47 datasets found
  1. F

    South Asian Children Facial Image Dataset

    • futurebeeai.com
    wav
    Updated Aug 1, 2022
    + more versions
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    FutureBee AI (2022). South Asian Children Facial Image Dataset [Dataset]. https://www.futurebeeai.com/dataset/image-dataset/facial-images-minor-south-asian
    Explore at:
    wavAvailable download formats
    Dataset updated
    Aug 1, 2022
    Dataset provided by
    FutureBeeAI
    Authors
    FutureBee AI
    License

    https://www.futurebeeai.com/policies/ai-data-license-agreementhttps://www.futurebeeai.com/policies/ai-data-license-agreement

    Area covered
    South Asia
    Dataset funded by
    FutureBeeAI
    Description

    Introduction

    Welcome to the South Asian Child Faces Dataset, meticulously curated to enhance face recognition models and support the development of advanced biometric identification systems, child identification models, and other facial recognition technologies.

    Facial Image Data

    This dataset comprises over 5,000 child image sets, divided into participant-wise sets with each set including:

    •
    Facial Images: 15 different high-quality images per child.

    Diversity and Representation

    The dataset includes contributions from a diverse network of children across South Asian countries:

    •
    Geographical Representation: Participants from South Asian countries, including India, Pakistan, Bangladesh, Nepal, Sri Lanka, Bhutan, Maldives, and more.
    •
    Demographics: Participants are children under the age of 18, representing both males and females.
    •
    File Format: The dataset contains images in JPEG and HEIC file format.

    Quality and Conditions

    To ensure high utility and robustness, all images are captured under varying conditions:

    •
    Lighting Conditions: Images are taken in different lighting environments to ensure variability and realism.
    •
    Backgrounds: A variety of backgrounds are available to enhance model generalization.
    •
    Device Quality: Photos are taken using the latest mobile devices to ensure high resolution and clarity.

    Metadata

    Each facial image set is accompanied by detailed metadata for each participant, including:

    •Participant Identifier
    •File Name
    •Age
    •Gender
    •Country
    •Demographic Information
    •File Format

    This metadata is essential for training models that can accurately recognize and identify children's faces across different demographics and conditions.

    Usage and Applications

    This facial image dataset is ideal for various applications in the field of computer vision, including but not limited to:

    •
    Facial Recognition Models: Improving the accuracy and reliability of facial recognition systems.
    •
    KYC Models: Streamlining the identity verification processes for financial and other services.
    •
    Biometric Identity Systems: Developing robust biometric identification solutions.
    •
    Child Identification Models: Training models to accurately identify children in various scenarios.
    •
    Age Prediction Models: Training models to accurately predict the age of minors based on facial features.
    •
    Generative AI Models: Training generative AI models to create realistic and diverse synthetic facial images.

    Secure and Ethical Collection

    •
    Data Security: Data was securely stored and processed within our platform, ensuring data security and confidentiality.
    •
    Ethical Guidelines: The biometric data collection process adhered to strict ethical guidelines, ensuring the privacy and consent of all participants’ guardians.
    •
    Participant Consent: The guardians were informed of the purpose of collection and potential use of the data, as agreed through written consent.
    <h3

  2. N

    cities in Albany County Ranked by Multi-Racial Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
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    Neilsberg Research (2025). cities in Albany County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-albany-county-ny-by-multi-racial-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Albany County, New York
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in Albany County, NY, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of Albany County, NY
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Albany County, NY by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the Albany County, NY by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Albany County Multi-Racial Asian Population: This tells us how much of the entire Albany County, NY Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  3. N

    cities in Yukon-Koyukuk Census Area Ranked by Multi-Racial Asian Population...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
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    Neilsberg Research (2025). cities in Yukon-Koyukuk Census Area Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-yukon-koyukuk-census-area-ak-by-multi-racial-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Yukon-Koyukuk Census Area
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in Yukon-Koyukuk Census Area, AK, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of Yukon-Koyukuk Census Area, AK
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Yukon-Koyukuk Census Area, AK by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the Yukon-Koyukuk Census Area, AK by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Yukon-Koyukuk Census Area Multi-Racial Asian Population: This tells us how much of the entire Yukon-Koyukuk Census Area, AK Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  4. N

