About this dataset

Context

The dataset tabulates the Arab population distribution across 18 age groups. It lists the population in each age group along with the percentage population relative of the total population for Arab. The dataset can be utilized to understand the population distribution of Arab by age. For example, using this dataset, we can identify the largest age group in Arab.

Key observations

The largest age group in Arab, AL was for the group of age Under 5 years years with a population of 659 (7.69%), according to the ACS 2019-2023 5-Year Estimates. At the same time, the smallest age group in Arab, AL was the 85 years and over years with a population of 146 (1.70%). Source: U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates

Age groups:

• Under 5 years
• 5 to 9 years
• 10 to 14 years
• 15 to 19 years
• 20 to 24 years
• 25 to 29 years
• 30 to 34 years
• 35 to 39 years
• 40 to 44 years
• 45 to 49 years
• 50 to 54 years
• 55 to 59 years
• 60 to 64 years
• 65 to 69 years
• 70 to 74 years
• 75 to 79 years
• 80 to 84 years
• 85 years and over

Variables / Data Columns

• Age Group: This column displays the age group in consideration
• Population: The population for the specific age group in the Arab is shown in this column.
• % of Total Population: This column displays the population of each age group as a proportion of Arab total population. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Arab Population by Age. You can refer the same here

These data are part of NACJD's Fast Track Release and are distributed as they were received from the data depositor. The files have been zipped by NACJD for release, but not checked or processed except for the removal of direct identifiers. Users should refer to the accompanying readme file for a brief description of the files available with this collection and consult the investigator(s) if further information is needed.This study examines the experiences of Arab versus non-Arab households with crime and their relationships with and attitudes towards the police in their communities. Face to face interviews were conducted in 414 households. Data were analyzed to gauge respondents' level of fear regarding crime and other factors that affect their risk of victimization.This collection includes one SPSS data file: "Arab_study_data.sav" with 201 variables and 414 cases and one SPSS syntax file: "Arab_study_syntax.sps".

Background: Arab Americans are a historically understudied minority group in the United States and their health needs and risks have been poorly documented. We aim to provide an updated comprehensive review of the literature on Arab American physical and mental health and provide suggestions for future work in this field.Methods: A comprehensive review of the English language medical and public health literature published prior to 2017 identified through multiple database searches was conducted with search terms describing Arab Americans and health outcomes and behaviors. The literature was qualitatively summarized by health behavior (vaccination, tobacco use, drug and alcohol use, and physical activity), health outcome (diabetes, mental health, cardiovascular disease, cancer, women's, and child health), and populations at increased risk of poor health outcomes (adolescents and the elderly).Results: The majority of studies identified exploring Arab American health have been published since 2009 with an increase in the number of longitudinal and intervention studies done with this population. The majority of research is being undertaken among individuals living in ethnic enclaves due to the lack of an ethnic or racial identifier that may help identify Arab Americans from population-based studies. Studies highlight the conflicting evidence in the prevalence of diabetes and cardiovascular disease based on study sample, an increased understanding of cancer incidence and barriers to identification, and an increased level of knowledge regarding mental health and sexual health needs in the population. Information on health behaviors has also increased, with a better understanding of physical activity, alcohol and drug use, and vaccination.Conclusion: More research on Arab American health is needed to identify risks and needs of this marginalized population given the current social and political climate in the United States, especially with regard to acculturation status and immigrant generation status. We provide recommendations on approaches that may help improve our understanding of Arab American health.

About this dataset

Context

The dataset presents the median household income across different racial categories in Arab. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. The dataset can be utilized to gain insights into economic disparities and trends and explore the variations in median houshold income for diverse racial categories.

