29,2025-02-28,Monthly,Mastercard,Manual,Regular,Books,Action,Smartphone,4.2,2 +2004,Veronica Alexander DDS,miranda36@example.net,miranda36,1967-07-16,Female,West Melissa,2024-01-12,2025-01-11,Annual,Amex,Auto-renew,Occasional,Electronics,Horror,Tablet,4.2,7 +2005,Pedro Contreras,samantha69@example.com,samantha69,1933-05-16,Female,North David,2024-03-08,2025-03-08,Monthly,Visa,Auto-renew,Regular,Electronics,Action,Tablet,3.6,7 +2006,Mia Woodard,kristingonzalez@example.org,kristingonzalez,2001-01-11,Female,Josemouth,2024-03-06,2025-03-06,Annual,Mastercard,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.9,2 +2007,Kelly Walters,gpierce@example.net,gpierce,1993-12-18,Male,Griffithchester,2024-04-02,2025-04-02,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Action,Smartphone,5.0,8 +2008,Dawn Cunningham,smithdavid@example.net,smithdavid,1983-07-28,Female,Port Matthew,2024-01-08,2025-01-07,Monthly,Mastercard,Manual,Frequent,Electronics,Romance,Smartphone,3.5,3 +2009,David Mitchell,hmurphy@example.org,hmurphy,1986-06-19,Female,East Jamesfurt,2024-02-19,2025-02-18,Monthly,Amex,Auto-renew,Regular,Clothing,Sci-Fi,Tablet,4.7,6 +2010,Sandra Torres,ymorris@example.org,ymorris,1964-03-28,Female,Port Jeremy,2024-03-18,2025-03-18,Monthly,Visa,Auto-renew,Frequent,Electronics,Drama,Smartphone,3.7,10 +2011,Lindsay Walsh,brittanywilliams@example.com,brittanywilliams,1938-02-26,Female,Jonesmouth,2024-02-12,2025-02-11,Monthly,Mastercard,Auto-renew,Regular,Electronics,Horror,Tablet,5.0,3 +2012,Sergio Wise,tberry@example.net,tberry,1945-07-07,Female,Richardville,2024-04-11,2025-04-11,Annual,Mastercard,Manual,Occasional,Books,Sci-Fi,Smartphone,3.1,10 +2013,Justin Meyer,jessicamyers@example.net,jessicamyers,1953-12-27,Female,East Haroldville,2024-01-09,2025-01-08,Monthly,Visa,Auto-renew,Frequent,Clothing,Comedy,Smart TV,4.7,5 +2014,Heidi Roberts,russokim@example.net,russokim,1942-03-27,Male,East Cynthia,2024-04-02,2025-04-02,Annual,Visa,Manual,Regular,Electronics,Drama,Smartphone,3.3,9 +2015,Katie Turner,kendrabrown@example.org,kendrabrown,1967-03-10,Female,Lake Vanessa,2024-02-27,2025-02-26,Monthly,Amex,Manual,Frequent,Clothing,Horror,Smartphone,3.3,1 +2016,Kathleen Cook,conwaybrandon@example.org,conwaybrandon,1980-05-01,Male,West Kathymouth,2024-04-03,2025-04-03,Annual,Amex,Manual,Occasional,Clothing,Horror,Smart TV,3.5,2 +2017,Connie Moore,jessicajimenez@example.com,jessicajimenez,1974-08-04,Female,North Sharon,2024-01-29,2025-01-28,Annual,Amex,Auto-renew,Occasional,Books,Drama,Smart TV,4.5,10 +2018,Julia Jensen,johncruz@example.com,johncruz,1957-11-17,Male,Collinsside,2024-04-05,2025-04-05,Monthly,Amex,Manual,Occasional,Electronics,Drama,Tablet,4.7,3 +2019,Joanna Rogers MD,timothyalvarado@example.org,timothyalvarado,1944-05-11,Male,Wardtown,2024-02-26,2025-02-25,Annual,Visa,Manual,Frequent,Clothing,Action,Smartphone,3.1,4 +2020,Jeremy Gonzalez,marvinberg@example.net,marvinberg,1972-12-27,Male,Nicholasmouth,2024-02-10,2025-02-09,Annual,Visa,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.4,8 +2021,Charles Jones,yreid@example.net,yreid,1996-06-04,Male,Lake Brianna,2024-04-06,2025-04-06,Annual,Amex,Manual,Occasional,Electronics,Drama,Tablet,4.1,10 +2022,Kevin Torres,xhorton@example.org,xhorton,1996-08-19,Female,Williamsonborough,2024-02-22,2025-02-21,Monthly,Amex,Auto-renew,Regular,Books,Action,Tablet,3.4,7 +2023,Ronald Adams,jennifer09@example.com,jennifer09,1973-05-09,Male,Burkeside,2024-03-13,2025-03-13,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smart TV,4.4,5 +2024,Janet Bell,audreyhayes@example.com,audreyhayes,1994-04-01,Female,Lake Kellyport,2024-01-23,2025-01-22,Monthly,Visa,Auto-renew,Frequent,Clothing,Action,Smart TV,4.5,1 +2025,Elizabeth Mcgrath,mendezscott@example.net,mendezscott,1996-05-20,Male,South Sharonport,2024-01-24,2025-01-23,Annual,Visa,Manual,Frequent,Books,Action,Tablet,4.7,1 +2026,Nicole Massey,yross@example.com,yross,1977-10-20,Female,Justinshire,2024-03-26,2025-03-26,Monthly,Visa,Auto-renew,Regular,Electronics,Drama,Smart TV,4.1,4 +2027,Christian Martinez,albertmercado@example.net,albertmercado,1979-06-03,Female,Longbury,2024-02-08,2025-02-07,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smart TV,4.9,5 +2028,Joshua Pearson,ftrujillo@example.net,ftrujillo,1964-04-25,Male,East Adamstad,2024-03-31,2025-03-31,Annual,Visa,Manual,Occasional,Electronics,Action,Smart TV,5.0,4 +2029,Mrs. Christina Li,travis92@example.net,travis92,1965-10-20,Male,Lake Nicoleton,2024-02-12,2025-02-11,Monthly,Visa,Auto-renew,Occasional,Electronics,Drama,Smartphone,4.6,10 +2030,William Frank,turnermary@example.org,turnermary,1945-07-13,Male,Johnchester,2024-02-10,2025-02-09,Annual,Amex,Manual,Regular,Clothing,Action,Smart TV,4.1,0 +2031,Leonard Pham,danielmelissa@example.net,danielmelissa,1961-10-11,Female,Johnville,2024-03-03,2025-03-03,Annual,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Tablet,4.2,10 +2032,Mrs. Amy Dunn,rhonda89@example.net,rhonda89,1943-07-14,Male,Coopermouth,2024-01-10,2025-01-09,Annual,Mastercard,Manual,Regular,Books,Romance,Smart TV,4.9,1 +2033,Barry Harrell,zwalker@example.com,zwalker,1987-12-31,Female,Maryberg,2024-04-01,2025-04-01,Annual,Mastercard,Manual,Regular,Clothing,Comedy,Smartphone,3.5,2 +2034,Larry Molina,alyssagilbert@example.net,alyssagilbert,1966-11-15,Female,West Sheilaborough,2024-02-21,2025-02-20,Annual,Visa,Manual,Occasional,Books,Comedy,Smartphone,3.3,8 +2035,Michael Rubio,carolynpace@example.com,carolynpace,1962-07-10,Male,Barnesport,2024-03-22,2025-03-22,Annual,Mastercard,Auto-renew,Regular,Books,Romance,Smart TV,4.0,10 +2036,Steven Booker,jessica55@example.com,jessica55,1989-11-08,Male,Port Jean,2024-02-12,2025-02-11,Monthly,Mastercard,Manual,Frequent,Clothing,Romance,Smart TV,4.7,8 +2037,Andrew Graham,vwhite@example.org,vwhite,2004-02-21,Male,Trujillomouth,2024-03-05,2025-03-05,Annual,Mastercard,Manual,Occasional,Books,Horror,Smart TV,3.0,7 +2038,Timothy Willis,emilygarza@example.net,emilygarza,1941-12-02,Female,Jenniferchester,2024-03-26,2025-03-26,Monthly,Amex,Auto-renew,Occasional,Electronics,Horror,Smartphone,3.1,1 +2039,Elizabeth Morris,kayla09@example.org,kayla09,1999-09-18,Female,New Alicialand,2024-02-25,2025-02-24,Monthly,Visa,Manual,Frequent,Clothing,Drama,Tablet,4.0,0 +2040,Mary Martinez,ashleyrussell@example.com,ashleyrussell,1959-12-02,Female,North Matthew,2024-03-19,2025-03-19,Annual,Visa,Manual,Frequent,Electronics,Comedy,Tablet,3.3,9 +2041,Stanley Pierce,daniel30@example.net,daniel30,1952-07-17,Female,Fuenteston,2024-03-31,2025-03-31,Annual,Visa,Manual,Occasional,Electronics,Comedy,Tablet,3.6,10 +2042,Charlotte Montoya,wallaceerin@example.org,wallaceerin,1957-10-18,Female,Brettfurt,2024-01-21,2025-01-20,Monthly,Amex,Auto-renew,Occasional,Electronics,Comedy,Smartphone,4.7,4 +2043,Justin Chavez,loritucker@example.com,loritucker,1934-12-13,Male,North Kari,2024-01-20,2025-01-19,Monthly,Mastercard,Manual,Regular,Electronics,Sci-Fi,Smartphone,4.8,3 +2044,Mark Cole,mark66@example.com,mark66,1950-12-04,Female,East Andre,2024-04-11,2025-04-11,Annual,Visa,Manual,Regular,Books,Sci-Fi,Smartphone,3.0,10 +2045,Vanessa Anderson,zachary12@example.com,zachary12,1989-05-16,Female,Port Jasonshire,2024-04-06,2025-04-06,Annual,Mastercard,Manual,Occasional,Clothing,Romance,Smartphone,4.4,1 +2046,Kimberly Johnson,jessica97@example.com,jessica97,1956-08-23,Female,New Matthewbury,2024-01-24,2025-01-23,Monthly,Visa,Manual,Regular,Books,Sci-Fi,Smart TV,3.0,2 +2047,Ethan Gray,bowerssavannah@example.net,bowerssavannah,1950-08-22,Male,East Jamesland,2024-03-14,2025-03-14,Annual,Visa,Manual,Frequent,Clothing,Romance,Smart TV,3.9,6 +2048,Robert Anderson,justinherman@example.net,justinherman,1961-01-26,Male,New Meganshire,2024-03-15,2025-03-15,Annual,Amex,Manual,Frequent,Clothing,Romance,Smart TV,4.4,9 +2049,Paige Carey,lsanders@example.org,lsanders,1954-11-01,Male,Camachoberg,2024-02-24,2025-02-23,Monthly,Mastercard,Manual,Frequent,Clothing,Romance,Smartphone,3.2,3 +2050,Sonia Taylor,khull@example.net,khull,1933-06-07,Female,Lake Danielle,2024-03-23,2025-03-23,Annual,Mastercard,Manual,Frequent,Electronics,Action,Tablet,4.7,6 +2051,Sean Smith,laura61@example.net,laura61,1998-06-27,Male,Hartmanberg,2024-01-27,2025-01-26,Monthly,Mastercard,Manual,Regular,Clothing,Horror,Smart TV,4.1,0 +2052,Matthew Rodriguez,rarnold@example.com,rarnold,1987-05-13,Female,Lake Justinchester,2024-02-08,2025-02-07,Annual,Mastercard,Manual,Occasional,Electronics,Comedy,Tablet,3.9,1 +2053,Caleb Hill MD,stephanie06@example.net,stephanie06,1987-03-28,Female,South Rebecca,2024-03-08,2025-03-08,Monthly,Mastercard,Manual,Frequent,Electronics,Comedy,Tablet,4.2,1 +2054,Adrian Franco,morrislindsey@example.net,morrislindsey,1985-04-25,Male,Aaronton,2024-04-14,2025-04-14,Monthly,Amex,Auto-renew,Regular,Clothing,Horror,Tablet,3.5,10 +2055,Katelyn Kennedy,mark98@example.net,mark98,1961-05-24,Male,North Seanton,2024-03-30,2025-03-30,Annual,Visa,Auto-renew,Frequent,Electronics,Horror,Tablet,4.5,10 +2056,Victoria Ayala,tracy33@example.com,tracy33,1941-07-18,Male,Angelicamouth,2024-03-26,2025-03-26,Annual,Mastercard,Manual,Occasional,Books,Romance,Smartphone,4.3,10 +2057,John Greene,kcarey@example.com,kcarey,2002-06-14,Male,West Andreabury,2024-02-24,2025-02-23,Annual,Visa,Manual,Frequent,Electronics,Drama,Smart TV,4.1,7 +2058,Stephanie Ochoa,kathryn33@example.com,kathryn33,1958-04-27,Male,Port Lindsayhaven,2024-02-22,2025-02-21,Monthly,Visa,Manual,Regular,Books,Documentary,Tablet,5.0,4 +2059,Nicholas Howard,dylan29@example.net,dylan29,2005-08-30,Male,West Bryan,2024-01-08,2025-01-07,Monthly,Mastercard,Manual,Frequent,Books,Romance,Smart TV,3.7,7 +2060,Elizabeth Barnett,panderson@example.net,panderson,1981-11-20,Male,East Christopherburgh,2024-03-06,2025-03-06,Annual,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smartphone,4.8,5 +2061,John Aguilar,jacobjackson@example.net,jacobjackson,1976-02-05,Female,Bernardshire,2024-03-17,2025-03-17,Monthly,Mastercard,Auto-renew,Regular,Books,Documentary,Tablet,4.6,5 +2062,Jodi Smith,hensonjerry@example.com,hensonjerry,1953-04-23,Female,East Rachel,2024-03-22,2025-03-22,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smartphone,4.3,2 +2063,Kevin Yoder,brettjohnson@example.org,brettjohnson,1966-05-17,Female,Randalltown,2024-01-11,2025-01-10,Annual,Visa,Auto-renew,Regular,Electronics,Action,Tablet,3.0,4 +2064,Heather Wall,amoreno@example.org,amoreno,1949-12-05,Male,New Robertstad,2024-03-03,2025-03-03,Monthly,Visa,Manual,Frequent,Books,Drama,Tablet,3.5,6 +2065,Mark Blair,sharprebecca@example.net,sharprebecca,1981-11-20,Female,Jamesberg,2024-01-03,2025-01-02,Monthly,Visa,Auto-renew,Occasional,Electronics,Drama,Smartphone,4.4,0 +2066,Jose Meyer,cynthiamitchell@example.net,cynthiamitchell,1935-04-21,Male,New Rick,2024-01-08,2025-01-07,Annual,Amex,Manual,Frequent,Books,Sci-Fi,Smartphone,3.1,10 +2067,Hailey Green,prowland@example.com,prowland,1982-07-23,Male,Aprilshire,2024-02-15,2025-02-14,Monthly,Mastercard,Manual,Occasional,Books,Documentary,Tablet,3.9,10 +2068,Suzanne Jones,amy58@example.org,amy58,1936-07-21,Male,Watsonchester,2024-01-23,2025-01-22,Annual,Visa,Auto-renew,Occasional,Books,Drama,Tablet,3.6,2 +2069,Walter Thompson,ernest94@example.net,ernest94,1955-02-03,Male,Watsonborough,2024-03-18,2025-03-18,Annual,Visa,Manual,Regular,Books,Drama,Tablet,4.8,7 +2070,Donald Martin,powens@example.net,powens,1989-07-22,Female,New Crystal,2024-03-24,2025-03-24,Annual,Mastercard,Manual,Frequent,Electronics,Documentary,Smart TV,4.1,10 +2071,Joshua Novak,crystalibarra@example.org,crystalibarra,1946-12-29,Male,Sheilaview,2024-01-08,2025-01-07,Annual,Amex,Auto-renew,Occasional,Clothing,Action,Tablet,4.5,1 +2072,Daniel Tran,stevensjenny@example.net,stevensjenny,1935-08-21,Male,Lake Tiffany,2024-03-24,2025-03-24,Annual,Visa,Manual,Regular,Books,Action,Tablet,3.7,8 +2073,Alyssa Lawrence,meganmason@example.org,meganmason,1945-09-21,Female,North Sarah,2024-01-30,2025-01-29,Annual,Mastercard,Auto-renew,Regular,Books,Action,Smart TV,3.9,2 +2074,Cindy Griffith,gloriabrennan@example.org,gloriabrennan,1995-05-26,Male,Lake Elizabeth,2024-02-13,2025-02-12,Monthly,Mastercard,Manual,Regular,Clothing,Horror,Smartphone,4.5,9 +2075,Daniel Ramirez,gjones@example.com,gjones,1938-03-12,Male,North George,2024-02-08,2025-02-07,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,5.0,0 +2076,Theresa Brown,james53@example.net,james53,1957-07-09,Male,Jenkinsside,2024-01-07,2025-01-06,Annual,Visa,Auto-renew,Occasional,Clothing,Horror,Tablet,4.2,4 +2077,Kelly Jones,candicebeasley@example.org,candicebeasley,1945-05-08,Male,North Amberbury,2024-02-28,2025-02-27,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Action,Smart TV,3.3,10 +2078,Peter Lee,aschmidt@example.com,aschmidt,1986-07-21,Female,Campbellmouth,2024-03-21,2025-03-21,Annual,Amex,Auto-renew,Frequent,Books,Drama,Smartphone,4.8,10 +2079,Nicholas Marks,zachary39@example.org,zachary39,1999-05-27,Male,North Anna,2024-01-04,2025-01-03,Annual,Visa,Manual,Regular,Clothing,Comedy,Smart TV,3.6,9 +2080,Lance Patton,kristen45@example.net,kristen45,1949-09-11,Male,Alejandroview,2024-02-23,2025-02-22,Annual,Visa,Manual,Regular,Clothing,Horror,Smartphone,4.6,9 +2081,Valerie Nicholson,katrinasaunders@example.net,katrinasaunders,1999-07-13,Male,Lake