    cities in Volusia County Ranked by Hispanic Asian Population // 2025 Edition...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Cite
    Neilsberg Research (2025). cities in Volusia County Ranked by Hispanic Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-volusia-county-fl-by-hispanic-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Volusia County, Florida
    Variables measured
    Hispanic Asian Population, Hispanic Asian Population as Percent of Total Population of cities in Volusia County, FL, Hispanic Asian Population as Percent of Total Hispanic Asian Population of Volusia County, FL
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Volusia County, FL by Hispanic Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Hispanic Asian Population: This column displays the rank of cities in the Volusia County, FL by their Hispanic Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Hispanic Asian Population: The Hispanic Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Hispanic Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Volusia County Hispanic Asian Population: This tells us how much of the entire Volusia County, FL Hispanic Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  5. F

    South Asian Facial Timeline Dataset | Facial Images from Past

    • futurebeeai.com
    wav
    Updated Aug 1, 2022
    + more versions
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    FutureBee AI (2022). South Asian Facial Timeline Dataset | Facial Images from Past [Dataset]. https://www.futurebeeai.com/dataset/image-dataset/facial-images-historical-south-asian
    Explore at:
    wavAvailable download formats
    Dataset updated
    Aug 1, 2022
    Dataset provided by
    FutureBeeAI
    Authors
    FutureBee AI
    License

    https://www.futurebeeai.com/policies/ai-data-license-agreementhttps://www.futurebeeai.com/policies/ai-data-license-agreement

    Area covered
    South Asia
    Dataset funded by
    FutureBeeAI
    Description

    Introduction

    Welcome to the South Asian Facial Images from Past Dataset, meticulously curated to enhance face recognition models and support the development of advanced biometric identification systems, KYC models, and other facial recognition technologies.

    Facial Image Data

    This dataset comprises over 10,000+ images, divided into participant-wise sets with each set including:

    •
    Historical Images: 22 different high-quality historical images per individual from the timeline of 10 years.
    •
    Enrollment Image: One modern high-quality image for reference.

    Diversity and Representation

    The dataset includes contributions from a diverse network of individuals across South Asian countries:

    •
    Geographical Representation: Participants from countries including India, Pakistan, Bangladesh, Nepal, Sri Lanka, Bhutan, Maldives, and more.
    •
    Demographics: Participants range from 18 to 70 years old, representing both males and females in 60:40 ratio, respectively.
    •
    File Format: The dataset contains images in JPEG and HEIC file format.

    Quality and Conditions

    To ensure high utility and robustness, all images are captured under varying conditions:

    •
    Lighting Conditions: Images are taken in different lighting environments to ensure variability and realism.
    •
    Backgrounds: A variety of backgrounds are available to enhance model generalization.
    •
    Device Quality: Photos are taken using the latest mobile devices to ensure high resolution and clarity.

    Metadata

    Each image set is accompanied by detailed metadata for each participant, including:

    •Participant Identifier
    •File Name
    •Age at the time of capture
    •Gender
    •Country
    •Demographic Information
    •File Format

    This metadata is essential for training models that can accurately recognize and identify South Asian faces across different demographics and conditions.

    Usage and Applications

    This facial image dataset is ideal for various applications in the field of computer vision, including but not limited to:

    •
    Facial Recognition Models: Improving the accuracy and reliability of facial recognition systems.
    •
    KYC Models: Streamlining the identity verification processes for financial and other services.
    •
    Biometric Identity Systems: Developing robust biometric identification solutions.
    •
    Age Prediction Models: Training models to accurately predict the age of individuals based on facial features.
    •
    Generative AI Models: Training generative AI models to create realistic and diverse synthetic facial images.

    Secure and Ethical Collection

    •
    Data Security: Data was securely stored and processed within our platform, ensuring data security and confidentiality.
    •
    Ethical Guidelines: The biometric data collection process adhered to strict ethical guidelines, ensuring the privacy and consent of all participants.
    •
    Participant Consent: All participants were informed of the purpose of collection and potential use of the data, as agreed through written consent.