Key observations

Based on our analysis of the distribution of Arab population by race & ethnicity, the population is predominantly White. This particular racial category constitutes the majority, accounting for 90.79% of the total residents in Arab. Notably, the median household income for White households is $60,404. Interestingly, despite the White population being the most populous, it is worth noting that Two or More Races households actually reports the highest median household income, with a median income of $69,464. This reveals that, while Whites may be the most numerous in Arab, Two or More Races households experience greater economic prosperity in terms of median household income.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Arab.
• Median household income: Median household income, adjusting for inflation, presented in 2023-inflation-adjusted dollars

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Arab median household income by race. You can refer the same here

The Detroit Arab American Study (DAAS), 2003, a companion survey to the 2003 Detroit Area Study (DAS), using a representative sample (DAS, n = 500) drawn from the three-county Detroit metropolitan area and an oversample of Arab Americans (DAAS, n = 1000) from the same region, provides a unique dataset on September 11, 2001, and its impacts on Arab Americans living in the Detroit metropolitan area. The data contain respondent information concerning opinions on their experiences since the September 11, 2001, attacks on the World Trade Center and the Pentagon, social trust, confidence in institutions, intercultural relationships, local social capital, attachments to transnational communities, respondent characteristics, and community needs. Examples of the issues addressed in the data include frequency of religious participation, level of political activism, level of interaction with people outside of their cultural, racial, and ethnic groups, and the quality of the social and political institutions in their area. Background information includes birth country, citizenship status, citizenship status of spouse, education, home ownership status, household income, language spoken in the home (if not English), marital status, number of children (under 18) in the household, parents' countries of birth and citizenship status, political affiliation, total number of people living in the household, voter registration status, whether the respondent ever served in the United States Armed Forces, and year of immigration, if not born in the United States. More information about the Detroit Area Studies Project is available on this Web site.

About this dataset

Context

The dataset tabulates the Non-Hispanic population of Arab by race. It includes the distribution of the Non-Hispanic population of Arab across various race categories as identified by the Census Bureau. The dataset can be utilized to understand the Non-Hispanic population distribution of Arab across relevant racial categories.

Key observations

Of the Non-Hispanic population in Arab, the largest racial group is White alone with a population of 7,556 (94.44% of the total Non-Hispanic population).

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race: This column displays the racial categories (for Non-Hispanic) for the Arab
• Population: The population of the racial category (for Non-Hispanic) in the Arab is shown in this column.
• % of Total Population: This column displays the percentage distribution of each race as a proportion of Arab total Non-Hispanic population. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Arab Population by Race & Ethnicity. You can refer the same here

About this dataset

Context

The dataset tabulates the population of Arab by race. It includes the population of Arab across racial categories (excluding ethnicity) as identified by the Census Bureau. The dataset can be utilized to understand the population distribution of Arab across relevant racial categories.

Key observations

The percent distribution of Arab population by race (across all racial categories recognized by the U.S. Census Bureau): 90.79% are white, 1.19% are Black or African American, 0.21% are American Indian and Alaska Native, 1.73% are Asian, 0.02% are Native Hawaiian and other Pacific Islander, 1.76% are some other race and 4.30% are multiracial.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race: This column displays the racial categories (excluding ethnicity) for the Arab
• Population: The population of the racial category (excluding ethnicity) in the Arab is shown in this column.
• % of Total Population: This column displays the percentage distribution of each race as a proportion of Arab total population. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Arab Population by Race & Ethnicity. You can refer the same here

*in US dollars per year.∧Non-Arab and non-Hispanic Whites.‵Indicates p-values from X2 tests of the relation between each overall covariate (including all categories) and ethnicity.

This is the third national probability survey of American Muslims conducted by Pew Research Center (the first was conducted in "https://www.thearda.com/data-archive?fid=MUSLIMS" Target="_blank">2007, the second in "https://www.thearda.com/data-archive?fid=MUSAM11" Target="_blank">2011). Results from this study were published in the "https://www.pewresearch.org/" Target="_blank">Pew Research Center report '"https://www.pewresearch.org/religion/2017/07/26/findings-from-pew-research-centers-2017-survey-of-us-muslims/" Target="_blank">U.S. Muslims Concerned About Their Place in Society, but Continue to Believe in the American Dream.' The report is included in the materials that accompany the public-use dataset.

The survey included interviews with 1,001 adult Muslims living in the United States. Interviewing was conducted from January 23 to May 2, 2017, in English, Arabic, Farsi and Urdu. The survey employed a complex design to obtain a probability sample of Muslim Americans. Before working with the dataset, data analysts are strongly encouraged to carefully review the 'Survey Methodology' section of the report.