Michelleshire,2024-03-25,2025-03-25,Monthly,Visa,Auto-renew,Frequent,Books,Drama,Smart TV,4.3,4 +2082,James Barton,allenkimberly@example.net,allenkimberly,1946-11-21,Female,East Brianna,2024-04-07,2025-04-07,Annual,Amex,Manual,Regular,Books,Action,Smart TV,4.1,10 +2083,Jordan Townsend,christophermiller@example.com,christophermiller,1998-03-05,Male,Hendersonborough,2024-03-02,2025-03-02,Annual,Amex,Auto-renew,Regular,Clothing,Romance,Smartphone,5.0,0 +2084,April Bond,laura70@example.com,laura70,1976-03-05,Male,West David,2024-01-03,2025-01-02,Annual,Visa,Auto-renew,Occasional,Electronics,Horror,Smartphone,4.6,6 +2085,Ian Jones,lisa27@example.net,lisa27,1990-10-29,Female,Valencialand,2024-02-28,2025-02-27,Monthly,Visa,Auto-renew,Frequent,Books,Romance,Tablet,4.6,9 +2086,Diana George,raymond70@example.com,raymond70,1961-09-08,Male,Lake Angelaside,2024-02-17,2025-02-16,Annual,Visa,Auto-renew,Occasional,Clothing,Drama,Tablet,3.7,1 +2087,Jeffrey Carroll,sharonprice@example.net,sharonprice,1973-07-31,Male,Fischermouth,2024-03-10,2025-03-10,Annual,Visa,Auto-renew,Frequent,Electronics,Drama,Smartphone,4.4,1 +2088,Rhonda Spencer,jessica85@example.org,jessica85,1985-12-13,Female,East Dianamouth,2024-01-01,2024-12-31,Annual,Amex,Manual,Occasional,Electronics,Sci-Fi,Tablet,4.2,1 +2089,Cory Baker,codymalone@example.net,codymalone,1945-08-31,Female,Gomezport,2024-04-11,2025-04-11,Monthly,Visa,Auto-renew,Occasional,Books,Comedy,Smartphone,4.7,8 +2090,Cynthia Brown,allenjones@example.com,allenjones,1953-08-09,Female,South Sandraport,2024-03-07,2025-03-07,Annual,Mastercard,Manual,Occasional,Books,Documentary,Tablet,3.4,3 +2091,Lindsey Jackson,josephfernandez@example.com,josephfernandez,1992-12-21,Male,Jonathanville,2024-02-21,2025-02-20,Monthly,Visa,Auto-renew,Occasional,Electronics,Romance,Smart TV,4.7,9 +2092,Stephen Alvarez,mmullins@example.com,mmullins,1941-12-21,Male,Tracyburgh,2024-03-12,2025-03-12,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smart TV,3.9,9 +2093,Danielle Caldwell,beckymorrow@example.com,beckymorrow,1998-04-21,Female,Wilcoxchester,2024-03-07,2025-03-07,Monthly,Amex,Manual,Frequent,Clothing,Romance,Tablet,3.2,4 +2094,Nicole Buck,simmonsalyssa@example.net,simmonsalyssa,1995-12-17,Male,Lake Saraton,2024-01-12,2025-01-11,Monthly,Amex,Manual,Frequent,Books,Romance,Tablet,4.9,0 +2095,Nicole Ellis,freemanlori@example.org,freemanlori,1947-10-29,Female,New Brittanyberg,2024-02-21,2025-02-20,Annual,Amex,Manual,Frequent,Clothing,Drama,Smart TV,3.0,6 +2096,Harry Scott,joseconner@example.com,joseconner,2002-09-15,Female,Rubiofort,2024-02-27,2025-02-26,Monthly,Mastercard,Manual,Regular,Books,Comedy,Tablet,4.5,9 +2097,Alec Price,egarcia@example.org,egarcia,1950-01-28,Female,Valenzuelabury,2024-02-10,2025-02-09,Monthly,Mastercard,Manual,Regular,Electronics,Romance,Smartphone,5.0,7 +2098,Javier Phillips,arthur57@example.net,arthur57,1996-11-25,Female,North Ericport,2024-01-11,2025-01-10,Monthly,Amex,Manual,Occasional,Clothing,Drama,Smart TV,3.6,8 +2099,Sandra Mcclure,isabella74@example.com,isabella74,1999-01-02,Female,Monicastad,2024-03-05,2025-03-05,Annual,Mastercard,Manual,Regular,Books,Action,Tablet,4.4,6 +2100,Jessica Lam,ericaduran@example.org,ericaduran,1970-08-02,Female,Allisontown,2024-02-05,2025-02-04,Monthly,Amex,Manual,Occasional,Electronics,Drama,Smart TV,4.7,4 +2101,James Hall,andrewstim@example.net,andrewstim,1960-08-08,Male,Kyleport,2024-04-06,2025-04-06,Annual,Amex,Auto-renew,Frequent,Clothing,Horror,Tablet,3.3,9 +2102,Sergio Sanchez,callen@example.com,callen,2004-08-20,Female,Sylviaport,2024-03-19,2025-03-19,Annual,Visa,Manual,Frequent,Electronics,Comedy,Smartphone,4.3,0 +2103,William Baker,charlessheppard@example.net,charlessheppard,1939-01-17,Female,West Shelbyfurt,2024-04-05,2025-04-05,Annual,Visa,Auto-renew,Regular,Books,Documentary,Smartphone,4.8,8 +2104,Nicole Gomez,allenryan@example.com,allenryan,1997-07-18,Female,Christinemouth,2024-01-26,2025-01-25,Monthly,Amex,Manual,Frequent,Clothing,Horror,Smartphone,4.1,2 +2105,John Morrow,cindyrogers@example.net,cindyrogers,1977-07-01,Female,Port Robertmouth,2024-01-18,2025-01-17,Annual,Visa,Manual,Regular,Clothing,Romance,Smart TV,4.8,9 +2106,Katherine Henderson,hernandeztravis@example.com,hernandeztravis,1981-10-08,Female,Lake Debraberg,2024-03-23,2025-03-23,Annual,Mastercard,Auto-renew,Regular,Clothing,Action,Smart TV,3.5,0 +2107,Veronica Smith,brittanyrojas@example.net,brittanyrojas,1980-03-10,Male,Haroldbury,2024-01-18,2025-01-17,Annual,Visa,Manual,Regular,Clothing,Romance,Smartphone,3.5,0 +2108,Ronnie Baker,xshaffer@example.com,xshaffer,1975-03-10,Female,Tiffanymouth,2024-01-14,2025-01-13,Monthly,Amex,Auto-renew,Occasional,Electronics,Comedy,Smartphone,3.7,5 +2109,Ashley Perkins,qramsey@example.net,qramsey,1973-11-03,Male,Mcclainchester,2024-03-12,2025-03-12,Annual,Amex,Auto-renew,Frequent,Electronics,Comedy,Smart TV,3.1,2 +2110,Caleb Hill,heatherphillips@example.net,heatherphillips,1964-11-21,Female,Lake Erinshire,2024-03-19,2025-03-19,Monthly,Mastercard,Manual,Frequent,Books,Comedy,Smart TV,3.8,4 +2111,Robert Carr,abigailwilson@example.org,abigailwilson,1966-07-19,Female,East Anne,2024-01-22,2025-01-21,Monthly,Amex,Manual,Frequent,Books,Drama,Tablet,3.4,3 +2112,Nicholas Walker,lberg@example.com,lberg,1985-11-21,Female,West Erin,2024-02-01,2025-01-31,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Drama,Tablet,3.1,10 +2113,Zachary Smith,heathershields@example.org,heathershields,1950-09-09,Female,Fletcherberg,2024-03-02,2025-03-02,Annual,Amex,Manual,Occasional,Books,Drama,Tablet,4.2,8 +2114,Leah Farrell,melodystanley@example.net,melodystanley,1933-05-07,Female,South Sue,2024-01-21,2025-01-20,Monthly,Amex,Manual,Occasional,Clothing,Sci-Fi,Tablet,4.5,5 +2115,Heidi Yoder,holly50@example.net,holly50,1955-01-20,Female,Sharonton,2024-02-10,2025-02-09,Monthly,Mastercard,Manual,Regular,Electronics,Drama,Smart TV,4.8,0 +2116,Gregory Perez,jerry34@example.net,jerry34,1999-12-13,Male,Port Morganhaven,2024-03-19,2025-03-19,Monthly,Amex,Manual,Frequent,Books,Horror,Tablet,4.0,10 +2117,Tim Brown,michelefoster@example.com,michelefoster,1937-11-03,Female,Susanfurt,2024-02-15,2025-02-14,Monthly,Amex,Manual,Frequent,Books,Comedy,Tablet,3.8,4 +2118,Michelle Foster DDS,brent52@example.org,brent52,1982-12-07,Male,Port Felicia,2024-03-09,2025-03-09,Annual,Visa,Auto-renew,Regular,Books,Sci-Fi,Smart TV,4.6,5 +2119,Jose Garcia,michael05@example.org,michael05,1946-11-28,Male,West Garrettfort,2024-01-28,2025-01-27,Annual,Mastercard,Manual,Regular,Books,Romance,Tablet,4.6,1 +2120,Richard Casey,oyoung@example.org,oyoung,1993-09-09,Female,East Stephanie,2024-03-04,2025-03-04,Annual,Amex,Auto-renew,Occasional,Books,Documentary,Smart TV,5.0,7 +2121,Eileen Thomas,phillipsaustin@example.net,phillipsaustin,1962-08-01,Female,South Sheilafurt,2024-03-30,2025-03-30,Annual,Mastercard,Manual,Regular,Clothing,Romance,Tablet,4.3,2 +2122,Rachel Herrera,cmooney@example.org,cmooney,1939-06-19,Female,East Carlafurt,2024-01-25,2025-01-24,Monthly,Amex,Auto-renew,Occasional,Electronics,Horror,Smartphone,4.5,3 +2123,Whitney Williams,debramckinney@example.net,debramckinney,1939-01-17,Male,West Carlamouth,2024-02-22,2025-02-21,Monthly,Mastercard,Manual,Frequent,Books,Horror,Smart TV,4.4,7 +2124,John Cooke,xpearson@example.com,xpearson,1986-12-13,Male,New Jenniferborough,2024-03-03,2025-03-03,Annual,Mastercard,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.1,6 +2125,Angela Atkins,sstevens@example.net,sstevens,1974-05-18,Male,Frederickview,2024-02-11,2025-02-10,Annual,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,3.1,0 +2126,Stephen Price,amber88@example.net,amber88,1983-10-04,Female,East John,2024-02-16,2025-02-15,Annual,Visa,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.3,1 +2127,Luis Phillips,shawn20@example.net,shawn20,1940-03-01,Female,Kennethton,2024-03-27,2025-03-27,Annual,Mastercard,Auto-renew,Regular,Books,Romance,Tablet,3.6,1 +2128,Juan Moody,scott11@example.net,scott11,1980-03-23,Male,Mcgeefort,2024-03-19,2025-03-19,Monthly,Amex,Auto-renew,Occasional,Clothing,Documentary,Tablet,4.3,9 +2129,Lauren Wallace,rrobinson@example.net,rrobinson,1990-07-14,Male,Justinhaven,2024-03-19,2025-03-19,Annual,Mastercard,Manual,Regular,Clothing,Documentary,Smartphone,4.3,10 +2130,Lisa Gay,olivercolton@example.net,olivercolton,1956-05-12,Male,North Michelle,2024-02-01,2025-01-31,Monthly,Visa,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.0,4 +2131,Kevin Miller,kristen14@example.org,kristen14,1940-05-20,Male,Port Stephen,2024-01-06,2025-01-05,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Horror,Smartphone,3.3,5 +2132,Heather Powell,gcole@example.com,gcole,1983-09-24,Male,Rachelhaven,2024-03-28,2025-03-28,Annual,Amex,Manual,Frequent,Clothing,Action,Smart TV,4.8,8 +2133,James Brown,iryan@example.com,iryan,1965-02-21,Female,Sharonmouth,2024-02-23,2025-02-22,Annual,Amex,Manual,Occasional,Electronics,Romance,Tablet,4.9,3 +2134,Lauren Stevenson,laurenmyers@example.com,laurenmyers,1934-05-27,Male,Johnsonland,2024-01-01,2024-12-31,Monthly,Visa,Auto-renew,Frequent,Clothing,Romance,Smartphone,4.5,8 +2135,Kenneth Clark,dwright@example.net,dwright,1955-12-28,Male,Port Jamesfurt,2024-02-01,2025-01-31,Annual,Mastercard,Auto-renew,Regular,Books,Documentary,Tablet,3.3,2 +2136,Christine Williams,rodriguezcassandra@example.com,rodriguezcassandra,1937-10-23,Female,Lake Melindamouth,2024-03-27,2025-03-27,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smartphone,3.8,1 +2137,Kevin Gonzalez,rebeccawilliamson@example.com,rebeccawilliamson,1947-11-16,Male,Cantushire,2024-01-20,2025-01-19,Annual,Visa,Auto-renew,Regular,Books,Drama,Tablet,3.8,0 +2138,Dan Pennington,amycampbell@example.net,amycampbell,1997-10-23,Male,East Robert,2024-02-17,2025-02-16,Annual,Amex,Manual,Occasional,Clothing,Sci-Fi,Smartphone,3.7,4 +2139,Jason Smith,karen93@example.org,karen93,1965-06-01,Female,Lake Anitaland,2024-04-09,2025-04-09,Annual,Visa,Manual,Occasional,Books,Horror,Smartphone,5.0,2 +2140,Brandi Johnson,zmoran@example.com,zmoran,1961-07-27,Female,New Malloryville,2024-03-04,2025-03-04,Monthly,Amex,Auto-renew,Occasional,Electronics,Drama,Tablet,4.4,3 +2141,Tiffany Lewis,theresa58@example.net,theresa58,1995-06-24,Female,Harmonton,2024-03-24,2025-03-24,Annual,Visa,Manual,Occasional,Electronics,Romance,Smartphone,4.7,1 +2142,Whitney Holden,jwelch@example.org,jwelch,1998-07-14,Female,Owensborough,2024-02-04,2025-02-03,Annual,Mastercard,Manual,Frequent,Clothing,Horror,Smart TV,3.2,5 +2143,Melissa Nguyen,rosealisha@example.org,rosealisha,1999-10-01,Male,South Melindaton,2024-02-24,2025-02-23,Annual,Visa,Auto-renew,Frequent,Electronics,Horror,Tablet,3.0,0 +2144,Anthony Jacobs,ihernandez@example.net,ihernandez,1990-08-12,Female,Lake Erik,2024-01-27,2025-01-26,Monthly,Amex,Manual,Frequent,Clothing,Comedy,Smart TV,3.1,0 +2145,Anthony Fletcher,kevinmiller@example.org,kevinmiller,1987-02-02,Female,Hayesfurt,2024-02-21,2025-02-20,Annual,Amex,Manual,Regular,Books,Action,Smart TV,3.4,0 +2146,Christopher Odonnell,richard37@example.org,richard37,1967-02-17,Male,West Robertburgh,2024-03-15,2025-03-15,Monthly,Visa,Auto-renew,Frequent,Electronics,Horror,Smart TV,4.3,6 +2147,Benjamin Martinez,brandonmatthews@example.com,brandonmatthews,1950-01-07,Female,Gonzaleztown,2024-03-23,2025-03-23,Monthly,Visa,Manual,Frequent,Electronics,Drama,Tablet,3.6,4 +2148,William Navarro,brenda66@example.com,brenda66,1970-01-19,Female,East Alexandriafort,2024-01-25,2025-01-24,Annual,Visa,Manual,Regular,Books,Action,Smart TV,3.7,10 +2149,Allison Anderson,patty13@example.com,patty13,2003-12-03,Female,Bennettburgh,2024-04-04,2025-04-04,Annual,Amex,Auto-renew,Occasional,Books,Drama,Smartphone,4.9,3 +2150,Donna Mcdonald,julie02@example.org,julie02,1998-07-22,Male,East Kristin,2024-03-28,2025-03-28,Annual,Mastercard,Auto-renew,Frequent,Books,Horror,Smart TV,4.7,5 +2151,Jamie Thomas,melissa14@example.org,melissa14,1979-03-10,Female,East Jessica,2024-01-03,2025-01-02,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Action,Tablet,3.5,0 +2152,Ernest Moses,david32@example.org,david32,1995-07-28,Female,Andersonside,2024-01-03,2025-01-02,Annual,Visa,Auto-renew,Occasional,Electronics,Action,Smart TV,4.2,0 +2153,Matthew Hanson,kwest@example.com,kwest,1994-10-13,Female,North Claytonburgh,2024-02-10,2025-02-09,Annual,Mastercard,Manual,Regular,Books,Action,Smartphone,3.1,8 +2154,Veronica Kelley,xjenkins@example.org,xjenkins,1955-10-06,Male,Millerchester,2024-04-03,2025-04-03,Annual,Mastercard,Auto-renew,Regular,Electronics,Documentary,Tablet,4.3,10 +2155,Linda Reeves,angel63@example.net,angel63,1949-08-28,Female,Maryside,2024-01-29,2025-01-28,Annual,Mastercard,Manual,Occasional,Electronics,Horror,Smartphone,4.9,4 +2156,Christopher Mendoza,harmontheresa@example.com,harmontheresa,1984-01-10,Male,East Richard,2024-04-09,2025-04-09,Monthly,Visa,Auto-renew,Regular,Books,Romance,Smart TV,4.1,3 +2157,Jesus Robertson,bennettlauren@example.org,bennettlauren,1966-11-09,Female,Lake Patriciamouth,2024-04-03,2025-04-03,Annual,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smartphone,3.3,4 +2158,Jamie Gilmore,amber55@example.com,amber55,1957-07-30,Male,South Kevin,2024-01-02,2025-01-01,Monthly,Mastercard,Manual,Regular,Books,Drama,Tablet,4.2,7 +2159,James