  6. F

    East Asian Facial Images with Occlusion Dataset

    • futurebeeai.com
    wav
    Updated Aug 1, 2022
    + more versions
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    FutureBee AI (2022). East Asian Facial Images with Occlusion Dataset [Dataset]. https://www.futurebeeai.com/dataset/image-dataset/facial-images-occlusion-east-asia
    Explore at:
    wavAvailable download formats
    Dataset updated
    Aug 1, 2022
    Dataset provided by
    FutureBeeAI
    Authors
    FutureBee AI
    License

    https://www.futurebeeai.com/policies/ai-data-license-agreementhttps://www.futurebeeai.com/policies/ai-data-license-agreement

    Area covered
    East Asia
    Dataset funded by
    FutureBeeAI
    Description

    Introduction

    Welcome to the East Asian Human Face with Occlusion Dataset, meticulously curated to enhance face recognition models and support the development of advanced occlusion detection systems, biometric identification systems, KYC models, and other facial recognition technologies.

    Facial Image Data

    This dataset comprises over 5,000 human facial images, divided into participant-wise sets with each set including:

    •
    Occluded Images: 5 different high-quality facial images per individual occluded through various accessories such as masks, caps, sunglasses, or a combination of these accessories.
    •
    Normal Images: One image without any accessories.

    Diversity and Representation

    The dataset includes contributions from a diverse network of individuals across East Asian countries:

    •
    Geographical Representation: Participants from countries including China, Japan, Philippines, Malaysia, Singapore, Thailand, Vietnam, Indonesia, and more.
    •
    Demographics: Participants range from 18 to 70 years old, representing both males and females in 60:40 ratio, respectively.
    •
    File Format: The dataset contains images in JPEG and HEIC file format.

    Quality and Conditions

    To ensure high utility and robustness, all images are captured under varying conditions:

    •
    Lighting Conditions: Images are taken in different lighting environments to ensure variability and realism.
    •
    Backgrounds: A variety of backgrounds are available to enhance model generalization.
    •
    Device Quality: Photos are taken using the latest mobile devices to ensure high resolution and clarity.

    Metadata

    Each facial image set is accompanied by detailed metadata for each participant, including:

    •Unique Identifier
    •File Name
    •Age
    •Gender
    •Country
    •Demographic Information
    •Occlusion Type
    •File Format

    This metadata is essential for training models that can accurately recognize and identify human faces with occlusions across different demographics and conditions.

    Usage and Applications

    This facial image dataset is ideal for various applications in the field of computer vision, including but not limited to:

    •
    Facial Recognition Models: Improving the accuracy and reliability of facial recognition systems.
    •
    KYC Models: Streamlining the identity verification processes for financial and other services.
    •
    Biometric Identity Systems: Developing robust biometric identification solutions.
    •
    Occlusion Identification: Enhancing models to accurately identify faces with occlusions.

    Secure and Ethical Collection

    •
    Data Security: Data was securely stored and processed within our platform, ensuring data security and confidentiality.
    •
    Ethical Guidelines: The biometric data collection process adhered to strict ethical guidelines, ensuring the privacy and consent of all participants.
    •
    Participant Consent: All participants were informed of the purpose of collection and potential use of the data, as agreed through written consent.

    Updates and Customization

    We understand the evolving

  7. F

    East Asian Facial Images Dataset | Selfie & ID Card Images

    • futurebeeai.com
    wav
    Updated Aug 1, 2022
    Share
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    FutureBee AI (2022). East Asian Facial Images Dataset | Selfie & ID Card Images [Dataset]. https://www.futurebeeai.com/dataset/image-dataset/facial-images-selfie-id-east-asian
    Explore at:
    wavAvailable download formats
    Dataset updated
    Aug 1, 2022
    Dataset provided by
    FutureBeeAI
    Authors
    FutureBee AI
    License

    https://www.futurebeeai.com/policies/ai-data-license-agreementhttps://www.futurebeeai.com/policies/ai-data-license-agreement

    Dataset funded by
    FutureBeeAI
    Description

    Introduction

    Welcome to the East Asian Human Facial Images Dataset, meticulously curated to enhance face recognition models and support the development of advanced biometric identification systems, KYC models, and other facial recognition technologies.