In addition to the report, the materials accompanying the public-use dataset also include the survey questionnaire, which reports the full details on question wording. Data users should treat the questionnaire (and not this codebook) as the authoritative reflection of question wording and order.

This dataset tracks annual american indian student percentage from 2008 to 2021 for Arab Primary School vs. Alabama and Arab City School District

This survey, dealing with the war in Iraq, was directed to people of Arabic background. Topics included: U.S. intervention, support of the war effort, reasons for the war, whether Saddam Hussein should be removed from power, the future of Saddam Hussein, and treatment of Americans of Arabic descent

Comprehensive dataset of 19 American restaurants in Ras Al Khaimah, United Arab Emirates as of July, 2025. Includes verified contact information (email, phone), geocoded addresses, customer ratings, reviews, business categories, and operational details. Perfect for market research, lead generation, competitive analysis, and business intelligence. Download a complimentary sample to evaluate data quality and completeness.

About this dataset

Context

The dataset tabulates the population of Arab by gender, including both male and female populations. This dataset can be utilized to understand the population distribution of Arab across both sexes and to determine which sex constitutes the majority.

Key observations

There is a slight majority of male population, with 50.17% of total population being male. Source: U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates.

Scope of gender :

Please note that American Community Survey asks a question about the respondents current sex, but not about gender, sexual orientation, or sex at birth. The question is intended to capture data for biological sex, not gender. Respondents are supposed to respond with the answer as either of Male or Female. Our research and this dataset mirrors the data reported as Male and Female for gender distribution analysis. No further analysis is done on the data reported from the Census Bureau.

Variables / Data Columns

• Gender: This column displays the Gender (Male / Female)
• Population: The population of the gender in the Arab is shown in this column.
• % of Total Population: This column displays the percentage distribution of each gender as a proportion of Arab total population. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Arab Population by Race & Ethnicity. You can refer the same here

The questionnaire used in this project consists of over 250 items and covers the following topics -Religious Fundamentalism - attitudinal measures of religious fundamentalism are constructed and extensively tests, which are applicable to both Christian and Muslim (Shia and Sunni) fundamentalism, are available for the entire eight countries.Cultural Values - measures of attitudes toward gender relations, form of government, secular politics, morality, religiosity, national identity and pride, and other values are included for the entire eight countriesSources of News Information - measures of the sources of information that respondents rely on, including radio, TV, newspapers, the Internet, mobile phone, and so forth are available for the entire eight countries.Developmental Idealism - measures of the type of change respondents associate with Westernization and the type of change they associate with development are available for only the five surveys carries out in 2011: Egypt, Iraq, Lebanon, Pakistan, and Saudi Arabia. For more information on developmental idealism project see https://developmentalidealism.orgPolitical Engagement - measure of political engagement are available for Jordan, Tunisia, and Turkey. For other countries there are a few questions on this topic.Attitudes toward Violence - several items measuring attitudes toward political violence and suicide terrorism against Americans, Europeans, and people from the respondents' country included in the eight-country survey. Demographics - Data on gender, age, area of residence, ethnicity, income, education, employment status and occupation, and self-described social class are available for all the countries.The questionnaire used for data collection in Turkey in 2013 includes a majority of the questions used in the data collection in the other countries. The data from Turkey is included in the Final Data Collection Dataset. The English and Turkish questionnaires are published as separate, Turkey-specific files on this site.The questionnaire used for data collection in Tunisia in 2013 includes only a portion of the questions used in the data collection in the other countries. However, the data from Tunisia is included in the Final Data Collection Dataset. The English and Arabic questionnaires are published as separate, Tunisia-specific files on this site.The questionnaire used for data collection in Jordan in 2016 includes only a portion of the questions used in the data collection in the other countries. For that reason, the data from Jordan is not included in the Final Data Collection Dataset, but rather, as a standalone file. The English and Arabic questionnaires are likewise published as separate, Jordan-specific files on this site.