Collins,ahernandez@example.org,ahernandez,1946-09-19,Male,South Hannahfort,2024-02-04,2025-02-03,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Tablet,4.3,1 +2160,Miss Mary Dunn,edward98@example.org,edward98,1937-04-10,Female,Joshuastad,2024-03-25,2025-03-25,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Smartphone,4.4,1 +2161,Brian Garner,lowetamara@example.org,lowetamara,1997-05-04,Female,East Derek,2024-03-06,2025-03-06,Annual,Visa,Auto-renew,Frequent,Electronics,Action,Tablet,4.8,5 +2162,Rebecca Kennedy,brittanygoodman@example.net,brittanygoodman,1958-09-15,Female,Thomasville,2024-03-05,2025-03-05,Monthly,Visa,Manual,Regular,Clothing,Drama,Smartphone,4.0,7 +2163,Heather Rivera,fodom@example.com,fodom,1980-01-21,Female,Lake Jeffreychester,2024-04-10,2025-04-10,Monthly,Visa,Auto-renew,Frequent,Electronics,Horror,Smartphone,3.8,3 +2164,Vanessa Harris,kathygarrison@example.com,kathygarrison,1956-01-26,Female,New Carolberg,2024-01-31,2025-01-30,Annual,Amex,Manual,Regular,Clothing,Romance,Smart TV,4.3,5 +2165,Mr. Noah Hebert,patrickhenderson@example.org,patrickhenderson,1973-01-16,Female,Lake Edwin,2024-01-12,2025-01-11,Monthly,Visa,Manual,Occasional,Books,Action,Smartphone,4.3,0 +2166,Jerry Clark,jasmine55@example.com,jasmine55,1958-02-22,Male,Sellersberg,2024-01-21,2025-01-20,Monthly,Mastercard,Auto-renew,Occasional,Books,Romance,Tablet,4.8,4 +2167,Kim James,frank53@example.org,frank53,1940-01-23,Male,Shawnmouth,2024-01-06,2025-01-05,Monthly,Amex,Manual,Frequent,Books,Sci-Fi,Tablet,4.9,6 +2168,April Long,apatterson@example.org,apatterson,2004-10-13,Female,North Sheri,2024-01-17,2025-01-16,Annual,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smartphone,3.7,0 +2169,Michael Johnson,stephenstevens@example.com,stephenstevens,1979-10-28,Male,South Patricktown,2024-04-05,2025-04-05,Annual,Mastercard,Manual,Frequent,Electronics,Horror,Smart TV,3.3,0 +2170,Vincent Conner,aaronking@example.net,aaronking,1995-06-28,Female,Lake Davidbury,2024-01-31,2025-01-30,Monthly,Mastercard,Auto-renew,Occasional,Books,Romance,Smart TV,4.3,8 +2171,Jordan Stephens,thompsonterrance@example.com,thompsonterrance,1988-08-11,Male,Elliottberg,2024-03-02,2025-03-02,Monthly,Mastercard,Auto-renew,Regular,Books,Action,Tablet,4.0,10 +2172,Stefanie Robinson,austin94@example.net,austin94,1962-05-15,Male,North Maria,2024-03-24,2025-03-24,Annual,Amex,Manual,Regular,Books,Drama,Smart TV,4.8,10 +2173,Rachael Ramos,brian67@example.com,brian67,2002-09-30,Female,New Lisa,2024-01-26,2025-01-25,Annual,Visa,Auto-renew,Occasional,Electronics,Documentary,Smart TV,3.7,1 +2174,Jerry Romero,christinareese@example.net,christinareese,1967-07-19,Female,New Jenniferberg,2024-02-20,2025-02-19,Monthly,Mastercard,Manual,Regular,Clothing,Comedy,Smart TV,4.6,10 +2175,Joe Buchanan,lindalevy@example.net,lindalevy,1989-12-03,Male,East Rebecca,2024-04-02,2025-04-02,Monthly,Amex,Manual,Frequent,Electronics,Documentary,Smartphone,4.1,0 +2176,Richard Martinez,kellymiller@example.com,kellymiller,1939-10-13,Female,North Joshuaburgh,2024-02-27,2025-02-26,Annual,Amex,Auto-renew,Frequent,Electronics,Action,Smartphone,4.4,8 +2177,Stephen Shaw,derek79@example.org,derek79,1942-09-13,Female,West Brandiside,2024-01-27,2025-01-26,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Action,Smartphone,4.5,5 +2178,Meghan Martin,qhill@example.org,qhill,1935-02-15,Female,Kennedyborough,2024-03-09,2025-03-09,Annual,Mastercard,Manual,Regular,Electronics,Horror,Tablet,4.6,2 +2179,Ann Page,bdelacruz@example.org,bdelacruz,1974-03-21,Male,Emilyton,2024-04-12,2025-04-12,Monthly,Amex,Auto-renew,Regular,Clothing,Action,Tablet,4.2,7 +2180,Vanessa Williams,kristinelewis@example.org,kristinelewis,1976-08-25,Female,Port Johnview,2024-02-09,2025-02-08,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Documentary,Smartphone,4.4,5 +2181,Alexander Harris,austin55@example.net,austin55,1998-09-10,Male,Henryburgh,2024-01-28,2025-01-27,Annual,Visa,Auto-renew,Regular,Electronics,Comedy,Smart TV,4.1,4 +2182,Henry Campbell,anthonykeller@example.org,anthonykeller,1984-10-09,Male,Waltersbury,2024-04-14,2025-04-14,Monthly,Visa,Manual,Frequent,Electronics,Horror,Smart TV,3.3,9 +2183,Heather Williams,seannorris@example.net,seannorris,1983-05-12,Female,Lake Jacqueline,2024-03-08,2025-03-08,Monthly,Visa,Manual,Regular,Clothing,Action,Smart TV,4.1,1 +2184,Robert Davis,anthony28@example.net,anthony28,1966-06-28,Male,North Kristinahaven,2024-03-12,2025-03-12,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Tablet,4.5,10 +2185,Shannon Conner,jacqueline84@example.com,jacqueline84,1966-11-24,Male,North Tiffany,2024-03-29,2025-03-29,Annual,Visa,Auto-renew,Regular,Electronics,Comedy,Smartphone,4.5,8 +2186,Charles Edwards,denisefox@example.com,denisefox,1963-10-04,Female,Port Sethhaven,2024-03-12,2025-03-12,Annual,Amex,Manual,Frequent,Books,Documentary,Smartphone,4.1,3 +2187,Jeff Evans,rachelstevens@example.com,rachelstevens,1939-04-07,Female,East Sarahstad,2024-01-03,2025-01-02,Annual,Amex,Auto-renew,Frequent,Electronics,Documentary,Smart TV,4.9,0 +2188,Jill White,ocobb@example.com,ocobb,1947-02-07,Male,Lake Mark,2024-02-16,2025-02-15,Monthly,Visa,Auto-renew,Regular,Books,Action,Smart TV,4.6,0 +2189,Tracey Mora,vthomas@example.com,vthomas,1952-12-26,Female,Stevenport,2024-01-12,2025-01-11,Annual,Mastercard,Auto-renew,Frequent,Electronics,Romance,Smartphone,4.4,0 +2190,Brent Young,dlane@example.com,dlane,1946-12-14,Male,North Timchester,2024-04-08,2025-04-08,Annual,Amex,Manual,Regular,Electronics,Drama,Smartphone,3.0,8 +2191,David Wood,wward@example.net,wward,1991-03-24,Male,Harrisonton,2024-01-12,2025-01-11,Monthly,Visa,Manual,Occasional,Electronics,Documentary,Smart TV,4.0,7 +2192,Shawn Carter,mccarthykathleen@example.com,mccarthykathleen,1933-07-08,Male,Oliviachester,2024-03-13,2025-03-13,Monthly,Amex,Manual,Occasional,Books,Documentary,Tablet,3.7,3 +2193,Daniel Maldonado,thomasoneill@example.com,thomasoneill,1996-04-05,Female,Lake Deanmouth,2024-01-02,2025-01-01,Monthly,Amex,Manual,Frequent,Electronics,Action,Smartphone,4.7,9 +2194,Tyler Taylor,anthony10@example.com,anthony10,2004-12-17,Male,Lake Jerry,2024-01-10,2025-01-09,Monthly,Visa,Auto-renew,Regular,Books,Horror,Smartphone,3.6,5 +2195,Elizabeth Carter,karen42@example.net,karen42,1968-08-14,Female,Aaronstad,2024-02-18,2025-02-17,Annual,Amex,Auto-renew,Regular,Books,Romance,Smartphone,4.7,3 +2196,Kevin Galloway,allenbenjamin@example.net,allenbenjamin,1981-10-04,Male,Cochranville,2024-03-21,2025-03-21,Monthly,Amex,Auto-renew,Occasional,Clothing,Documentary,Smartphone,3.4,3 +2197,Donna Castillo,prichards@example.net,prichards,1978-03-27,Male,Reedport,2024-04-14,2025-04-14,Monthly,Mastercard,Manual,Occasional,Clothing,Romance,Smartphone,3.4,6 +2198,Jennifer Hamilton,rebeccaochoa@example.com,rebeccaochoa,1996-01-22,Male,North Richard,2024-03-29,2025-03-29,Monthly,Mastercard,Auto-renew,Occasional,Books,Action,Tablet,4.2,8 +2199,Willie Bennett,misty07@example.org,misty07,1947-05-12,Male,South Toddborough,2024-04-09,2025-04-09,Monthly,Mastercard,Auto-renew,Regular,Books,Romance,Tablet,4.2,8 +2200,Susan Knight,smithjason@example.org,smithjason,1988-07-18,Male,Hensonchester,2024-02-20,2025-02-19,Annual,Amex,Manual,Occasional,Books,Drama,Smartphone,3.0,8 +2201,Joseph Drake,melindajohnson@example.com,melindajohnson,1965-07-28,Male,Lake Kimberly,2024-04-12,2025-04-12,Monthly,Amex,Auto-renew,Regular,Clothing,Romance,Smartphone,4.6,5 +2202,Gina Carey,angel52@example.org,angel52,1952-02-07,Male,North Eric,2024-03-10,2025-03-10,Monthly,Visa,Manual,Frequent,Clothing,Drama,Smart TV,4.8,0 +2203,Jessica King,downslawrence@example.com,downslawrence,1992-08-12,Female,Hunterburgh,2024-03-27,2025-03-27,Monthly,Mastercard,Auto-renew,Regular,Books,Comedy,Tablet,3.9,6 +2204,Christopher Oliver,thompsonlauren@example.org,thompsonlauren,1969-02-11,Female,Davidshire,2024-02-27,2025-02-26,Annual,Amex,Manual,Frequent,Clothing,Comedy,Tablet,4.9,5 +2205,Beth Johnson,jenniferjohnson@example.net,jenniferjohnson,2000-11-13,Female,Jessicabury,2024-04-09,2025-04-09,Annual,Amex,Auto-renew,Regular,Books,Sci-Fi,Smart TV,3.5,3 +2206,Jonathan Dixon,tammymanning@example.net,tammymanning,1976-06-17,Female,Lake Brittanyhaven,2024-02-22,2025-02-21,Monthly,Mastercard,Manual,Regular,Clothing,Action,Smartphone,3.5,6 +2207,Jennifer King,gordonkaren@example.com,gordonkaren,2002-12-31,Female,North James,2024-03-12,2025-03-12,Monthly,Mastercard,Manual,Occasional,Books,Sci-Fi,Smartphone,4.3,5 +2208,Tina Burke,jenniferevans@example.org,jenniferevans,1964-10-03,Female,Christineberg,2024-03-04,2025-03-04,Annual,Visa,Manual,Regular,Electronics,Documentary,Smartphone,4.5,1 +2209,Mary Dunn,ojimenez@example.com,ojimenez,1959-12-30,Female,Port Brandonfort,2024-03-25,2025-03-25,Annual,Visa,Manual,Frequent,Clothing,Documentary,Smart TV,3.8,10 +2210,Jacob Mitchell,wfox@example.net,wfox,2001-01-05,Male,Lopezfurt,2024-02-09,2025-02-08,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Comedy,Smartphone,4.4,8 +2211,Jennifer Watts,georgepeterson@example.com,georgepeterson,1933-06-07,Female,Hernandezfurt,2024-03-13,2025-03-13,Monthly,Amex,Manual,Regular,Clothing,Sci-Fi,Tablet,3.4,8 +2212,Shirley Salazar,margarethodge@example.org,margarethodge,1995-03-04,Male,Derekmouth,2024-02-03,2025-02-02,Annual,Mastercard,Auto-renew,Regular,Electronics,Documentary,Tablet,4.9,10 +2213,Kayla Kelley,bradyronnie@example.com,bradyronnie,1992-07-18,Male,Robinsonville,2024-01-02,2025-01-01,Annual,Mastercard,Manual,Occasional,Electronics,Comedy,Tablet,4.3,6 +2214,Eric Moore,shannonortiz@example.com,shannonortiz,1983-09-13,Male,Amberfurt,2024-01-23,2025-01-22,Annual,Mastercard,Auto-renew,Regular,Clothing,Action,Tablet,4.5,0 +2215,Darren Hall,brian96@example.org,brian96,1981-01-01,Male,Cummingsfort,2024-02-06,2025-02-05,Monthly,Amex,Auto-renew,Regular,Electronics,Romance,Tablet,4.8,1 +2216,Ralph Norris,cgordon@example.com,cgordon,1991-01-14,Male,New Jennifer,2024-02-10,2025-02-09,Monthly,Amex,Manual,Regular,Books,Sci-Fi,Smartphone,3.0,4 +2217,Mr. John Jimenez,rodney08@example.net,rodney08,1958-08-10,Female,Stanleyview,2024-01-30,2025-01-29,Monthly,Mastercard,Manual,Regular,Books,Romance,Tablet,4.6,8 +2218,Sydney Williamson,ycollins@example.org,ycollins,1971-02-09,Male,East Andrew,2024-01-24,2025-01-23,Monthly,Mastercard,Manual,Regular,Electronics,Comedy,Smartphone,4.3,5 +2219,Martin Berg,lroberts@example.com,lroberts,1945-06-29,Male,North Ivanville,2024-03-26,2025-03-26,Annual,Visa,Auto-renew,Regular,Books,Documentary,Smart TV,3.4,9 +2220,David Lam,sanderssusan@example.com,sanderssusan,1955-02-06,Male,Combsfurt,2024-02-03,2025-02-02,Monthly,Visa,Manual,Occasional,Clothing,Romance,Tablet,4.7,10 +2221,Tammie Gonzalez,tylerlong@example.org,tylerlong,1990-01-04,Female,Georgeside,2024-02-26,2025-02-25,Annual,Visa,Auto-renew,Regular,Clothing,Drama,Smartphone,4.7,3 +2222,Rhonda Fitzpatrick,cody41@example.com,cody41,1951-01-20,Male,Williamsstad,2024-02-27,2025-02-26,Annual,Visa,Manual,Frequent,Books,Horror,Tablet,3.5,7 +2223,Andrew Kim,jmyers@example.net,jmyers,1989-12-27,Female,Johnsonville,2024-01-26,2025-01-25,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,3.9,6 +2224,Amy Simmons,brandonmendez@example.org,brandonmendez,1994-12-31,Female,Port Mauriceberg,2024-04-05,2025-04-05,Monthly,Amex,Manual,Frequent,Electronics,Horror,Smart TV,3.1,0 +2225,Benjamin Stafford,igray@example.net,igray,1958-02-13,Male,Wilkinsville,2024-01-07,2025-01-06,Monthly,Visa,Manual,Occasional,Electronics,Romance,Tablet,4.9,7 +2226,Christopher Conway,millermichelle@example.com,millermichelle,1948-12-26,Male,Robbinsborough,2024-04-02,2025-04-02,Annual,Mastercard,Manual,Frequent,Books,Action,Smart TV,4.0,9 +2227,Paul Castillo,harrissean@example.com,harrissean,1984-09-13,Male,Johnsonfort,2024-01-27,2025-01-26,Monthly,Mastercard,Manual,Occasional,Clothing,Action,Tablet,3.2,4 +2228,Carrie Aguilar,cbrown@example.org,cbrown,2002-04-11,Male,West Shanefort,2024-03-22,2025-03-22,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Tablet,3.4,1 +2229,Jason Rivera,christopherrussell@example.net,christopherrussell,1972-09-09,Male,Walkerport,2024-01-30,2025-01-29,Annual,Amex,Manual,Frequent,Electronics,Sci-Fi,Tablet,3.8,3 +2230,Allison Shaw,jacob94@example.org,jacob94,1969-08-20,Male,East Stephenstad,2024-04-06,2025-04-06,Monthly,Amex,Auto-renew,Regular,Clothing,Comedy,Smart TV,4.8,0 +2231,Theresa Parks,anthony71@example.net,anthony71,1981-09-17,Female,Cassandraview,2024-02-24,2025-02-23,Annual,Amex,Auto-renew,Frequent,Books,Documentary,Smartphone,4.0,6 +2232,Bailey Williams,brendanmedina@example.org,brendanmedina,1984-10-19,Male,Maryview,2024-04-01,2025-04-01,Annual,Mastercard,Auto-renew,Regular,Clothing,Action,Smartphone,4.9,6 +2233,David Craig,wross@example.org,wross,1992-08-10,Female,Stewartton,2024-03-31,2025-03-31,Annual,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smartphone,3.9,4 +2234,Alicia Fitzgerald MD,joseph33@example.com,joseph33,1960-11-19,Male,North Virginia,2024-02-27,2025-02-26,Annual,Visa,Auto-renew,Frequent,Books,Action,Smartphone,3.1,4 +2235,Rhonda Brown,stonejoseph@example.com,stonejoseph,1996-09-23,Female,Lake Michaelmouth,2024-02-10,2025-02-09,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Smartphone,4.2,4 +2236,Taylor