    Facial Image Data

    This dataset comprises over 5,000 East Asian individual facial image sets, with each set including:

    •
    Selfie Images: 5 different high-quality selfie images per individual.
    •
    ID Card Images: 2 high-quality images of the individual’s face from different ID cards.

    Diversity and Representation

    The dataset includes contributions from a diverse network of individuals across East Asian countries.

    •
    Geographical Representation: Participants from East Asian countries, including China, Japan, Philippines, Malaysia, Singapore, Thailand, Vietnam, Indonesia, and more.
    •
    Participant Profile: Participants range from 18 to 70 years old, representing both males and females in a 60:40 ratio, respectively.
    •
    File Format: The dataset contains images in JPEG and HEIC file format.

    Quality and Conditions

    To ensure high utility and robustness, all images are captured under varying conditions:

    •
    Lighting Conditions: Images are taken in different lighting environments to ensure variability and realism.
    •
    Backgrounds: A variety of backgrounds are available to enhance model generalization.
    •
    Device Quality: Photos are taken using the latest mobile devices to ensure high resolution and clarity.

    Metadata

    Each facial image set is accompanied by detailed metadata for each participant, including:

    •Unique Identifier
    •File Name
    •Age
    •Gender
    •Country
    •Demographic Information
    •File Format

    This metadata is essential for training models that can accurately recognize and identify faces across different demographics and conditions.

    Usage and Applications

    This facial image dataset is ideal for various applications in the field of computer vision, including but not limited to:

    •
    Facial Recognition Models: Improving the accuracy and reliability of facial recognition systems.
    •
    KYC Models: Streamlining the identity verification processes for financial and other services.
    •
    Biometric Identity Systems: Developing robust facial biometric identification solutions.
    •
    Age Prediction Models: Training models to accurately predict the age of individuals based on facial features.
    •
    Generative AI Models: Training generative AI models to create realistic and diverse synthetic facial images.

    Secure and Ethical Collection

    •Data was securely stored and processed within our platform, ensuring data security and confidentiality.
    •The biometric data collection process adhered to strict ethical guidelines, ensuring the privacy and consent of all participants.
    •All participants were informed of the purpose of collection and potential use of the data, as agreed through written consent. Also, demographic-related regulations are kept in mind.

    Updates and Customization

    We understand the evolving nature of AI and machine learning requirements. Therefore, we continuously add more assets with diverse conditions to this off-the-shelf facial image dataset.

    <b style="margin-top:10px; margin-bottom: 10px; margin-left: 30px; display: inline-block; font-weight: 600; display: flex; gap: 16px; align-items:

  8. N

    cities in San Diego County Ranked by Multi-Racial Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Click to copy link
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    Close
    Cite
    Neilsberg Research (2025). cities in San Diego County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-san-diego-county-ca-by-multi-racial-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    California, San Diego County
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in San Diego County, CA, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of San Diego County, CA
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the San Diego County, CA by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the San Diego County, CA by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total San Diego County Multi-Racial Asian Population: This tells us how much of the entire San Diego County, CA Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  9. N

    cities in La Crosse County Ranked by Multi-Racial Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
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    Neilsberg Research (2025). cities in La Crosse County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-la-crosse-county-wi-by-multi-racial-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    La Crosse County, Wisconsin
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in La Crosse County, WI, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of La Crosse County, WI
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the La Crosse County, WI by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the La Crosse County, WI by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total La Crosse County Multi-Racial Asian Population: This tells us how much of the entire La Crosse County, WI Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  10. N