This dataset contains the Arab-West Report special reports that were published in 2006.

This dataset mainly contains the writings of Cornelis Hulsman, Drs., among other authors on topics related to Muslim-Christian relations and interfaith dialogue. The writings in this dataset are mostly reports concerning Coptic Christian culture, Muslim-Christian dialogue, and the state of the Christian faith in Egypt.

Some of the articles address the controversial book "The Da Vinci Code" and the debates that ensued after its publication surrounding its historicity and freedom of expression.

Additionally this dataset contains recommendation for the work of Arab-West Report by other social figures and the development of its affiliated NGO, the Center for Arab West Understanding. Furthermore, this dataset contains commentary and critique on published material from other sources (media critique).

Some of the themes that characterize this dataset:

Development of the Center for Arab West Understanding (CAWU) and recommendations of the work of Arab West Report:

- Recommendation for Arab-West Report and the Center for Arab-West Understanding from Dutch musician and entertainer, Herman van Veen, Pastor Dave Petrescue ( Maadi Community Church in Cairo, Egypt) and Lord Carey of Clifton, former archbishop of Canterbury. Additionally, this dataset contains special recommendations of the work of Corneliss 'Kees' Hulsman and Sawsan Gabra by Dr. Jan Slomp, member of the Advisory Editorial Board of the Journal of Muslim Minority Affairs in Jeddah. Dr. Slomp acknowledges that Arab West Report’s use of reliable information is working towards strengthening Muslim-Christian relations by providing source material for cultural, educational and religious dialogue and cooperation.

-Another report mentioned that the Former Dutch Prime Minister Andreas van Agt visited Egypt to support the foundation of the Center for Arab-West Understanding.

-A report about NGO Status of CAWU, “After Three Years of Struggle”. This report came as a result of the February 18 ruling of the Egyptian Council of State that granted the Center recognition as an NGO under Egyptian law.

-Annual report: Arab-West Report presents the annual report for 2005.

-Arab West Report’s American intern writes about 220 years of religious freedom in the U.S., arguing that one standard must be applied to all.

-A discussion of homosexuality and Egyptian law taken from a bachelor’s thesis on Egyptian law.

-Book review of Jamal Al-Banna’s "My Coptic Brethren".

-“Christian Minorities in the Islamic World, an Egyptian Perspective”: A paper presented at the annual interfaith dialogue meeting of the Anglican Communion and the Permanent Committee of the Azhar al-Sharif for Dialogue with the Monotheistic Religions. This paper prompted criticism from Metropolitan Seraphim for the portrayal of Muslim-Christian relations in Egypt.

Media Critique:

-An author criticizes an article by the German magazine Der Spiegel about Christians in the Middle East. She claims that the article distorts the reality of the situation in the declining Christian communities in the region.

- Interview with Egyptian artist Farid Fadil, , including discussion of his views on Muslim-Christian relations in Egypt, ’Christian art’, Leonardo da Vinci and the controversial book, The Da Vinci Code.

-Excerpts from the speeches of Mr. Ahmad Māhir, former foreign minister of Egypt, Sir Derek Plumbly, British ambassador to Egypt , Mr. Tjeerd de Zwaan, Dutch ambassador to Egypt, Mr. Lasse Seim, Norwegian ambassador to Egypt, and Cornelis Hulsman, Drs., director of the Center for Arab-West Understanding, on ’Freedom of expression and respect for the other. How to respond if one is offended.’

- Highlights of the meeting held at El-Sawy Culture Wheel on May 7, 2006, to launch the CAWU website. Highlights include a welcome address by Mr. Muhammad al-Sāwī, comments from former ministers Dr. Mamdouh al-Biltājī, Mr. Ahmed Māhir, Dr. Ahmad Juwaylī, head of the Protestant Community Council, Dr. Safwat al Bayādī, and former prime minister of the Netherlands, Prof. Van Agt.

- Aran West Report asked our former intern Maria Roeder, a student of media science at the University of Jena in Germany, to summarize a study commissioned by the Austrian Federal Ministry of Interior. This study is a comparative study concerning Austrian media reporting on Muslims and media from countries with Muslim majorities reporting about the integration of Muslims in Europe.