Schultz,timothy19@example.com,timothy19,2003-06-18,Male,Nguyenport,2024-04-10,2025-04-10,Annual,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Smartphone,3.6,4 +2237,Angel Sanders,ericksonjohn@example.net,ericksonjohn,1981-11-08,Male,Wendymouth,2024-03-22,2025-03-22,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Horror,Smartphone,3.2,9 +2238,John Kirk,willie78@example.org,willie78,1965-05-22,Male,New Annaton,2024-02-20,2025-02-19,Annual,Visa,Manual,Occasional,Electronics,Action,Tablet,3.3,10 +2239,Jeffrey Ramirez,vjohnson@example.com,vjohnson,1997-11-28,Female,Nealmouth,2024-01-28,2025-01-27,Annual,Visa,Manual,Regular,Clothing,Documentary,Tablet,4.6,9 +2240,Brittney Patton,jramsey@example.net,jramsey,1935-01-17,Male,Perryfort,2024-03-20,2025-03-20,Annual,Mastercard,Auto-renew,Regular,Electronics,Horror,Tablet,4.6,2 +2241,Michael Garza,omar29@example.net,omar29,1991-01-07,Male,Morenoborough,2024-03-22,2025-03-22,Annual,Mastercard,Manual,Occasional,Electronics,Romance,Tablet,4.3,3 +2242,James Perez,sharon18@example.com,sharon18,1946-03-30,Male,Huertastad,2024-01-05,2025-01-04,Monthly,Mastercard,Manual,Frequent,Books,Horror,Tablet,4.1,3 +2243,James Bryant,sean85@example.net,sean85,1999-12-03,Female,Port Mary,2024-01-30,2025-01-29,Monthly,Amex,Manual,Regular,Electronics,Horror,Smartphone,4.9,6 +2244,Linda Hayes,chasejohnson@example.com,chasejohnson,1952-01-20,Female,Karenstad,2024-03-07,2025-03-07,Monthly,Mastercard,Manual,Regular,Clothing,Romance,Smartphone,3.9,1 +2245,Daniel Morgan,mark80@example.org,mark80,2002-07-21,Male,South Joseph,2024-02-20,2025-02-19,Annual,Amex,Auto-renew,Occasional,Books,Documentary,Smartphone,3.4,1 +2246,Richard Monroe,joanna12@example.net,joanna12,1985-12-03,Male,Jenniferburgh,2024-01-26,2025-01-25,Annual,Amex,Manual,Regular,Books,Action,Smartphone,3.7,3 +2247,Tiffany Norton,lgilmore@example.org,lgilmore,1935-10-19,Male,Zimmermanshire,2024-03-15,2025-03-15,Annual,Visa,Auto-renew,Occasional,Books,Action,Smartphone,4.1,10 +2248,Timothy Pierce,austin16@example.net,austin16,1977-06-07,Male,North Daniel,2024-01-08,2025-01-07,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Smartphone,4.7,10 +2249,Jennifer Potts,christopher07@example.net,christopher07,1937-08-27,Male,Port Jenniferberg,2024-03-12,2025-03-12,Monthly,Amex,Manual,Occasional,Electronics,Romance,Smart TV,4.2,6 +2250,Jeffrey Erickson,russellmacias@example.net,russellmacias,1995-04-02,Male,Lake Angelaside,2024-03-19,2025-03-19,Annual,Visa,Auto-renew,Occasional,Books,Comedy,Tablet,3.6,0 +2251,Heather Williams,ramirezanna@example.com,ramirezanna,1979-02-20,Male,North Kara,2024-01-12,2025-01-11,Monthly,Mastercard,Auto-renew,Frequent,Electronics,Documentary,Tablet,3.8,1 +2252,Susan Wheeler,ayalamario@example.com,ayalamario,1993-03-21,Female,New Meganberg,2024-03-15,2025-03-15,Monthly,Mastercard,Auto-renew,Regular,Clothing,Horror,Smartphone,4.7,0 +2253,Sarah Becker,paulaorr@example.net,paulaorr,1976-01-13,Female,Thomasside,2024-02-20,2025-02-19,Annual,Amex,Auto-renew,Frequent,Books,Horror,Smartphone,3.7,4 +2254,James Hernandez,cyoung@example.net,cyoung,1949-03-02,Male,East Matthewhaven,2024-01-18,2025-01-17,Monthly,Amex,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.1,5 +2255,Alejandro Schneider,icuevas@example.org,icuevas,1999-01-24,Male,Bryanfurt,2024-03-01,2025-03-01,Annual,Mastercard,Manual,Regular,Electronics,Comedy,Smart TV,3.5,6 +2256,Valerie Wagner,nancykrueger@example.net,nancykrueger,1944-04-21,Male,West Dana,2024-03-29,2025-03-29,Monthly,Mastercard,Manual,Frequent,Electronics,Action,Smart TV,3.8,6 +2257,Frank Lee,patricklopez@example.com,patricklopez,1980-12-06,Male,Danielfort,2024-01-27,2025-01-26,Monthly,Mastercard,Manual,Occasional,Books,Documentary,Smartphone,3.4,1 +2258,Rodney Brown,karen64@example.org,karen64,1943-03-06,Female,Annaland,2024-03-12,2025-03-12,Annual,Visa,Auto-renew,Regular,Books,Drama,Smart TV,4.4,1 +2259,Melissa Lopez,taradrake@example.org,taradrake,1951-12-03,Female,West Douglas,2024-03-14,2025-03-14,Monthly,Mastercard,Manual,Occasional,Electronics,Romance,Smart TV,3.1,8 +2260,Amber Harris,smithallison@example.org,smithallison,1976-03-15,Male,Heathershire,2024-03-17,2025-03-17,Monthly,Mastercard,Manual,Regular,Books,Sci-Fi,Tablet,3.5,8 +2261,Anthony Hester,timothyhobbs@example.org,timothyhobbs,1986-05-12,Male,Port Denisemouth,2024-03-21,2025-03-21,Monthly,Mastercard,Manual,Occasional,Books,Horror,Smartphone,3.8,5 +2262,Juan Smith,jonathon30@example.org,jonathon30,1973-06-20,Female,Lake Angel,2024-01-12,2025-01-11,Monthly,Visa,Manual,Regular,Electronics,Action,Tablet,3.5,5 +2263,Hayley Dean,jeffreynichols@example.com,jeffreynichols,1953-04-19,Female,Brooksborough,2024-01-21,2025-01-20,Monthly,Amex,Manual,Regular,Books,Horror,Tablet,3.0,8 +2264,Tiffany Baker,lmccarty@example.org,lmccarty,1989-02-04,Male,New Jamie,2024-01-28,2025-01-27,Monthly,Amex,Manual,Occasional,Electronics,Horror,Smart TV,3.6,1 +2265,Angelica Randall,gwade@example.org,gwade,1935-04-22,Female,New Thomasmouth,2024-01-22,2025-01-21,Monthly,Visa,Manual,Frequent,Electronics,Romance,Smartphone,3.1,5 +2266,Jacob Martinez,ellisstacy@example.com,ellisstacy,1979-01-06,Male,Briannafort,2024-01-22,2025-01-21,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Smartphone,3.9,3 +2267,Christopher Moreno,moorepatricia@example.org,moorepatricia,1987-09-20,Female,Amyport,2024-02-08,2025-02-07,Monthly,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Tablet,4.9,7 +2268,Melissa Choi DVM,ginascott@example.net,ginascott,1937-05-14,Female,Collinsport,2024-03-31,2025-03-31,Annual,Mastercard,Auto-renew,Frequent,Electronics,Drama,Smartphone,3.8,1 +2269,Michael Collins,llopez@example.org,llopez,1946-03-24,Female,Owensmouth,2024-02-15,2025-02-14,Annual,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Smart TV,4.5,3 +2270,Daniel Wood,leonardbrandon@example.net,leonardbrandon,1949-05-24,Male,Mossfurt,2024-03-20,2025-03-20,Annual,Amex,Auto-renew,Frequent,Books,Romance,Smart TV,3.9,1 +2271,Kristin Molina,knightpaula@example.com,knightpaula,1948-01-16,Female,Sullivanhaven,2024-01-29,2025-01-28,Annual,Visa,Auto-renew,Occasional,Electronics,Drama,Smartphone,3.6,9 +2272,Stefanie Soto,matthew65@example.com,matthew65,1935-11-29,Male,North Barry,2024-02-05,2025-02-04,Monthly,Mastercard,Manual,Frequent,Books,Drama,Tablet,4.5,10 +2273,Alexis Banks,tara79@example.org,tara79,1944-01-28,Female,Huynhfurt,2024-01-28,2025-01-27,Monthly,Mastercard,Manual,Regular,Electronics,Comedy,Smart TV,3.9,3 +2274,Megan Walker,baileymary@example.com,baileymary,1963-10-03,Male,Laurenfort,2024-01-18,2025-01-17,Monthly,Visa,Auto-renew,Occasional,Books,Comedy,Tablet,4.2,0 +2275,Lisa Anderson,uparrish@example.com,uparrish,1953-04-17,Female,Murphyhaven,2024-02-17,2025-02-16,Annual,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,3.1,6 +2276,Shawna Boyd,nancy69@example.org,nancy69,1951-04-30,Female,North Michaela,2024-01-15,2025-01-14,Monthly,Mastercard,Auto-renew,Regular,Clothing,Horror,Smart TV,4.2,3 +2277,Daniel Rogers,jperez@example.org,jperez,1979-05-29,Male,Hammondmouth,2024-03-09,2025-03-09,Monthly,Visa,Auto-renew,Occasional,Electronics,Comedy,Smart TV,4.6,5 +2278,James Roberts,samanthaparker@example.org,samanthaparker,1980-02-19,Female,Aguilarshire,2024-01-25,2025-01-24,Monthly,Amex,Manual,Occasional,Clothing,Action,Tablet,4.2,4 +2279,Crystal Hines,ianpatel@example.net,ianpatel,1966-09-14,Male,Singletontown,2024-03-04,2025-03-04,Annual,Visa,Manual,Regular,Books,Drama,Smart TV,4.8,5 +2280,Helen Colon,michael76@example.org,michael76,2004-05-16,Female,South Lori,2024-03-24,2025-03-24,Annual,Amex,Manual,Regular,Electronics,Action,Smart TV,3.3,4 +2281,Joshua Page,mshepard@example.com,mshepard,1986-09-09,Female,Matthewmouth,2024-03-28,2025-03-28,Monthly,Amex,Manual,Occasional,Clothing,Drama,Smartphone,4.2,5 +2282,Kelly Ramos,farrellsherry@example.com,farrellsherry,1937-09-19,Female,New Jeffberg,2024-01-29,2025-01-28,Monthly,Amex,Manual,Occasional,Clothing,Comedy,Smart TV,4.5,1 +2283,Cody Baker,jessica17@example.net,jessica17,1999-09-03,Female,East Raymondton,2024-04-04,2025-04-04,Monthly,Visa,Auto-renew,Occasional,Electronics,Action,Tablet,4.3,9 +2284,Alison George,robert75@example.org,robert75,1960-05-23,Male,Nelsonchester,2024-03-23,2025-03-23,Monthly,Amex,Manual,Regular,Clothing,Documentary,Tablet,3.6,8 +2285,Jonathon Walker,russellthomas@example.org,russellthomas,1967-08-15,Female,Waltersstad,2024-03-16,2025-03-16,Monthly,Amex,Auto-renew,Regular,Books,Comedy,Tablet,3.9,7 +2286,Debra Daniels,justin02@example.net,justin02,1980-03-14,Female,South Michelemouth,2024-02-23,2025-02-22,Monthly,Visa,Auto-renew,Regular,Electronics,Sci-Fi,Smart TV,4.6,8 +2287,Stephen Fuentes,christiandouglas@example.net,christiandouglas,1984-07-30,Female,North Crystal,2024-01-04,2025-01-03,Annual,Mastercard,Auto-renew,Frequent,Electronics,Sci-Fi,Smart TV,3.9,7 +2288,Alyssa Beltran,susandixon@example.org,susandixon,2004-03-03,Female,New Richard,2024-03-30,2025-03-30,Annual,Mastercard,Auto-renew,Occasional,Books,Comedy,Smart TV,3.7,9 +2289,Debbie Burton,andreachurch@example.net,andreachurch,1998-01-13,Female,Jamestown,2024-03-06,2025-03-06,Monthly,Mastercard,Auto-renew,Regular,Clothing,Horror,Smart TV,4.0,2 +2290,Philip Walton,justin59@example.org,justin59,1964-01-02,Male,Christopherstad,2024-01-18,2025-01-17,Annual,Visa,Auto-renew,Frequent,Books,Documentary,Smart TV,4.8,5 +2291,Vanessa Ryan,amy03@example.net,amy03,1988-05-11,Male,West Jennifer,2024-03-16,2025-03-16,Monthly,Amex,Manual,Frequent,Books,Action,Smartphone,3.3,8 +2292,Richard Taylor,melaniecombs@example.org,melaniecombs,1966-12-05,Female,Lake Kristopherland,2024-03-31,2025-03-31,Annual,Visa,Manual,Frequent,Clothing,Action,Tablet,3.8,7 +2293,Monica Hill,bridgessteven@example.org,bridgessteven,1952-01-01,Male,Combstown,2024-02-02,2025-02-01,Monthly,Mastercard,Auto-renew,Regular,Books,Sci-Fi,Smartphone,4.4,1 +2294,Linda Kelly,ellispatricia@example.net,ellispatricia,1938-03-03,Female,Wilsonstad,2024-04-04,2025-04-04,Monthly,Visa,Auto-renew,Occasional,Electronics,Documentary,Tablet,4.8,7 +2295,Mark Morrow,ramirezcaroline@example.com,ramirezcaroline,1970-08-13,Male,Caitlinmouth,2024-01-05,2025-01-04,Annual,Amex,Auto-renew,Frequent,Clothing,Romance,Smart TV,4.6,10 +2296,Sara Ramos,kimberly11@example.com,kimberly11,2005-11-29,Male,Kevinmouth,2024-02-28,2025-02-27,Monthly,Amex,Manual,Frequent,Clothing,Documentary,Smartphone,4.0,8 +2297,Thomas Williams,taylorlinda@example.net,taylorlinda,1953-12-04,Male,West Lindaville,2024-02-01,2025-01-31,Annual,Amex,Auto-renew,Occasional,Clothing,Horror,Smart TV,3.3,8 +2298,Michael Lutz,jillgill@example.net,jillgill,1987-10-29,Male,North Tinaview,2024-03-17,2025-03-17,Monthly,Visa,Manual,Occasional,Electronics,Action,Smartphone,3.9,5 +2299,Deanna Bright,martinezjose@example.com,martinezjose,1990-01-29,Male,Chadberg,2024-03-26,2025-03-26,Monthly,Amex,Manual,Regular,Electronics,Drama,Tablet,4.6,6 +2300,William Evans,patriciafritz@example.net,patriciafritz,1941-12-06,Female,Stacyborough,2024-03-22,2025-03-22,Monthly,Visa,Auto-renew,Regular,Books,Romance,Tablet,4.6,2 +2301,Nathan Walker,hannahpeterson@example.org,hannahpeterson,1970-04-06,Male,New Derrickland,2024-03-06,2025-03-06,Monthly,Amex,Auto-renew,Occasional,Books,Romance,Tablet,3.6,9 +2302,Maria Andrews,reidrachel@example.org,reidrachel,1947-06-30,Female,West Robertland,2024-04-07,2025-04-07,Annual,Mastercard,Manual,Frequent,Books,Horror,Tablet,4.9,1 +2303,Sheila Paul,scott86@example.net,scott86,1942-03-13,Male,Nelsonhaven,2024-04-04,2025-04-04,Monthly,Visa,Auto-renew,Frequent,Clothing,Action,Smart TV,3.0,1 +2304,Ronald Bishop,leealicia@example.org,leealicia,1944-08-09,Male,South Stephenbury,2024-01-26,2025-01-25,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Horror,Smartphone,4.0,0 +2305,April Smith,heathcandice@example.net,heathcandice,1942-10-17,Male,New Adrian,2024-02-02,2025-02-01,Monthly,Amex,Auto-renew,Regular,Clothing,Drama,Smartphone,4.1,4 +2306,Lisa Nielsen,michaeljennings@example.org,michaeljennings,1991-08-13,Male,Port Toddbury,2024-01-04,2025-01-03,Annual,Amex,Manual,Frequent,Electronics,Horror,Smart TV,4.6,3 +2307,Tiffany Davis,kennethgarcia@example.com,kennethgarcia,1989-07-12,Female,South Shaneside,2024-04-09,2025-04-09,Monthly,Amex,Auto-renew,Regular,Books,Documentary,Tablet,5.0,1 +2308,Lori Flores,hintonkatherine@example.org,hintonkatherine,1938-12-15,Male,West Sandramouth,2024-01-29,2025-01-28,Annual,Amex,Auto-renew,Occasional,Electronics,Action,Smartphone,5.0,1 +2309,Jesus Johnson,davisbrian@example.org,davisbrian,1983-02-20,Female,Hamiltonmouth,2024-02-17,2025-02-16,Monthly,Mastercard,Auto-renew,Regular,Books,Comedy,Tablet,4.7,1 +2310,Thomas Gallegos,robertstaylor@example.org,robertstaylor,1959-10-26,Female,Brownburgh,2024-04-09,2025-04-09,Annual,Amex,Manual,Frequent,Books,Comedy,Smartphone,4.3,1 +2311,Martha Ferguson,urush@example.com,urush,1949-02-03,Female,Maynardport,2024-02-11,2025-02-10,Monthly,Visa,Manual,Regular,Books,Documentary,Tablet,4.7,5 +2312,Mrs. Evelyn Schmitt,lkelly@example.com,lkelly,1936-05-24,Male,North Angel,2024-03-16,2025-03-16,Annual,Amex,Auto-renew,Regular,Books,Documentary,Tablet,3.9,8 +2313,Amber Winters,kari41@example.com,kari41,1967-07-04,Female,Longberg,2024-04-01,2025-04-01,Monthly,Amex,Auto-renew,Frequent,Clothing,Drama,Smart TV,3.2,8 +2314,Leah