    cities in Cameron County Ranked by Asian Population // 2025 Edition

    • neilsberg.com
    csv, json
    Updated Jan 24, 2025
    Share
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    Neilsberg Research (2025). cities in Cameron County Ranked by Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-cameron-county-tx-by-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Jan 24, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Cameron County, Texas
    Variables measured
    Asian Population, Asian Population as Percent of Total Asian Population of Cameron County, TX, Asian Population as Percent of Total Population of cities in Cameron County, TX
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Cameron County, TX by Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Asian Population: This column displays the rank of cities in the Cameron County, TX by their Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Asian Population: The Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Cameron County Asian Population: This tells us how much of the entire Cameron County, TX Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  11. N

    cities in Waseca County Ranked by Non-Hispanic Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Neilsberg Research (2025). cities in Waseca County Ranked by Non-Hispanic Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-waseca-county-mn-by-non-hispanic-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Waseca County, Minnesota
    Variables measured
    Non-Hispanic Asian Population, Non-Hispanic Asian Population as Percent of Total Population of cities in Waseca County, MN, Non-Hispanic Asian Population as Percent of Total Non-Hispanic Asian Population of Waseca County, MN
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Waseca County, MN by Non-Hispanic Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Non-Hispanic Asian Population: This column displays the rank of cities in the Waseca County, MN by their Non-Hispanic Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Non-Hispanic Asian Population: The Non-Hispanic Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Non-Hispanic Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Waseca County Non-Hispanic Asian Population: This tells us how much of the entire Waseca County, MN Non-Hispanic Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  12. N

    cities in Grayson County Ranked by Hispanic Asian Population // 2025 Edition...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Neilsberg Research (2025). cities in Grayson County Ranked by Hispanic Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-grayson-county-tx-by-hispanic-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Grayson County, Texas
    Variables measured
    Hispanic Asian Population, Hispanic Asian Population as Percent of Total Population of cities in Grayson County, TX, Hispanic Asian Population as Percent of Total Hispanic Asian Population of Grayson County, TX
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Grayson County, TX by Hispanic Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Hispanic Asian Population: This column displays the rank of cities in the Grayson County, TX by their Hispanic Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Hispanic Asian Population: The Hispanic Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Hispanic Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Grayson County Hispanic Asian Population: This tells us how much of the entire Grayson County, TX Hispanic Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  13. N

    cities in Piscataquis County Ranked by Multi-Racial Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Neilsberg Research (2025). cities in Piscataquis County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-piscataquis-county-me-by-multi-racial-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Maine, Piscataquis County
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in Piscataquis County, ME, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of Piscataquis County, ME
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Piscataquis County, ME by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the Piscataquis County, ME by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Piscataquis County Multi-Racial Asian Population: This tells us how much of the entire Piscataquis County, ME Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  14. N

    cities in Presque Isle County Ranked by Multi-Racial Asian Population //...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
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    Neilsberg Research (2025). cities in Presque Isle County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-presque-isle-county-mi-by-multi-racial-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Presque Isle County, Michigan
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in Presque Isle County, MI, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of Presque Isle County, MI
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Presque Isle County, MI by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the Presque Isle County, MI by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Presque Isle County Multi-Racial Asian Population: This tells us how much of the entire Presque Isle County, MI Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  15. N

    cities in Keokuk County Ranked by Multi-Racial Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Cite
    Neilsberg Research (2025). cities in Keokuk County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-keokuk-county-ia-by-multi-racial-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Keokuk County, Iowa
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in Keokuk County, IA, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of Keokuk County, IA
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Keokuk County, IA by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the Keokuk County, IA by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Keokuk County Multi-Racial Asian Population: This tells us how much of the entire Keokuk County, IA Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  16. N

    cities in Pinal County Ranked by Non-Hispanic Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Cite
    Neilsberg Research (2025). cities in Pinal County Ranked by Non-Hispanic Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-pinal-county-az-by-non-hispanic-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Pinal County, Arizona
    Variables measured
    Non-Hispanic Asian Population, Non-Hispanic Asian Population as Percent of Total Population of cities in Pinal County, AZ, Non-Hispanic Asian Population as Percent of Total Non-Hispanic Asian Population of Pinal County, AZ
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Pinal County, AZ by Non-Hispanic Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Non-Hispanic Asian Population: This column displays the rank of cities in the Pinal County, AZ by their Non-Hispanic Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Non-Hispanic Asian Population: The Non-Hispanic Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Non-Hispanic Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Pinal County Non-Hispanic Asian Population: This tells us how much of the entire Pinal County, AZ Non-Hispanic Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  17. N