-A review of the media coverage following the Alexandria church stabbings concludes that both Muslims and Christians condemned the attacks and spoke of the need for change in the citizenship rights of Christians.

-Apostolic Nuncio to Egypt, Archbishop Fitzgerald, responds to polarization following the Regensburg lecture of H.H. Pope Benedict XVI.

-Cornelis...

Comprehensive dataset of 3 American restaurants in Emirate of Umm Al Quwain, United Arab Emirates as of June, 2025. Includes verified contact information (email, phone), geocoded addresses, customer ratings, reviews, business categories, and operational details. Perfect for market research, lead generation, competitive analysis, and business intelligence. Download a complimentary sample to evaluate data quality and completeness.

Building footprint and height data were obtained from the latest global 3D building database. The building footprint data originated from Microsoft and Google datasets. Building height information was estimated using an XGBoost machine learning regression model that integrates multi-source remote sensing features. The height estimation model was trained using datasets from ONEGEO Map, Microsoft, Baidu, and EMU Analytics, utilizing 2020 data for the final estimations. Validation of this database demonstrates that the height estimation models perform exceptionally well at a global scale across both the Northern and Southern Hemispheres. The estimated heights closely match reference height data, especially for landmark buildings, showcasing superior accuracy compared to other global height products. The 3D building data that support this dataset are available in Zenodo DOI:10.5194/essd-16-5357-2024 (Che, Y., Li, X., Liu, X., Wang, Y., Liao, W., Zheng, X., Zhang, X., Xu, X., Shi, Q., Zhu, J., Yuan, H., and Dai, Y. 3D-GloBFP: the first global three-dimensional building footprint dataset. Earth System Science Data)Based on the 3D building database, we verify the locations and boundaries of individual cultural heritage sites and their buffer zones using UNESCO's heritage map platform (https://whc.unesco.org/), and categorize heritage into three groups for data extraction:Broad Scale Sites: For sites encompassing continuous building clusters or portions of cities (e.g., City of Bath), we extract buildings within the designated buffer zones provided by the UNESCO platform.Single Building Sites: For individual monuments or structures (e.g., Tower of London), we precisely extract the building footprints based on their exact coordinates.Multiple Dispersed Buildings: For sites consisting of multiple, non-contiguous structures (e.g., Wooden Churches of Southern Małopolska, Poland), we identify each location using the platform’s data and verify them through Google Maps before extracting the relevant buildings.A few linear heritage sites, such as extensive archaeological routes spanning over a thousand kilometers, are excluded due to the complexities associated with their vast spatial extent and the variability of climate conditions across different segments.The effective data coverage varies across continents: Europe and North America have an effective rate of 82.5%, Asia and the Pacific 68.3%, Latin America and the Caribbean 75.7%, Arab States 76.5%, and Africa 49.2%. This variability reflects differences in data availability. In less developed regions, remote sensing data tends to overlook non-urban heritage sites, and soil and rock structures common in Africa and Southeast Asia are more difficult to detect using satellite remote sensing techniques, leading to lower effective data coverage in these regions.

This dataset provides information on 592 in United Arab Emirates as of May, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

Number, percentage and rate (per 100,000 population) of homicide victims, by racialized identity group (total, by racialized identity group; racialized identity group; South Asian; Chinese; Black; Filipino; Arab; Latin American; Southeast Asian; West Asian; Korean; Japanese; other racialized identity group; multiple racialized identity; racialized identity, but racialized identity group is unknown; rest of the population; unknown racialized identity group), gender (all genders; male; female; gender unknown) and region (Canada; Atlantic region; Quebec; Ontario; Prairies region; British Columbia; territories), 2019 to 2023.

Comprehensive dataset of 2 American grocery stores in Dubai, United Arab Emirates as of June, 2025. Includes verified contact information (email, phone), geocoded addresses, customer ratings, reviews, business categories, and operational details. Perfect for market research, lead generation, competitive analysis, and business intelligence. Download a complimentary sample to evaluate data quality and completeness.