Jones,jacquelineruiz@example.net,jacquelineruiz,1960-06-18,Male,Greenmouth,2024-03-09,2025-03-09,Annual,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smart TV,4.2,9 +2315,Elizabeth Hawkins,obernard@example.org,obernard,1935-04-01,Male,New Joshuafurt,2024-01-03,2025-01-02,Annual,Amex,Manual,Occasional,Electronics,Horror,Smartphone,4.5,7 +2316,Alicia Farrell,smithjames@example.org,smithjames,1958-06-13,Male,Johnsonton,2024-02-16,2025-02-15,Monthly,Visa,Auto-renew,Occasional,Books,Comedy,Tablet,4.3,6 +2317,Brenda Waller,timothy72@example.org,timothy72,1970-02-03,Female,West Kenneth,2024-01-15,2025-01-14,Annual,Visa,Auto-renew,Regular,Clothing,Action,Smart TV,4.2,7 +2318,Philip Smith,jonathan37@example.org,jonathan37,1940-02-01,Male,West Lisastad,2024-04-02,2025-04-02,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Tablet,4.2,2 +2319,Jared Thomas,qramsey@example.net,qramsey,1993-08-16,Male,Perkinshaven,2024-03-08,2025-03-08,Annual,Amex,Manual,Occasional,Electronics,Documentary,Tablet,3.8,7 +2320,Anthony Davis,johnsonsarah@example.com,johnsonsarah,2004-11-27,Male,West Melissa,2024-01-25,2025-01-24,Monthly,Visa,Manual,Frequent,Electronics,Comedy,Smart TV,4.5,5 +2321,Dr. Megan Mcgee,teresasutton@example.net,teresasutton,1989-04-05,Female,Perkinsburgh,2024-03-05,2025-03-05,Monthly,Visa,Auto-renew,Frequent,Clothing,Romance,Smart TV,4.1,5 +2322,Renee Valdez,kathleen08@example.org,kathleen08,2000-04-01,Male,West Paige,2024-02-13,2025-02-12,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smartphone,3.4,0 +2323,Lindsay Dyer,timothy71@example.net,timothy71,1997-11-18,Male,West Olivia,2024-03-22,2025-03-22,Annual,Visa,Auto-renew,Regular,Electronics,Comedy,Smartphone,3.0,4 +2324,Carolyn Williams,angelaray@example.org,angelaray,1935-10-14,Female,Port Jacob,2024-01-25,2025-01-24,Annual,Visa,Manual,Occasional,Books,Romance,Smartphone,4.7,9 +2325,Susan Gregory,adamwillis@example.net,adamwillis,1936-06-17,Female,North Pamela,2024-01-27,2025-01-26,Annual,Visa,Auto-renew,Occasional,Clothing,Horror,Smart TV,3.7,0 +2326,Susan Schwartz,kelsey79@example.net,kelsey79,1956-12-12,Female,West Elizabeth,2024-03-29,2025-03-29,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Tablet,4.0,9 +2327,Jesse Rivera,erinlopez@example.net,erinlopez,1995-08-04,Female,Patriciaburgh,2024-02-08,2025-02-07,Annual,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Tablet,4.1,0 +2328,Alison Dorsey,timothypearson@example.net,timothypearson,1969-07-16,Female,Port Tony,2024-01-13,2025-01-12,Annual,Amex,Auto-renew,Regular,Books,Action,Tablet,3.9,10 +2329,Brandi Howard,pwilkinson@example.org,pwilkinson,1945-02-15,Female,Teresaton,2024-01-27,2025-01-26,Monthly,Amex,Auto-renew,Occasional,Clothing,Horror,Smartphone,4.9,9 +2330,Michael Benson,cwhitaker@example.net,cwhitaker,1985-05-15,Male,Elizabethburgh,2024-03-12,2025-03-12,Annual,Amex,Manual,Regular,Clothing,Comedy,Tablet,4.7,6 +2331,Linda Hicks,raymond68@example.org,raymond68,1982-04-13,Male,Josephview,2024-01-19,2025-01-18,Annual,Visa,Auto-renew,Regular,Books,Romance,Smart TV,4.4,1 +2332,David Estrada,charles75@example.org,charles75,1958-01-21,Female,Rachelville,2024-01-19,2025-01-18,Annual,Amex,Auto-renew,Occasional,Clothing,Romance,Smartphone,3.0,2 +2333,Elizabeth Alexander,uspencer@example.com,uspencer,1986-02-15,Female,South Georgeborough,2024-04-09,2025-04-09,Annual,Visa,Auto-renew,Frequent,Books,Drama,Smartphone,3.0,2 +2334,Deborah Brown,cooleylisa@example.net,cooleylisa,1990-05-10,Female,North Hollymouth,2024-01-01,2024-12-31,Monthly,Amex,Manual,Frequent,Clothing,Drama,Smartphone,3.5,8 +2335,Dawn Harrell,christopher18@example.com,christopher18,1941-06-27,Female,Lewisstad,2024-04-10,2025-04-10,Annual,Amex,Manual,Frequent,Books,Action,Smart TV,4.9,8 +2336,Austin Swanson,cheryljohnson@example.org,cheryljohnson,2004-05-15,Male,South Jennifermouth,2024-02-27,2025-02-26,Annual,Visa,Manual,Regular,Electronics,Comedy,Tablet,4.2,2 +2337,Cynthia Coleman,amy18@example.net,amy18,1942-11-15,Male,Markville,2024-02-07,2025-02-06,Annual,Mastercard,Manual,Frequent,Electronics,Comedy,Tablet,3.6,9 +2338,William Buchanan,meganreynolds@example.net,meganreynolds,2003-09-22,Male,North Kathybury,2024-03-14,2025-03-14,Monthly,Visa,Auto-renew,Regular,Books,Documentary,Smart TV,4.2,9 +2339,Ryan Lucas,rose45@example.net,rose45,1968-09-25,Male,West Natasha,2024-02-20,2025-02-19,Annual,Amex,Auto-renew,Frequent,Electronics,Sci-Fi,Tablet,3.6,5 +2340,Terri Hill,barnettmichael@example.net,barnettmichael,1966-11-19,Male,Lake Benjaminburgh,2024-02-23,2025-02-22,Monthly,Amex,Auto-renew,Frequent,Books,Sci-Fi,Smart TV,3.2,1 +2341,Scott Hill,rpeters@example.org,rpeters,1996-05-18,Female,Nicoleton,2024-01-22,2025-01-21,Monthly,Mastercard,Manual,Frequent,Books,Drama,Smart TV,3.1,7 +2342,Kimberly Harrell,andrea27@example.org,andrea27,1984-01-21,Female,New Johnfort,2024-02-09,2025-02-08,Monthly,Amex,Auto-renew,Occasional,Books,Documentary,Smartphone,4.7,1 +2343,Candace Floyd,patrickvincent@example.org,patrickvincent,1979-12-16,Female,Thomasland,2024-02-29,2025-02-28,Annual,Visa,Manual,Regular,Books,Action,Smartphone,3.7,5 +2344,James Clay,kristin18@example.com,kristin18,1991-04-08,Female,North Virginia,2024-03-18,2025-03-18,Monthly,Mastercard,Auto-renew,Regular,Clothing,Comedy,Tablet,5.0,3 +2345,Joseph Walton,jill54@example.net,jill54,1953-01-04,Male,Laramouth,2024-01-14,2025-01-13,Annual,Visa,Manual,Regular,Clothing,Romance,Smartphone,4.3,8 +2346,James Mcgee MD,kellylane@example.net,kellylane,1939-02-02,Male,Elizabethside,2024-01-01,2024-12-31,Annual,Mastercard,Manual,Frequent,Books,Horror,Smartphone,3.4,1 +2347,Carol Hall,elizabeth97@example.net,elizabeth97,1993-12-04,Male,Wardfurt,2024-03-05,2025-03-05,Annual,Mastercard,Auto-renew,Occasional,Electronics,Horror,Tablet,4.2,0 +2348,Christina Morrison,stephaniebates@example.org,stephaniebates,2004-02-07,Female,Lake Aaronburgh,2024-01-01,2024-12-31,Annual,Amex,Auto-renew,Frequent,Books,Comedy,Smartphone,3.2,0 +2349,Melissa Mendez,adamsmark@example.net,adamsmark,1939-01-06,Female,Stevenport,2024-02-04,2025-02-03,Annual,Visa,Manual,Frequent,Books,Comedy,Tablet,4.8,6 +2350,Yvonne Padilla,monica75@example.net,monica75,1938-02-19,Male,North Bryanfurt,2024-03-27,2025-03-27,Annual,Mastercard,Auto-renew,Regular,Clothing,Horror,Tablet,4.9,8 +2351,Micheal Nelson,bradleydavid@example.com,bradleydavid,1939-02-04,Female,North Charlotte,2024-03-15,2025-03-15,Annual,Visa,Auto-renew,Frequent,Clothing,Action,Tablet,3.5,4 +2352,Alejandro Pruitt,unavarro@example.net,unavarro,2003-11-28,Male,Donnaville,2024-04-09,2025-04-09,Monthly,Mastercard,Manual,Occasional,Electronics,Horror,Smartphone,4.3,6 +2353,Krista Mcintosh,angela02@example.com,angela02,1989-12-07,Male,Ronaldmouth,2024-02-18,2025-02-17,Annual,Mastercard,Manual,Occasional,Clothing,Romance,Smartphone,4.3,0 +2354,James Pineda,taylor72@example.com,taylor72,1937-05-01,Female,East Jennifershire,2024-02-21,2025-02-20,Annual,Mastercard,Auto-renew,Frequent,Books,Comedy,Tablet,3.1,2 +2355,Jose Gomez,tyler29@example.com,tyler29,1936-04-03,Male,Lindseytown,2024-02-07,2025-02-06,Monthly,Amex,Manual,Occasional,Electronics,Drama,Tablet,4.6,0 +2356,Alexis Doyle,knightnatasha@example.com,knightnatasha,1979-06-03,Male,Dylanburgh,2024-02-07,2025-02-06,Annual,Visa,Auto-renew,Regular,Clothing,Romance,Smartphone,4.5,8 +2357,Amber Davis,mpage@example.net,mpage,1942-05-15,Male,Hensonburgh,2024-04-02,2025-04-02,Annual,Visa,Auto-renew,Regular,Clothing,Documentary,Tablet,4.1,2 +2358,Mitchell Smith,nstanton@example.com,nstanton,1992-03-02,Female,West Travisshire,2024-03-05,2025-03-05,Monthly,Visa,Auto-renew,Regular,Electronics,Action,Smartphone,4.0,9 +2359,Christopher Perez,darrellbarrett@example.net,darrellbarrett,2004-03-11,Male,Lake Emilyport,2024-01-30,2025-01-29,Annual,Amex,Auto-renew,Occasional,Books,Romance,Smart TV,4.0,1 +2360,Jennifer Kennedy,clarktaylor@example.com,clarktaylor,1986-12-12,Female,Floresburgh,2024-03-27,2025-03-27,Monthly,Amex,Manual,Regular,Books,Action,Smart TV,3.7,9 +2361,Susan Wolf,michaelablevins@example.org,michaelablevins,1949-01-29,Male,West Kevin,2024-02-13,2025-02-12,Monthly,Mastercard,Auto-renew,Occasional,Books,Romance,Tablet,4.9,8 +2362,Anthony Kennedy,dharrison@example.org,dharrison,1989-11-17,Male,Charlenefurt,2024-01-29,2025-01-28,Monthly,Visa,Auto-renew,Frequent,Electronics,Drama,Smartphone,3.7,3 +2363,Brittany Reed,sferrell@example.net,sferrell,1956-09-05,Male,Trevinoland,2024-01-27,2025-01-26,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Tablet,3.5,4 +2364,Kendra Marsh,camachopatricia@example.com,camachopatricia,1987-08-29,Male,Port Sherylstad,2024-01-27,2025-01-26,Annual,Amex,Manual,Frequent,Books,Comedy,Tablet,5.0,10 +2365,Kimberly Fischer,hcannon@example.org,hcannon,1981-03-15,Male,Antoniochester,2024-01-27,2025-01-26,Monthly,Mastercard,Auto-renew,Regular,Books,Documentary,Smartphone,4.3,4 +2366,Megan Vargas,adamshelen@example.org,adamshelen,1954-01-07,Female,West Bob,2024-04-03,2025-04-03,Annual,Mastercard,Auto-renew,Frequent,Electronics,Action,Smartphone,3.6,8 +2367,Wendy Cole,zwilson@example.net,zwilson,1990-10-08,Female,Kristaburgh,2024-03-19,2025-03-19,Monthly,Amex,Manual,Regular,Clothing,Action,Smart TV,4.9,0 +2368,William Brown,qstone@example.net,qstone,1973-09-07,Female,Lake Craigview,2024-03-25,2025-03-25,Annual,Amex,Manual,Frequent,Clothing,Comedy,Tablet,3.2,3 +2369,Charles Macdonald,michaelwilson@example.net,michaelwilson,1994-05-22,Male,Berryview,2024-02-23,2025-02-22,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smart TV,3.0,0 +2370,Wendy Fernandez,larryarias@example.net,larryarias,2001-06-14,Male,South Kevin,2024-02-12,2025-02-11,Annual,Amex,Manual,Occasional,Electronics,Drama,Tablet,3.5,1 +2371,Scott Martin,kenneth71@example.net,kenneth71,1988-11-10,Female,East Thomasville,2024-02-26,2025-02-25,Annual,Mastercard,Auto-renew,Occasional,Books,Drama,Smartphone,3.9,9 +2372,Ashley Harrington,thomasmorrison@example.org,thomasmorrison,1937-06-24,Female,South Monicatown,2024-01-13,2025-01-12,Monthly,Amex,Manual,Frequent,Clothing,Action,Smart TV,4.3,3 +2373,Stephanie Cooley,moraleschristian@example.com,moraleschristian,1981-04-08,Female,East Michaelchester,2024-04-14,2025-04-14,Annual,Amex,Auto-renew,Regular,Clothing,Documentary,Tablet,4.0,5 +2374,Benjamin Haynes,phicks@example.org,phicks,1999-01-05,Male,North Ericville,2024-02-02,2025-02-01,Monthly,Visa,Manual,Occasional,Electronics,Sci-Fi,Tablet,3.5,2 +2375,Carrie Sandoval,hernandezalan@example.net,hernandezalan,1993-10-08,Female,Sarahfort,2024-01-08,2025-01-07,Monthly,Mastercard,Auto-renew,Frequent,Books,Romance,Smartphone,3.3,9 +2376,Alexander Bradshaw,juan90@example.com,juan90,1970-06-17,Male,Wolfeburgh,2024-04-13,2025-04-13,Annual,Mastercard,Auto-renew,Regular,Clothing,Action,Tablet,4.4,10 +2377,Mark Roberts,timothyedwards@example.com,timothyedwards,1998-07-18,Female,Josephton,2024-03-01,2025-03-01,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Tablet,4.4,5 +2378,Miss Sarah Marshall MD,oconnorjerry@example.com,oconnorjerry,1966-04-16,Male,West Allen,2024-03-20,2025-03-20,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smartphone,4.9,0 +2379,Jamie Garcia,ktate@example.com,ktate,1946-08-24,Female,Pughborough,2024-02-26,2025-02-25,Monthly,Mastercard,Auto-renew,Occasional,Books,Romance,Smart TV,4.7,10 +2380,Michelle Erickson,daviskathryn@example.org,daviskathryn,1963-01-12,Male,North Stephen,2024-02-14,2025-02-13,Annual,Visa,Manual,Regular,Books,Comedy,Tablet,4.0,0 +2381,Nancy Burton,michele59@example.com,michele59,1936-05-31,Male,South Kristen,2024-01-01,2024-12-31,Monthly,Amex,Manual,Regular,Books,Romance,Smartphone,3.8,2 +2382,Sarah Gross,victorperez@example.com,victorperez,1991-10-15,Male,South Michelle,2024-04-12,2025-04-12,Monthly,Amex,Manual,Regular,Books,Documentary,Smartphone,4.0,9 +2383,Roberto Stewart,michealhickman@example.org,michealhickman,1982-09-21,Female,New David,2024-03-01,2025-03-01,Monthly,Amex,Auto-renew,Occasional,Electronics,Comedy,Tablet,3.4,5 +2384,Penny Roberts,eric50@example.org,eric50,1967-04-06,Female,Hamptonchester,2024-03-29,2025-03-29,Annual,Visa,Auto-renew,Frequent,Books,Drama,Tablet,4.1,2 +2385,Lisa Villarreal,brownjudith@example.org,brownjudith,1940-03-08,Male,Aguilarburgh,2024-02-07,2025-02-06,Annual,Visa,Manual,Frequent,Electronics,Drama,Smart TV,4.5,4 +2386,Brandi Clements,brittneyhunt@example.net,brittneyhunt,1961-03-24,Female,Kimberlyview,2024-01-01,2024-12-31,Monthly,Visa,Manual,Frequent,Books,Drama,Tablet,3.9,8 +2387,Billy Young,johnsonmaurice@example.com,johnsonmaurice,2006-01-25,Male,Hernandezmouth,2024-01-31,2025-01-30,Monthly,Mastercard,Auto-renew,Frequent,Books,Sci-Fi,Tablet,3.5,5 +2388,Brenda Graves,catherineallen@example.org,catherineallen,1977-11-30,Female,Jamesberg,2024-01-31,2025-01-30,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Tablet,3.1,10 +2389,Joshua Price,sburke@example.com,sburke,1934-11-28,Male,New Timothyport,2024-02-17,2025-02-16,Monthly,Amex,Manual,Frequent,Electronics,Documentary,Smartphone,4.5,3 +2390,Daniel Moore,barberjason@example.com,barberjason,2001-04-05,Male,Lake Robert,2024-03-20,2025-03-20,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Horror,Tablet,3.1,6 +2391,Brian Jones,christopher89@example.net,christopher89,1999-10-28,Male,Michellemouth,2024-01-02,2025-01-01,Annual,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smartphone,3.4,4 +2392,Nicholas Gilbert,aharris@example.com,aharris,1998-07-08,Male,Ianbury,2024-01-14,2025-01-13,Monthly,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Smart TV,3.4,0 +2393,Trevor Diaz,sdavidson@example.com,sdavidson,1976-04-04,Female,Lancefort,2024-03-21,2025-03-21,Annual,Amex,Manual,Occasional,Books,Sci-Fi,Smartphone,4.5,3 +2394,Margaret Johnson,seansanders@example.org,seansanders,1997-11-16,Male,East Adamfurt,2024-01-09,2025-01-08,Annual,Mastercard,Auto-renew,Frequent,Electronics,Drama,Smart TV,4.6,10 +2395,Stephanie Moss,vperez@example.org,vperez,1941-08-05,Male,New Alejandra,2024-01-10,2025-01-09,Monthly,Mastercard,Manual,Regular,Electronics,Drama,Smartphone,3.5,0 +2396,Lisa Fletcher,peter29@example.net,peter29,1974-05-09,Female,South Walter,2024-03-13,2025-03-13,Annual,Amex,Manual,Regular,Clothing,Drama,Tablet,3.1,3 +2397,Travis Gonzales,millerdavid@example.net,millerdavid,1965-01-21,Female,South Christinehaven,2024-04-02,2025-04-02,Monthly,Mastercard,Manual,Frequent,Clothing,Action,Tablet,3.9,5 +2398,Katie Keller,christine40@example.com,christine40,1949-10-03,Male,Lake Davidfort,2024-04-08,2025-04-08,Monthly,Visa,Auto-renew,Frequent,Electronics,Sci-Fi,Tablet,3.4,0 +2399,Bryan Schmidt,lunahannah@example.org,lunahannah,1958-04-20,Male,North Allison,2024-01-24,2025-01-23,Annual,Amex,Manual,Frequent,Clothing,Drama,Tablet,4.5,10 +2400,Francisco Joyce,morgancooley@example.org,morgancooley,2000-05-04,Male,Port Jeffreyville,2024-02-27,2025-02-26,Annual,Mastercard,Manual,Regular,Clothing,Sci-Fi,Smartphone,4.0,6 +2401,Stanley Mendoza,hrobertson@example.org,hrobertson,1983-11-21,Female,Kevinhaven,2024-03-12,2025-03-12,Monthly,Amex,Manual,Occasional,Clothing,Romance,Smart TV,3.1,4 +2402,Jennifer Love,morganlisa@example.com,morganlisa,1943-05-09,Female,South Jennifer,2024-02-26,2025-02-25,Annual,Amex,Auto-renew,Regular,Electronics,Horror,Smart TV,3.5,5 +2403,Ashley Kelly,smartin@example.org,smartin,1971-04-27,Male,Beckport,2024-03-31,2025-03-31,Annual,Visa,Manual,Frequent,Clothing,Horror,Tablet,4.7,10 +2404,Wayne Holder,lewiscaitlin@example.org,lewiscaitlin,1939-04-04,Male,Holmesfurt,2024-04-09,2025-04-09,Annual,Amex,Manual,Frequent,Electronics,Horror,Smartphone,4.5,1 +2405,Samantha Williams,vincentbaker@example.com,vincentbaker,1975-11-18,Female,Samuelton,2024-02-23,2025-02-22,Monthly,Visa,Manual,Occasional,Electronics,Drama,Smartphone,3.1,3 +2406,Abigail Carroll,bking@example.org,bking,1939-05-04,Male,Ramirezburgh,2024-01-21,2025-01-20,Monthly,Amex,Auto-renew,Frequent,Electronics,Documentary,Smart TV,4.8,1 +2407,James Fitzpatrick,asullivan@example.com,asullivan,1982-06-08,Female,West Richard,2024-03-09,2025-03-09,Monthly,Mastercard,Auto-renew,Occasional,Books,Documentary,Smartphone,4.0,4 +2408,Christopher Kennedy,khanjoshua@example.org,khanjoshua,1984-10-15,Male,Lake Brandon,2024-04-14,2025-04-14,Monthly,Visa,Auto-renew,Occasional,Books,Horror,Smartphone,3.2,10 +2409,Juan Alexander,elizabethwilkerson@example.com,elizabethwilkerson,1964-12-04,Male,Lake Danielview,2024-02-06,2025-02-05,Annual,Visa,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,4.0,8 +2410,Ryan Richardson,jsnow@example.net,jsnow,1958-10-08,Female,North Traci,2024-02-20,2025-02-19,Annual,Mastercard,Auto-renew,Occasional,Electronics,Drama,Smartphone,4.9,0 +2411,Lauren Bridges,feliciadavidson@example.org,feliciadavidson,1951-08-15,Male,North Robert,2024-03-13,2025-03-13,Monthly,Amex,Auto-renew,Occasional,Clothing,Comedy,Smartphone,4.4,10 +2412,Stephanie Young,jacksonamber@example.org,jacksonamber,1991-06-26,Female,Lake Nancystad,2024-01-07,2025-01-06,Monthly,Mastercard,Auto-renew,Regular,Books,Horror,Tablet,3.3,5 +2413,Michael Villegas,freynolds@example.net,freynolds,1971-09-18,Female,Hunterhaven,2024-02-06,2025-02-05,Monthly,Amex,Auto-renew,Regular,Electronics,Comedy,Smartphone,3.6,4 +2414,Kimberly Cantu,christopher51@example.net,christopher51,1967-06-16,Female,East Danielle,2024-02-05,2025-02-04,Annual,Visa,Manual,Regular,Clothing,Action,Smart TV,3.5,6 +2415,Joshua Willis,westjenny@example.com,westjenny,1958-07-27,Female,Leeburgh,2024-03-01,2025-03-01,Monthly,Mastercard,Manual,Regular,Electronics,Romance,Tablet,4.7,10 +2416,Kathleen Oconnor,ubowman@example.net,ubowman,1962-07-15,Male,Port Ryan,2024-04-12,2025-04-12,Annual,Amex,Auto-renew,Regular,Books,Drama,Smartphone,3.5,6 +2417,David Smith,hartmanaaron@example.com,hartmanaaron,1971-09-25,Male,Anthonyport,2024-02-10,2025-02-09,Annual,Amex,Manual,Regular,Clothing,Documentary,Tablet,3.6,8 +2418,Kevin Carter,robertalvarado@example.org,robertalvarado,1994-08-27,Male,Stephanieborough,2024-01-27,2025-01-26,Annual,Visa,Manual,Regular,Books,Comedy,Smartphone,4.4,1 +2419,Jeffrey Marquez,tracisanchez@example.org,tracisanchez,1953-05-26,Female,Ericside,2024-02-15,2025-02-14,Monthly,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Tablet,4.8,7 +2420,Edward Schmidt,wdaugherty@example.net,wdaugherty,1936-11-02,Female,Robertchester,2024-01-24,2025-01-23,Annual,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Tablet,3.5,5 +2421,Hector Ortiz,wilkinsonjames@example.org,wilkinsonjames,2003-11-27,Female,Christopherchester,2024-03-02,2025-03-02,Monthly,Amex,Auto-renew,Frequent,Books,Drama,Smartphone,4.0,10 +2422,Christina Fowler,sanchezsara@example.com,sanchezsara,1941-05-23,Male,South Ashley,2024-01-15,2025-01-14,Annual,Visa,Auto-renew,Occasional,Electronics,Comedy,Tablet,3.2,0 +2423,Reginald Davis,ucollins@example.com,ucollins,1974-07-08,Male,Johnsonside,2024-01-29,2025-01-28,Monthly,Visa,Auto-renew,Frequent,Clothing,Romance,Tablet,3.3,1 +2424,Lauren Johnson,patriciaclarke@example.com,patriciaclarke,2004-09-25,Female,Kimberlyville,2024-02-10,2025-02-09,Monthly,Visa,Auto-renew,Frequent,Clothing,Horror,Smartphone,4.2,4 +2425,Bradley Bush,batesedward@example.com,batesedward,1981-02-07,Female,West Beverlyhaven,2024-04-09,2025-04-09,Monthly,Mastercard,Auto-renew,Frequent,Books,Comedy,Tablet,3.4,1 +2426,Larry Morrow,teresa72@example.net,teresa72,1963-03-09,Female,Lake Lorimouth,2024-04-12,2025-04-12,Annual,Mastercard,Manual,Frequent,Books,Sci-Fi,Smartphone,3.5,8 +2427,Ruth Murphy,portermarissa@example.net,portermarissa,1976-12-01,Female,New Thomasburgh,2024-03-29,2025-03-29,Monthly,Mastercard,Manual,Frequent,Books,Action,Smartphone,4.9,6 +2428,Joseph Marquez,aaron39@example.com,aaron39,1973-04-14,Male,Jacobton,2024-04-04,2025-04-04,Monthly,Visa,Manual,Occasional,Books,Drama,Smart TV,3.1,7 +2429,Debra Murillo,maryallen@example.org,maryallen,1966-07-11,Male,North Jeffrey,2024-03-11,2025-03-11,Monthly,Visa,Manual,Occasional,Clothing,Romance,Tablet,4.7,0 +2430,Jamie Shields,harrisstephanie@example.com,harrisstephanie,1992-11-29,Female,East Kyletown,2024-03-24,2025-03-24,Annual,Mastercard,Manual,Frequent,Electronics,Drama,Smart TV,4.7,2 +2431,Richard Love,jameswarner@example.org,jameswarner,1972-10-10,Male,Webstertown,2024-02-17,2025-02-16,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Horror,Smart TV,3.4,2 +2432,Stephanie Trujillo,sperry@example.org,sperry,1968-09-24,Male,Justinstad,2024-03-12,2025-03-12,Annual,Amex,Auto-renew,Frequent,Clothing,Sci-Fi,Smart TV,4.6,7 +2433,Pamela Hutchinson,hannah28@example.net,hannah28,1940-08-15,Female,West Lisa,2024-01-30,2025-01-29,Annual,Mastercard,Auto-renew,Regular,Electronics,Documentary,Smart TV,4.1,7 +2434,Chloe Simpson,nathankennedy@example.org,nathankennedy,1997-10-06,Female,East Victoriastad,2024-01-07,2025-01-06,Annual,Visa,Auto-renew,Regular,Books,Horror,Tablet,4.6,8 +2435,Zachary Sanders,aguilarlaura@example.net,aguilarlaura,1947-10-08,Male,South Jessica,2024-01-13,2025-01-12,Annual,Visa,Auto-renew,Regular,Clothing,Romance,Tablet,4.6,1 +2436,Gabriel Hayes,jamie03@example.net,jamie03,1956-07-12,Female,West Jeremiah,2024-02-20,2025-02-19,Annual,Amex,Manual,Frequent,Electronics,Horror,Tablet,4.7,6 +2437,Jon Carson,parsonssamuel@example.net,parsonssamuel,1975-06-26,Female,West Brian,2024-01-09,2025-01-08,Monthly,Amex,Manual,Regular,Electronics,Action,Smartphone,5.0,2 +2438,Charles Smith,pacevedo@example.com,pacevedo,1957-11-20,Female,North Aaronton,2024-03-11,2025-03-11,Monthly,Mastercard,Manual,Occasional,Books,Horror,Smartphone,3.9,6 +2439,Gregory Haney,langlarry@example.org,langlarry,1969-07-30,Female,Garymouth,2024-02-05,2025-02-04,Annual,Visa,Auto-renew,Frequent,Electronics,Documentary,Tablet,3.1,8 +2440,Dawn Payne,mackenzie51@example.net,mackenzie51,1979-02-21,Male,Williamberg,2024-01-28,2025-01-27,Annual,Mastercard,Auto-renew,Frequent,Books,Action,Tablet,4.5,8 +2441,William Burns,williemiranda@example.com,williemiranda,1955-01-08,Male,Petersonside,2024-03-22,2025-03-22,Monthly,Mastercard,Auto-renew,Frequent,Books,Horror,Tablet,3.0,6 +2442,Christina Valencia,laurasmith@example.com,laurasmith,1972-09-24,Female,South Darleneborough,2024-03-12,2025-03-12,Annual,Visa,Auto-renew,Occasional,Books,Drama,Smart TV,4.1,8 +2443,Joseph Rogers,jonesrachel@example.org,jonesrachel,1939-07-02,Female,Gibsonbury,2024-04-01,2025-04-01,Monthly,Amex,Manual,Regular,Electronics,Drama,Smart TV,3.0,7 +2444,Drew Robles,margaretnovak@example.org,margaretnovak,1983-02-28,Male,South Elizabeth,2024-01-15,2025-01-14,Annual,Mastercard,Auto-renew,Regular,Electronics,Sci-Fi,Tablet,4.9,1 +2445,Elizabeth Shaw,hallsean@example.org,hallsean,1961-12-26,Female,Fisherton,2024-02-24,2025-02-23,Monthly,Visa,Auto-renew,Frequent,Books,Action,Tablet,4.3,1 +2446,Carol Lawson,graymary@example.net,graymary,1936-09-07,Male,Brianhaven,2024-01-13,2025-01-12,Monthly,Mastercard,Manual,Regular,Electronics,Romance,Smart TV,4.4,2 +2447,Jennifer Franco,cindy32@example.org,cindy32,1959-09-04,Female,Derekberg,2024-02-23,2025-02-22,Monthly,Visa,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.4,6 +2448,Kenneth Sullivan,boonemario@example.com,boonemario,1960-10-18,Male,Lake Allen,2024-01-26,2025-01-25,Monthly,Visa,Manual,Occasional,Clothing,Romance,Tablet,3.8,6 +2449,Elaine Haney,gclark@example.org,gclark,1935-01-01,Female,Port Wanda,2024-03-07,2025-03-07,Monthly,Visa,Auto-renew,Occasional,Electronics,Documentary,Smart TV,4.1,7 +2450,Kendra Mcknight,christopherwood@example.org,christopherwood,1982-05-11,Female,Port Don,2024-03-07,2025-03-07,Annual,Amex,Manual,Occasional,Clothing,Documentary,Smartphone,3.2,10 +2451,Monica Cook,colemichelle@example.net,colemichelle,1981-03-29,Female,Schwartzbury,2024-02-28,2025-02-27,Annual,Mastercard,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,4.1,0 +2452,William Walker,antonio21@example.org,antonio21,1999-10-08,Male,Marquezhaven,2024-02-18,2025-02-17,Annual,Visa,Manual,Occasional,Clothing,Horror,Tablet,3.1,1 +2453,Matthew Davis,wustephanie@example.net,wustephanie,1977-09-01,Female,Allisonshire,2024-03-26,2025-03-26,Monthly,Amex,Auto-renew,Occasional,Clothing,Comedy,Smartphone,3.8,8 +2454,Lorraine Sanchez,wparks@example.org,wparks,1939-08-22,Male,North Cathyton,2024-02-23,2025-02-22,Annual,Mastercard,Auto-renew,Frequent,Electronics,Horror,Smartphone,4.1,1 +2455,Vincent Velasquez,jasmine45@example.net,jasmine45,1992-09-05,Male,New Aaron,2024-02-06,2025-02-05,Annual,Mastercard,Manual,Frequent,Books,Romance,Smart TV,3.4,8 +2456,Misty Henderson,kjacobson@example.org,kjacobson,1974-11-28,Female,Staceychester,2024-04-12,2025-04-12,Monthly,Amex,Manual,Frequent,Electronics,Comedy,Smart TV,4.3,4 +2457,Jeffrey Lane,hansenelizabeth@example.org,hansenelizabeth,1972-05-25,Male,Gonzalezchester,2024-01-26,2025-01-25,Monthly,Mastercard,Manual,Frequent,Books,Action,Smartphone,3.7,8 +2458,Jody Reyes,christopher21@example.net,christopher21,1963-09-15,Male,Kevinport,2024-01-20,2025-01-19,Monthly,Mastercard,Auto-renew,Occasional,Electronics,Sci-Fi,Smart TV,4.0,4 +2459,Steve Lucero,jennifer43@example.net,jennifer43,1993-06-14,Male,West Jason,2024-03-26,2025-03-26,Annual,Visa,Auto-renew,Regular,Books,Action,Smartphone,3.5,9 +2460,Alison Young,lisa22@example.org,lisa22,1985-06-05,Female,Lewisville,2024-02-24,2025-02-23,Monthly,Visa,Manual,Regular,Clothing,Romance,Smart TV,4.8,3 +2461,Melissa Smith,valexander@example.org,valexander,1943-11-21,Female,Port Ritaville,2024-03-01,2025-03-01,Monthly,Visa,Auto-renew,Regular,Books,Comedy,Smart TV,3.7,3 +2462,Gerald Porter,monicanguyen@example.org,monicanguyen,1975-10-17,Male,Torresfort,2024-04-07,2025-04-07,Monthly,Amex,Auto-renew,Regular,Electronics,Action,Smart TV,3.3,9 +2463,Margaret Weaver,hoodmonica@example.net,hoodmonica,1952-04-14,Male,Harrisfurt,2024-03-12,2025-03-12,Annual,Amex,Manual,Occasional,Books,Sci-Fi,Smart TV,3.1,6 +2464,Travis Gutierrez,kathrynweiss@example.com,kathrynweiss,1947-01-06,Male,Freemantown,2024-01-22,2025-01-21,Annual,Mastercard,Auto-renew,Frequent,Clothing,Documentary,Tablet,3.3,10 +2465,Mallory Buck,mendezjessica@example.net,mendezjessica,1986-01-05,Female,Lake Tommyburgh,2024-01-24,2025-01-23,Annual,Visa,Auto-renew,Regular,Clothing,Action,Tablet,3.1,3 +2466,Christopher Lee,ihill@example.org,ihill,1987-10-07,Female,West John,2024-02-23,2025-02-22,Monthly,Amex,Auto-renew,Occasional,Electronics,Drama,Smart TV,4.8,8 +2467,John Dixon,williamkoch@example.org,williamkoch,1985-11-14,Female,Wilsonton,2024-02-09,2025-02-08,Monthly,Mastercard,Manual,Occasional,Clothing,Comedy,Tablet,4.8,7 +2468,Faith