    cities in Steele County Ranked by Non-Hispanic Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
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    Neilsberg Research (2025). cities in Steele County Ranked by Non-Hispanic Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-steele-county-mn-by-non-hispanic-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Minnesota, Steele County
    Variables measured
    Non-Hispanic Asian Population, Non-Hispanic Asian Population as Percent of Total Population of cities in Steele County, MN, Non-Hispanic Asian Population as Percent of Total Non-Hispanic Asian Population of Steele County, MN
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Steele County, MN by Non-Hispanic Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Non-Hispanic Asian Population: This column displays the rank of cities in the Steele County, MN by their Non-Hispanic Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Non-Hispanic Asian Population: The Non-Hispanic Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Non-Hispanic Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Steele County Non-Hispanic Asian Population: This tells us how much of the entire Steele County, MN Non-Hispanic Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  18. N

    cities in Fulton County Ranked by Multi-Racial Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Neilsberg Research (2025). cities in Fulton County Ranked by Multi-Racial Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-fulton-county-ga-by-multi-racial-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Fulton County, Georgia
    Variables measured
    Multi-Racial Asian Population, Multi-Racial Asian Population as Percent of Total Population of cities in Fulton County, GA, Multi-Racial Asian Population as Percent of Total Multi-Racial Asian Population of Fulton County, GA
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Fulton County, GA by Multi-Racial Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Multi-Racial Asian Population: This column displays the rank of cities in the Fulton County, GA by their Multi-Racial Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Multi-Racial Asian Population: The Multi-Racial Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Multi-Racial Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Fulton County Multi-Racial Asian Population: This tells us how much of the entire Fulton County, GA Multi-Racial Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  19. N

    cities in Arenac County Ranked by Non-Hispanic Asian Population // 2025...

    • neilsberg.com
    csv, json
    Updated Feb 11, 2025
    + more versions
    Share
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    Cite
    Neilsberg Research (2025). cities in Arenac County Ranked by Non-Hispanic Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-arenac-county-mi-by-non-hispanic-asian-population/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Michigan, Arenac County
    Variables measured
    Non-Hispanic Asian Population, Non-Hispanic Asian Population as Percent of Total Population of cities in Arenac County, MI, Non-Hispanic Asian Population as Percent of Total Non-Hispanic Asian Population of Arenac County, MI
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Arenac County, MI by Non-Hispanic Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Non-Hispanic Asian Population: This column displays the rank of cities in the Arenac County, MI by their Non-Hispanic Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Non-Hispanic Asian Population: The Non-Hispanic Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Non-Hispanic Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Arenac County Non-Hispanic Asian Population: This tells us how much of the entire Arenac County, MI Non-Hispanic Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

  20. N

    cities in Creek County Ranked by Asian Population // 2025 Edition

    • neilsberg.com
    csv, json
    Updated Jan 24, 2025
    + more versions
    Share
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    Neilsberg Research (2025). cities in Creek County Ranked by Asian Population // 2025 Edition [Dataset]. https://www.neilsberg.com/insights/lists/cities-in-creek-county-ok-by-asian-population/
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Jan 24, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Creek County, Oklahoma
    Variables measured
    Asian Population, Asian Population as Percent of Total Asian Population of Creek County, OK, Asian Population as Percent of Total Population of cities in Creek County, OK
    Measurement technique
    To measure the rank and respective trends, we initially gathered data from the five most recent American Community Survey (ACS) 5-Year Estimates. We then analyzed and categorized the data for each of the racial categories identified by the U.S. Census Bureau. Based on the required racial category classification, we calculated the rank. For geographies with no population reported for the chosen race, we did not assign a rank and excluded them from the list. It is possible that a small population exists but was not reported or captured due to limitations or variations in Census data collection and reporting. We ensured that the population estimates used in this dataset pertain exclusively to the identified racial categories and do not rely on any ethnicity classification, unless explicitly required.For further information regarding these estimates, please feel free to reach out to us via email at research@neilsberg.com.
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    This list ranks the 18 cities in the Creek County, OK by Asian population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