Charles,matthew53@example.net,matthew53,1971-02-15,Female,Michaeltown,2024-02-21,2025-02-20,Annual,Amex,Manual,Occasional,Books,Drama,Smartphone,4.1,5 +2469,Michael Robles,julierose@example.com,julierose,1951-04-13,Male,Michaelfurt,2024-03-12,2025-03-12,Monthly,Visa,Manual,Occasional,Electronics,Sci-Fi,Smart TV,3.5,0 +2470,Susan Singleton,campbelljennifer@example.net,campbelljennifer,1933-10-13,Male,Laurieburgh,2024-03-19,2025-03-19,Annual,Mastercard,Manual,Frequent,Electronics,Action,Smartphone,3.1,3 +2471,Richard Dalton,jasonparsons@example.org,jasonparsons,1966-09-16,Female,Port April,2024-02-05,2025-02-04,Annual,Mastercard,Auto-renew,Regular,Electronics,Horror,Smartphone,4.4,1 +2472,Jeffrey Lam,romerologan@example.org,romerologan,1960-11-03,Male,Robertsview,2024-03-07,2025-03-07,Annual,Mastercard,Auto-renew,Frequent,Electronics,Drama,Smart TV,4.7,2 +2473,Kathryn Shaw,mrogers@example.org,mrogers,1938-11-19,Female,West Peter,2024-03-18,2025-03-18,Monthly,Amex,Auto-renew,Occasional,Electronics,Drama,Tablet,3.6,7 +2474,Kenneth Quinn,hboyd@example.org,hboyd,1944-06-24,Female,North Bryan,2024-02-18,2025-02-17,Annual,Visa,Manual,Occasional,Books,Sci-Fi,Smartphone,3.3,8 +2475,Dr. Robert Allison MD,carrie14@example.net,carrie14,1981-02-06,Female,Meyerberg,2024-01-24,2025-01-23,Annual,Amex,Auto-renew,Occasional,Electronics,Romance,Smartphone,3.4,6 +2476,Anthony Wood,hansennicole@example.com,hansennicole,1989-12-03,Male,Port Rhonda,2024-01-24,2025-01-23,Annual,Amex,Auto-renew,Frequent,Clothing,Romance,Smartphone,4.0,7 +2477,Aaron Goodman,michaelanderson@example.org,michaelanderson,1961-03-04,Male,Port Sarahview,2024-02-18,2025-02-17,Monthly,Amex,Auto-renew,Regular,Clothing,Sci-Fi,Smart TV,4.0,5 +2478,Alec Alexander,brandtbrian@example.org,brandtbrian,1936-12-03,Female,West Amy,2024-02-17,2025-02-16,Monthly,Amex,Auto-renew,Occasional,Clothing,Comedy,Tablet,4.5,6 +2479,James Patterson III,holly00@example.com,holly00,1996-07-28,Female,Christopherburgh,2024-02-13,2025-02-12,Monthly,Visa,Auto-renew,Frequent,Clothing,Sci-Fi,Smart TV,3.7,8 +2480,Mckenzie Nelson,martinezamber@example.net,martinezamber,1947-07-27,Male,Lake Gabrielle,2024-02-04,2025-02-03,Annual,Amex,Auto-renew,Occasional,Books,Action,Smartphone,4.2,6 +2481,Christina Porter,jamesedwards@example.com,jamesedwards,1935-03-15,Male,New Richardville,2024-02-13,2025-02-12,Monthly,Mastercard,Manual,Frequent,Clothing,Sci-Fi,Smart TV,4.6,10 +2482,Katie Gamble,denisejones@example.net,denisejones,1965-04-05,Female,Kevintown,2024-02-12,2025-02-11,Monthly,Visa,Auto-renew,Frequent,Clothing,Documentary,Tablet,3.6,4 +2483,Gary White,robert75@example.org,robert75,1965-08-29,Female,Scottville,2024-01-01,2024-12-31,Annual,Mastercard,Auto-renew,Occasional,Clothing,Sci-Fi,Smart TV,3.8,0 +2484,Samantha Lee,catherinecannon@example.com,catherinecannon,1960-09-23,Female,Edwardstown,2024-02-07,2025-02-06,Annual,Visa,Auto-renew,Occasional,Clothing,Sci-Fi,Tablet,5.0,2 +2485,Samuel Rivera,brandon58@example.org,brandon58,1941-01-15,Female,North Nicoletown,2024-01-03,2025-01-02,Annual,Amex,Auto-renew,Frequent,Clothing,Documentary,Smart TV,3.8,8 +2486,Sonya Garcia,smithgerald@example.org,smithgerald,1955-07-30,Female,Port Carlosville,2024-02-19,2025-02-18,Monthly,Amex,Auto-renew,Frequent,Clothing,Documentary,Smart TV,3.6,1 +2487,Margaret Conner,simpsoncharlotte@example.com,simpsoncharlotte,1982-07-05,Female,Johnview,2024-03-01,2025-03-01,Annual,Visa,Manual,Regular,Clothing,Sci-Fi,Smart TV,3.1,8 +2488,Anthony Cruz,bradleycordova@example.org,bradleycordova,1973-03-04,Female,Gibsonstad,2024-04-08,2025-04-08,Monthly,Amex,Auto-renew,Regular,Clothing,Romance,Tablet,4.4,2 +2489,Amanda Gardner,sporter@example.net,sporter,2005-05-18,Female,Port Jonathan,2024-03-07,2025-03-07,Annual,Mastercard,Auto-renew,Regular,Clothing,Romance,Smartphone,4.9,9 +2490,Jeffery Mcdowell,bradley67@example.net,bradley67,1966-07-07,Female,Jakeside,2024-01-06,2025-01-05,Monthly,Visa,Auto-renew,Frequent,Clothing,Documentary,Smartphone,4.4,7 +2491,Shannon Short,guzmanmichelle@example.com,guzmanmichelle,1941-09-08,Male,Garzaburgh,2024-03-17,2025-03-17,Annual,Mastercard,Manual,Occasional,Books,Horror,Smart TV,4.5,6 +2492,Brian Robertson,jirwin@example.org,jirwin,1982-02-25,Female,Port Cheryltown,2024-02-25,2025-02-24,Monthly,Visa,Auto-renew,Occasional,Electronics,Action,Tablet,4.1,4 +2493,Darrell Krueger,twatkins@example.net,twatkins,1941-01-03,Male,New Jason,2024-01-29,2025-01-28,Monthly,Amex,Manual,Regular,Books,Action,Smartphone,4.7,6 +2494,Jerry Bruce,virginia02@example.net,virginia02,1962-07-03,Male,North Tinaborough,2024-04-05,2025-04-05,Annual,Visa,Auto-renew,Regular,Books,Horror,Smart TV,5.0,4 +2495,Jennifer Burch,andersonchristina@example.net,andersonchristina,1950-04-18,Female,New Ian,2024-03-06,2025-03-06,Annual,Mastercard,Auto-renew,Occasional,Clothing,Drama,Smartphone,4.1,8 +2496,Michael Lopez,williamsroberto@example.org,williamsroberto,1967-08-19,Male,Smithport,2024-01-25,2025-01-24,Annual,Visa,Auto-renew,Frequent,Electronics,Comedy,Smartphone,4.9,2 +2497,Matthew Woodard,lkaiser@example.com,lkaiser,1980-10-23,Male,Ethanport,2024-03-03,2025-03-03,Annual,Amex,Manual,Frequent,Books,Comedy,Smart TV,4.0,0 +2498,Morgan Barnes,erikaholland@example.net,erikaholland,1972-03-31,Female,Alexandraborough,2024-02-09,2025-02-08,Annual,Visa,Manual,Frequent,Electronics,Documentary,Tablet,4.9,8 +2499,Gina Castaneda,reedcourtney@example.net,reedcourtney,1965-08-02,Female,Williammouth,2024-02-18,2025-02-17,Monthly,Visa,Manual,Regular,Clothing,Comedy,Smartphone,3.4,7 +2500,Mark Nicholson,martinisaac@example.net,martinisaac,1972-11-13,Female,Estradaborough,2024-01-28,2025-01-27,Annual,Visa,Auto-renew,Regular,Books,Documentary,Smart TV,3.3,9 diff --git a/exercicios/para-casa/Francitelma/projeto.ipynb b/exercicios/para-casa/Francitelma/projeto.ipynb new file mode 100644 index 0000000..2c843e8 --- /dev/null +++ b/exercicios/para-casa/Francitelma/projeto.ipynb @@ -0,0 +1,4906 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt \n", + "from scipy.stats import ttest_ind\n", + "import seaborn as sns\n", + "from datetime import datetime\n", + "import plotly.express as px\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(r\"C:\\Users\\nada_\\OneDrive\\Desktop\\REPROGRAMA\\arquivoparaprojeto.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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User IDNameEmail AddressUsernameDate of BirthGenderLocationMembership Start DateMembership End DateSubscription PlanPayment InformationRenewal StatusUsage FrequencyPurchase HistoryFavorite GenresDevices UsedEngagement MetricsFeedback/RatingsCustomer Support Interactions
01Ronald Murphywilliamholland@example.comwilliamholland1953-06-03MaleRebeccachester2024-01-152025-01-14AnnualMastercardManualRegularElectronicsDocumentarySmart TVMedium3.63
12Scott Allenscott22@example.orgscott221978-07-08MaleMcphersonview2024-01-072025-01-06MonthlyVisaManualRegularElectronicsHorrorSmartphoneMedium3.87
23Jonathan Parrishbrooke16@example.orgbrooke161994-12-06FemaleYoungfort2024-04-132025-04-13MonthlyMastercardManualRegularBooksComedySmart TVLow3.38
34Megan Williamselizabeth31@example.netelizabeth311964-12-22FemaleFeliciashire2024-01-242025-01-23MonthlyAmexAuto-renewRegularElectronicsDocumentarySmart TVHigh3.37
45Kathryn Brownpattersonalexandra@example.orgpattersonalexandra1961-06-04MalePort Deborah2024-02-142025-02-13AnnualVisaAuto-renewFrequentClothingDramaSmart TVLow4.31
56Sandra Coxgparks@example.orggparks1954-09-19FemaleLake Johnathan2024-01-152025-01-14MonthlyAmexManualOccasionalBooksActionTabletLow3.82
67Benjamin Marshallmichaellewis@example.netmichaellewis2003-02-09MaleCarlsonchester2024-04-082025-04-08MonthlyAmexAuto-renewFrequentClothingSci-FiTabletMedium4.410
78James Smithadrienne49@example.orgadrienne491946-10-04MaleWest Matthewborough2024-02-162025-02-15MonthlyVisaManualRegularElectronicsHorrorSmart TVMedium3.66
89Bradley Greenbrittany02@example.netbrittany021950-12-24FemaleKarenshire2024-04-092025-04-09AnnualAmexManualFrequentElectronicsDocumentarySmartphoneMedium4.08
910Kayla Hernandezjessica53@example.netjessica531963-06-16MaleWest Stephen2024-03-102025-03-10MonthlyVisaAuto-renewFrequentClothingDramaTabletHigh4.96
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" + ], + "text/plain": [ + " User ID Name Email Address \\\n", + "0 1 Ronald Murphy williamholland@example.com \n", + "1 2 Scott Allen scott22@example.org \n", + "2 3 Jonathan Parrish brooke16@example.org \n", + "3 4 Megan Williams elizabeth31@example.net \n", + "4 5 Kathryn Brown pattersonalexandra@example.org \n", + "5 6 Sandra Cox gparks@example.org \n", + "6 7 Benjamin Marshall michaellewis@example.net \n", + "7 8 James Smith adrienne49@example.org \n", + "8 9 Bradley Green brittany02@example.net \n", + "9 10 Kayla Hernandez jessica53@example.net \n", + "\n", + " Username Date of Birth Gender Location \\\n", + "0 williamholland 1953-06-03 Male Rebeccachester \n", + "1 scott22 1978-07-08 Male Mcphersonview \n", + "2 brooke16 1994-12-06 Female Youngfort \n", + "3 elizabeth31 1964-12-22 Female Feliciashire \n", + "4 pattersonalexandra 1961-06-04 Male Port Deborah \n", + "5 gparks 1954-09-19 Female Lake Johnathan \n", + "6 michaellewis 2003-02-09 Male Carlsonchester \n", + "7 adrienne49 1946-10-04 Male West Matthewborough \n", + "8 brittany02 1950-12-24 Female Karenshire \n", + "9 jessica53 1963-06-16 Male West Stephen \n", + "\n", + " Membership Start Date Membership End Date Subscription Plan \\\n", + "0 2024-01-15 2025-01-14 Annual \n", + "1 2024-01-07 2025-01-06 Monthly \n", + "2 2024-04-13 2025-04-13 Monthly \n", + "3 2024-01-24 2025-01-23 Monthly \n", + "4 2024-02-14 2025-02-13 Annual \n", + "5 2024-01-15 2025-01-14 Monthly \n", + "6 2024-04-08 2025-04-08 Monthly \n", + "7 2024-02-16 2025-02-15 Monthly \n", + "8 2024-04-09 2025-04-09 Annual \n", + "9 2024-03-10 2025-03-10 Monthly \n", + "\n", + " Payment Information Renewal Status Usage Frequency Purchase History \\\n", + "0 Mastercard Manual Regular Electronics \n", + "1 Visa Manual Regular Electronics \n", + "2 Mastercard Manual Regular Books \n", + "3 Amex Auto-renew Regular Electronics \n", + "4 Visa Auto-renew Frequent Clothing \n", + "5 Amex Manual Occasional Books \n", + "6 Amex Auto-renew Frequent Clothing \n", + "7 Visa Manual Regular Electronics \n", + "8 Amex Manual Frequent Electronics \n", + "9 Visa Auto-renew Frequent Clothing \n", + "\n", + " Favorite Genres Devices Used Engagement Metrics Feedback/Ratings \\\n", + "0 Documentary Smart TV Medium 3.6 \n", + "1 Horror Smartphone Medium 3.8 \n", + "2 Comedy Smart TV Low 3.3 \n", + "3 Documentary Smart TV High 3.3 \n", + "4 Drama Smart TV Low 4.3 \n", + "5 Action Tablet Low 3.8 \n", + "6 Sci-Fi Tablet Medium 4.4 \n", + "7 Horror Smart TV Medium 3.6 \n", + "8 Documentary Smartphone Medium 4.0 \n", + "9 Drama Tablet High 4.9 \n", + "\n", + " Customer Support Interactions \n", + "0 3 \n", + "1 7 \n", + "2 8 \n", + "3 7 \n", + "4 1 \n", + "5 2 \n", + "6 10 \n", + "7 6 \n", + "8 8 \n", + "9 6 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2500, 19)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "User ID 0\n", + "Name 0\n", + "Email Address 0\n", + "Username 0\n", + "Date of Birth 0\n", + "Gender 0\n", + "Location 0\n", + "Membership Start Date 0\n", + "Membership End Date 0\n", + "Subscription Plan 0\n", + "Payment Information 0\n", + "Renewal Status 0\n", + "Usage Frequency 0\n", + "Purchase History 0\n", + "Favorite Genres 0\n", + "Devices Used 0\n", + "Engagement Metrics 0\n", + "Feedback/Ratings 0\n", + "Customer Support Interactions 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "nulos_por_colunas = df.isnull().sum()\n", + "print(nulos_por_colunas)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + " ..\n", + "2495 0\n", + "2496 0\n", + "2497 0\n", + "2498 0\n", + "2499 0\n", + "Length: 2500, dtype: int64\n" + ] + } + ], + "source": [ + "nulos_por_linhas = df.isnull().sum(axis=1) \n", + "print(nulos_por_linhas)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " User ID Feedback/Ratings Customer Support Interactions\n", + "count 2500.00000 2500.000000 2500.000000\n", + "mean 1250.50000 4.004760 4.951600\n", + "std 721.83216 0.580769 3.191572\n", + "min 1.00000 3.000000 0.000000\n", + "25% 625.75000 3.500000 2.000000\n", + "50% 1250.50000 4.000000 5.000000\n", + "75% 1875.25000 4.500000 8.000000\n", + "max 2500.00000 5.000000 10.000000" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2500 entries, 0 to 2499\n", + "Data columns (total 19 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 User ID 2500 non-null int64 \n", + " 1 Name 2500 non-null object \n", + " 2 Email Address 2500 non-null object \n", + " 3 Username 2500 non-null object \n", + " 4 Date of Birth 2500 non-null object \n", + " 5 Gender 2500 non-null object \n", + " 6 Location 2500 non-null object \n", + " 7 Membership Start Date 2500 non-null object \n", + " 8 Membership End Date 2500 non-null object \n", + " 9 Subscription Plan 2500 non-null object \n", + " 10 Payment Information 2500 non-null object \n", + " 11 Renewal Status 2500 non-null object \n", + " 12 Usage Frequency 2500 non-null object \n", + " 13 Purchase History 2500 non-null object \n", + " 14 Favorite Genres 2500 non-null object \n", + " 15 Devices Used 2500 non-null object \n", + " 16 Engagement Metrics 2500 non-null object \n", + " 17 Feedback/Ratings 2500 non-null float64\n", + " 18 Customer Support Interactions 2500 non-null int64 \n", + "dtypes: float64(1), int64(2), object(16)\n", + "memory usage: 371.2+ KB\n", + "None\n" + ] + } + ], + "source": [ + "info_df = df.info()\n", + "print(info_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Empty DataFrame\n", + "Columns: [User ID, Name, Email Address, Username, Date of Birth, Gender, Location, Membership Start Date, Membership End Date, Subscription Plan, Payment Information, Renewal Status, Usage Frequency, Purchase History, Favorite Genres, Devices Used, Engagement Metrics, Feedback/Ratings, Customer Support Interactions]\n", + "Index: []\n" + ] + } + ], + "source": [ + "def visualizar_as_duplicadas(df): \n", + " duplicados = df[df.duplicated(keep=False)]\n", + "\n", + " return duplicados\n", + "\n", + "linhas_duplicadas = visualizar_as_duplicadas(df)\n", + "print (linhas_duplicadas)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['User ID', 'Name', 'Email Address', 'Username', 'Date of Birth',\n", + " 'Gender', 'Location', 'Membership Start Date', 'Membership End Date',\n", + " 'Subscription Plan', 'Payment Information', 'Renewal Status',\n", + " 'Usage Frequency', 'Purchase History', 'Favorite Genres',\n", + " 'Devices Used', 'Engagement Metrics', 'Feedback/Ratings',\n", + " 'Customer Support Interactions'],\n", + " dtype='object')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(columns=[\"Engagement Metrics\"]) #apagar colunas do df" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "df.rename(columns={ \n", + " 'User ID': 'ID Cliente',\n", + " 'Name':'Nome', \n", + " 'Email Address':'Email', \n", + " 'Username': 'Usuario', \n", + " 'Date of Birth':'Data de aniversario',\n", + " 'Gender':'Genero', \n", + " 'Location':'Localização', \n", + " 'Membership Start Date':'Inicio da associação', \n", + " 'Membership End Date':'Fim da associação',\n", + " 'Subscription Plan':'Plano de assinatura', \n", + " 'Payment Information':'Informações de pagamento', \n", + " 'Renewal Status':'Status de renovação',\n", + " 'Usage Frequency':'Frequencia de uso', \n", + " 'Purchase History':'Historico de compras', \n", + " 'Favorite Genres':'Genero favorito',\n", + " 'Devices Used':'Dispositivos usados', \n", + " 'Feedback/Ratings':'Feedbacks/Classificações',\n", + " 'Customer Support Interactions':'Interações de suporte ao cliente'\n", + "}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['ID Cliente', 'Nome', 'Email', 'Usuario', 'Data de aniversario',\n", + " 'Genero', 'Localização', 'Inicio da associação', 'Fim da associação',\n", + " 'Plano de assinatura', 'Informações de pagamento',\n", + " 'Status de renovação', 'Frequencia de uso', 'Historico de compras',\n", + " 'Genero favorito', 'Dispositivos usados', 'Feedbacks/Classificações',\n", + " 'Interações de suporte ao cliente'],\n", + " dtype='object')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv(\"amazonprime_tratado.csv\",index=False) #salvei um novo dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ID ClienteNomeEmailUsuarioData de aniversarioGeneroLocalizaçãoInicio da associaçãoFim da associaçãoPlano de assinaturaInformações de pagamentoStatus de renovaçãoFrequencia de usoHistorico de comprasGenero favoritoDispositivos usadosFeedbacks/ClassificaçõesInterações de suporte ao cliente
01Ronald Murphywilliamholland@example.comwilliamholland1953-06-03MaleRebeccachester2024-01-152025-01-14AnnualMastercardManualRegularElectronicsDocumentarySmart TV3.63
12Scott Allenscott22@example.orgscott221978-07-08MaleMcphersonview2024-01-072025-01-06MonthlyVisaManualRegularElectronicsHorrorSmartphone3.87
23Jonathan Parrishbrooke16@example.orgbrooke161994-12-06FemaleYoungfort2024-04-132025-04-13MonthlyMastercardManualRegularBooksComedySmart TV3.38
\n", + "
" + ], + "text/plain": [ + " ID Cliente Nome Email Usuario \\\n", + "0 1 Ronald Murphy williamholland@example.com williamholland \n", + "1 2 Scott Allen scott22@example.org scott22 \n", + "2 3 Jonathan Parrish brooke16@example.org brooke16 \n", + "\n", + " Data de aniversario Genero Localização Inicio da associação \\\n", + "0 1953-06-03 Male Rebeccachester 2024-01-15 \n", + "1 1978-07-08 Male Mcphersonview 2024-01-07 \n", + "2 1994-12-06 Female Youngfort 2024-04-13 \n", + "\n", + " Fim da associação Plano de assinatura Informações de pagamento \\\n", + "0 2025-01-14 Annual Mastercard \n", + "1 2025-01-06 Monthly Visa \n", + "2 2025-04-13 Monthly Mastercard \n", + "\n", + " Status de renovação Frequencia de uso Historico de compras Genero favorito \\\n", + "0 Manual Regular Electronics Documentary \n", + "1 Manual Regular Electronics Horror \n", + "2 Manual Regular Books Comedy \n", + "\n", + " Dispositivos usados Feedbacks/Classificações \\\n", + "0 Smart TV 3.6 \n", + "1 Smartphone 3.8 \n", + "2 Smart TV 3.3 \n", + "\n", + " Interações de suporte ao cliente \n", + "0 3 \n", + "1 7 \n", + "2 8 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Qual a divisão de usuários por gênero no streaming?\n", + "#Qual o gênero favorito entre os usuários?\n", + "#Qual a divisão de gênero favorito por sexagem e comparação entre eles?\n", + "#Qual a distribuição de usuários por idade?" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Qual a divisão de usuários por gênero no streaming?\n", + "\n", + "#contagem de usuários\n", + "contagem_genero = df[\"Genero\"].value_counts()\n", + "#criação do grafico\n", + "contagem_genero.plot(\n", + " kind='pie',\n", + " autopct='%1.1f%%',\n", + " colors=['#1f77b4', '#ff7f0e'],\n", + " wedgeprops={'edgecolor': 'black'},\n", + " title='Usuários por gênero'\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Qual o genero favorito entre os usuários?\n", + "\n", + "#contagem do tipo de generos\n", + "genero_favorito = df[\"Genero favorito\"].value_counts().nlargest(5) #nlargest é usado para selecionar as n maiores entradas de uma Series ou de uma coluna específica de um DataFrame.\n", + "#criação do grafico\n", + "genero_favorito.plot(kind=\"bar\", edgecolor=\"black\", color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2'])\n", + "\n", + "for index, value in enumerate(genero_favorito):\n", + " plt.text(index, value + 2.5, str(value), ha='center')\n", + "\n", + "#configurações\n", + "plt.xlabel(\"Genero favorito\")\n", + "plt.ylabel(\"Quantidade\")\n", + "plt.title(\"Divisão por gênero favorito\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Genero favorito count\n", + "0 Horror 203\n", + "1 Romance 193\n", + "2 Action 182\n", + "3 Documentary 175\n", + "4 Drama 175\n", + "5 Comedy 167\n", + "6 Sci-Fi 165\n" + ] + } + ], + "source": [ + "#Qual a divisão de gênero favorito por sexagem e comparação entre eles?\n", + "\n", + "nota_feminina = df[df['Genero'] == 'Female']['Genero favorito'].value_counts().reset_index() \n", + "nota_masculina = df[df['Genero'] =='Male']['Genero favorito'].value_counts().reset_index() \n", + "\n", + "print(nota_masculina)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Genero favorito count\n", + "0 Action 198\n", + "1 Drama 186\n", + "2 Comedy 182\n", + "3 Horror 180\n", + "4 Romance 175\n", + "5 Documentary 165\n", + "6 Sci-Fi 154\n" + ] + } + ], + "source": [ + "nota_feminina = df[df['Genero'] == 'Female']['Genero favorito'].value_counts().reset_index() \n", + "nota_masculina = df[df['Genero'] =='Male']['Genero favorito'].value_counts().reset_index() \n", + "\n", + "print(nota_feminina)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Genero=Male
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Data de aniversarioIdade
01953-06-0371
11978-07-0846
21994-12-0630
31964-12-2260
41961-06-0463
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" + ], + "text/plain": [ + " Data de aniversario Idade\n", + "0 1953-06-03 71\n", + "1 1978-07-08 46\n", + "2 1994-12-06 30\n", + "3 1964-12-22 60\n", + "4 1961-06-04 63" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Qual a distribuição de usuários por idade?\n", + "\n", + "df['Data de aniversario'] = pd.to_datetime(df['Data de aniversario']) #converte para o tipo da dados datetime\n", + "df['Idade'] = 2024 - df['Data de aniversario'].dt.year\n", + "\n", + "df[['Data de aniversario', 'Idade']].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "plt.hist(df['Idade'], bins=30, edgecolor='black') \n", + "plt.title('Distribuição por Idades')\n", + "plt.xlabel('Idade')\n", + "plt.ylabel('Frequência')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Teste de relação sexo feminino e feedbacks com notas altas \n", + "\n", + "Hipotese Nula HO: A média das notas dadas por mulheres é MAIOR ou igual à média das notas dadas por homens.\n", + "Hipotese Alternativa H1: A média das notas dadas por mulheres é MENOR que a média das notas dadas por homens." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Teste T de notas por gênero\n", + "Estatística T : -0.3238265665060981\n", + "Valor P: 0.7460964509207242\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Não rejeitamos a hipótese nula\n" + ] + } + ], + "source": [ + "#Amostragem\n", + "\n", + "nota_feminina = df[df['Genero'] == 'Female']['Feedbacks/Classificações']\n", + "nota_masculina = df[df['Genero'] =='Male']['Feedbacks/Classificações']\n", + "\n", + "# Teste t\n", + "estatistica_t, valor_p = ttest_ind(nota_feminina, nota_masculina)\n", + "print(\"Teste T de notas por gênero\")\n", + "print(f\"Estatística T : {estatistica_t}\") #valor neg indica que a média feminina foi menor \n", + "print(f\"Valor P: {valor_p}\") \n", + "\n", + "#grafico\n", + "sns.histplot(nota_feminina, color= 'red', label ='Feedback Feminino', kde=True, bins= 20)\n", + "sns.histplot(nota_masculina, color = 'lightblue', label = 'Feedback Masculino', kde=True, bins= 20)\n", + "\n", + "#rotulos\n", + "plt.legend()\n", + "plt.title(\" Feedbacks por gênero\")\n", + "plt.xlabel(\"Feedbacks\")\n", + "plt.ylabel(\"Quantidade de usuários\")\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\") #diferença observada nas médias pode ser devido ao acaso" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Genero\n", + "Female 4.000968\n", + "Male 4.008492\n", + "Name: Feedbacks/Classificações, dtype: float64\n" + ] + } + ], + "source": [ + "media_feedback_por_genero = df.groupby('Genero')['Feedbacks/Classificações'].mean()\n", + "\n", + "print(media_feedback_por_genero)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ID ClienteNomeEmailUsuarioData de aniversarioGeneroLocalizaçãoInicio da associaçãoFim da associaçãoPlano de assinaturaInformações de pagamentoStatus de renovaçãoFrequencia de usoHistorico de comprasGenero favoritoDispositivos usadosFeedbacks/ClassificaçõesInterações de suporte ao clienteIdade
7778Perry Frylucas69@example.comlucas691993-12-10FemalePort Jasonville2024-03-102025-03-10MonthlyVisaManualRegularClothingDramaSmartphone3.81031
18211822Brandy Contrerastwhite@example.orgtwhite1986-01-25FemaleFrankburgh2024-03-312025-03-31MonthlyMastercardManualFrequentClothingActionSmartphone3.7838
580581Tanya Odomtgray@example.orgtgray1953-05-31FemaleJohnstonstad2024-01-112025-01-10MonthlyVisaAuto-renewFrequentElectronicsActionSmart TV3.2571
\n", + "
" + ], + "text/plain": [ + " ID Cliente Nome Email Usuario \\\n", + "77 78 Perry Fry lucas69@example.com lucas69 \n", + "1821 1822 Brandy Contreras twhite@example.org twhite \n", + "580 581 Tanya Odom tgray@example.org tgray \n", + "\n", + " Data de aniversario Genero Localização Inicio da associação \\\n", + "77 1993-12-10 Female Port Jasonville 2024-03-10 \n", + "1821 1986-01-25 Female Frankburgh 2024-03-31 \n", + "580 1953-05-31 Female Johnstonstad 2024-01-11 \n", + "\n", + " Fim da associação Plano de assinatura Informações de pagamento \\\n", + "77 2025-03-10 Monthly Visa \n", + "1821 2025-03-31 Monthly Mastercard \n", + "580 2025-01-10 Monthly Visa \n", + "\n", + " Status de renovação Frequencia de uso Historico de compras \\\n", + "77 Manual Regular Clothing \n", + "1821 Manual Frequent Clothing \n", + "580 Auto-renew Frequent Electronics \n", + "\n", + " Genero favorito Dispositivos usados Feedbacks/Classificações \\\n", + "77 Drama Smartphone 3.8 \n", + "1821 Action Smartphone 3.7 \n", + "580 Action Smart TV 3.2 \n", + "\n", + " Interações de suporte ao cliente Idade \n", + "77 10 31 \n", + "1821 8 38 \n", + "580 5 71 " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amostragem_df = df.sample(100)\n", + "amostragem_df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Avaliação do streaming Usuários\n", + "0 3.2 11\n", + "1 4.2 9\n", + "2 3.1 7\n", + "3 4.3 7\n", + "4 4.8 6\n", + "5 4.1 6\n", + "6 5.0 6\n", + "7 3.8 5\n", + "8 3.5 5\n", + "9 4.0 5\n", + "10 4.5 4\n", + "11 3.6 4\n", + "12 3.3 4\n", + "13 3.7 4\n", + "14 4.9 4\n", + "15 4.7 4\n", + "16 4.6 3\n", + "17 3.9 2\n", + "18 4.4 2\n", + "19 3.0 2\n" + ] + } + ], + "source": [ + "#pandas \n", + "avaliação = amostragem_df['Feedbacks/Classificações'].value_counts().reset_index() #reset_index = deixar como tabela\n", + "avaliação.columns =['Avaliação do streaming','Usuários']\n", + "print(avaliação)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "df_backup = df.copy() #backup (salvamento do documento)" + ] + } + ], + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}