    Content

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

    • 2019-2023 American Community Survey 5-Year Estimates
    • 2018-2022 American Community Survey 5-Year Estimates
    • 2017-2021 American Community Survey 5-Year Estimates
    • 2016-2020 American Community Survey 5-Year Estimates
    • 2015-2019 American Community Survey 5-Year Estimates

    Variables / Data Columns

    • Rank by Asian Population: This column displays the rank of cities in the Creek County, OK by their Asian population, using the most recent ACS data available.
    • cities: The cities for which the rank is shown in the previous column.
    • Asian Population: The Asian population of the cities is shown in this column.
    • % of Total cities Population: This shows what percentage of the total cities population identifies as Asian. Please note that the sum of all percentages may not equal one due to rounding of values.
    • % of Total Creek County Asian Population: This tells us how much of the entire Creek County, OK Asian population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
    • 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

    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/.

Share
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TwitterTwitter
Email
Click to copy link
Link copied
Close
Cite
FutureBee AI (2022). South Asian Children Facial Image Dataset [Dataset]. https://www.futurebeeai.com/dataset/image-dataset/facial-images-minor-south-asian

South Asian Children Facial Image Dataset

Minor and Kids Image Dataset

Explore at:
wavAvailable download formats
Dataset updated
Aug 1, 2022
Dataset provided by
FutureBeeAI
Authors
FutureBee AI
License

https://www.futurebeeai.com/policies/ai-data-license-agreementhttps://www.futurebeeai.com/policies/ai-data-license-agreement

Area covered
South Asia
Dataset funded by
FutureBeeAI
Description

Introduction

Welcome to the South Asian Child Faces Dataset, meticulously curated to enhance face recognition models and support the development of advanced biometric identification systems, child identification models, and other facial recognition technologies.

Facial Image Data

This dataset comprises over 5,000 child image sets, divided into participant-wise sets with each set including:

•
Facial Images: 15 different high-quality images per child.

Diversity and Representation

The dataset includes contributions from a diverse network of children across South Asian countries:

•
Geographical Representation: Participants from South Asian countries, including India, Pakistan, Bangladesh, Nepal, Sri Lanka, Bhutan, Maldives, and more.
•
Demographics: Participants are children under the age of 18, representing both males and females.
•
File Format: The dataset contains images in JPEG and HEIC file format.

Quality and Conditions

To ensure high utility and robustness, all images are captured under varying conditions:

•
Lighting Conditions: Images are taken in different lighting environments to ensure variability and realism.
•
Backgrounds: A variety of backgrounds are available to enhance model generalization.
•
Device Quality: Photos are taken using the latest mobile devices to ensure high resolution and clarity.

Metadata

Each facial image set is accompanied by detailed metadata for each participant, including:

•Participant Identifier
•File Name
•Age
•Gender
•Country
•Demographic Information
•File Format

This metadata is essential for training models that can accurately recognize and identify children's faces across different demographics and conditions.

Usage and Applications

This facial image dataset is ideal for various applications in the field of computer vision, including but not limited to:

•
Facial Recognition Models: Improving the accuracy and reliability of facial recognition systems.
•
KYC Models: Streamlining the identity verification processes for financial and other services.
•
Biometric Identity Systems: Developing robust biometric identification solutions.
•
Child Identification Models: Training models to accurately identify children in various scenarios.
•
Age Prediction Models: Training models to accurately predict the age of minors based on facial features.
•
Generative AI Models: Training generative AI models to create realistic and diverse synthetic facial images.

Secure and Ethical Collection

•
Data Security: Data was securely stored and processed within our platform, ensuring data security and confidentiality.
•
Ethical Guidelines: The biometric data collection process adhered to strict ethical guidelines, ensuring the privacy and consent of all participants’ guardians.
•
Participant Consent: The guardians were informed of the purpose of collection and potential use of the data, as agreed through written consent.
<h3

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