A shift in scientific publishing from paper-based to knowledge-based practices promotes reproducibility, machine actionability and knowledge discovery. This is important for disciplines like social science, as study indicators are often social constructs such as race or education; hypothesis tests are challenging to compare in demographic research due to their limited temporal and spatial coverage; and natural language in research papers is often imprecise and ambiguous. Therefore, we present the MIRA-KG, consisting of: (1) an ontology for capturing social demography research, which links hypotheses and findings to evidence, (2) annotations of papers on health inequality in terms of the ontology, gathered by (i) prompting a Large Language Model to annotate paper abstracts using the ontology, (ii) mapping concepts to terms from NCBO BioPortal ontologies and GeoNames, and (iii) refining the final graph by a set of SHACL constraints, developed according to data quality criteria. The utility of the resource lies in its use for formally representing social demography research hypotheses, discovering research biases, discovery of knowledge, and the derivation of novel questions.This dataset was generated using the code available on Github at https://w3id.org/mira/ at version v1.0. It uses the following ontology: https://w3id.org/mira/ontology/.

Codes for the populations are: W for West, C for Centre, NE for North-East and NW for North-West.

About this dataset

Context

The dataset tabulates the White Earth population by age. The dataset can be utilized to understand the age distribution and demographics of White Earth.

Content

The dataset constitues the following three datasets

• White Earth, ND Age Group Population Dataset: A complete breakdown of White Earth age demographics from 0 to 85 years, distributed across 18 age groups
• White Earth, ND Age Cohorts Dataset: Children, Working Adults, and Seniors in White Earth - Population and Percentage Analysis
• White Earth, ND Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Urbana town population by age. The dataset can be utilized to understand the age distribution and demographics of Urbana town.

Content

The dataset constitues the following three datasets

• Urbana, New York Age Group Population Dataset: A complete breakdown of Urbana town age demographics from 0 to 85 years, distributed across 18 age groups
• Urbana, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in Urbana town - Population and Percentage Analysis
• Urbana, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

Statistically significant results are presented in bold. For the asymmetry tests, “»” indicate the direction of the asymmetry. Codes for the populations are: W for West, S for South, C for Centre, NE for North-East and NW for North-West.

About this dataset

Context

The dataset tabulates the Washington town population by age. The dataset can be utilized to understand the age distribution and demographics of Washington town.

Content

The dataset constitues the following three datasets

• Washington, New York Age Group Population Dataset: A complete breakdown of Washington town age demographics from 0 to 85 years, distributed across 18 age groups
• Washington, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in Washington town - Population and Percentage Analysis
• Washington, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Whitwell population by age. The dataset can be utilized to understand the age distribution and demographics of Whitwell.

Content

The dataset constitues the following three datasets

• Whitwell, TN Age Group Population Dataset: A complete breakdown of Whitwell age demographics from 0 to 85 years, distributed across 18 age groups
• Whitwell, TN Age Cohorts Dataset: Children, Working Adults, and Seniors in Whitwell - Population and Percentage Analysis
• Whitwell, TN Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Wayne town population by age. The dataset can be utilized to understand the age distribution and demographics of Wayne town.

Content

The dataset constitues the following three datasets

• Wayne Town, Lafayette County, Wisconsin Age Group Population Dataset: A complete breakdown of Wayne town age demographics from 0 to 85 years, distributed across 18 age groups
• Wayne Town, Lafayette County, Wisconsin Age Cohorts Dataset: Children, Working Adults, and Seniors in Wayne town - Population and Percentage Analysis
• Wayne Town, Lafayette County, Wisconsin Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Wirt town population by age. The dataset can be utilized to understand the age distribution and demographics of Wirt town.

Content

The dataset constitues the following three datasets

• Wirt, New York Age Group Population Dataset: A complete breakdown of Wirt town age demographics from 0 to 85 years, distributed across 18 age groups
• Wirt, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in Wirt town - Population and Percentage Analysis
• Wirt, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the University Heights population by age. The dataset can be utilized to understand the age distribution and demographics of University Heights.

Content

The dataset constitues the following three datasets

• University Heights, OH Age Group Population Dataset: A complete breakdown of University Heights age demographics from 0 to 85 years, distributed across 18 age groups
• University Heights, OH Age Cohorts Dataset: Children, Working Adults, and Seniors in University Heights - Population and Percentage Analysis
• University Heights, OH Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the West Bloomfield town population by age. The dataset can be utilized to understand the age distribution and demographics of West Bloomfield town.

Content

The dataset constitues the following three datasets

• West Bloomfield, New York Age Group Population Dataset: A complete breakdown of West Bloomfield town age demographics from 0 to 85 years, distributed across 18 age groups
• West Bloomfield, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in West Bloomfield town - Population and Percentage Analysis
• West Bloomfield, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Washington population by age. The dataset can be utilized to understand the age distribution and demographics of Washington.

Content

The dataset constitues the following three datasets

• Washington, IN Age Group Population Dataset: A complete breakdown of Washington age demographics from 0 to 85 years, distributed across 18 age groups
• Washington, IN Age Cohorts Dataset: Children, Working Adults, and Seniors in Washington - Population and Percentage Analysis
• Washington, IN Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Vergennes population by age. The dataset can be utilized to understand the age distribution and demographics of Vergennes.

Content

The dataset constitues the following three datasets

• Vergennes, VT Age Group Population Dataset: A complete breakdown of Vergennes age demographics from 0 to 85 years, distributed across 18 age groups
• Vergennes, VT Age Cohorts Dataset: Children, Working Adults, and Seniors in Vergennes - Population and Percentage Analysis
• Vergennes, VT Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Virgin population by age. The dataset can be utilized to understand the age distribution and demographics of Virgin.

Content

The dataset constitues the following three datasets

• Virgin, UT Age Group Population Dataset: A complete breakdown of Virgin age demographics from 0 to 85 years, distributed across 18 age groups
• Virgin, UT Age Cohorts Dataset: Children, Working Adults, and Seniors in Virgin - Population and Percentage Analysis
• Virgin, UT Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Wright town population by age. The dataset can be utilized to understand the age distribution and demographics of Wright town.

Content

The dataset constitues the following three datasets

• Wright, New York Age Group Population Dataset: A complete breakdown of Wright town age demographics from 0 to 85 years, distributed across 18 age groups
• Wright, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in Wright town - Population and Percentage Analysis
• Wright, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the White Pine County population by age. The dataset can be utilized to understand the age distribution and demographics of White Pine County.

Content

The dataset constitues the following three datasets

• White Pine County, NV Age Group Population Dataset: A complete breakdown of White Pine County age demographics from 0 to 85 years, distributed across 18 age groups
• White Pine County, NV Age Cohorts Dataset: Children, Working Adults, and Seniors in White Pine County - Population and Percentage Analysis
• White Pine County, NV Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Winslow population by age. The dataset can be utilized to understand the age distribution and demographics of Winslow.

Content

The dataset constitues the following three datasets

• Winslow, NE Age Group Population Dataset: A complete breakdown of Winslow age demographics from 0 to 85 years, distributed across 18 age groups
• Winslow, NE Age Cohorts Dataset: Children, Working Adults, and Seniors in Winslow - Population and Percentage Analysis
• Winslow, NE Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the West Turin town population by age. The dataset can be utilized to understand the age distribution and demographics of West Turin town.

Content

The dataset constitues the following three datasets

• West Turin, New York Age Group Population Dataset: A complete breakdown of West Turin town age demographics from 0 to 85 years, distributed across 18 age groups
• West Turin, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in West Turin town - Population and Percentage Analysis
• West Turin, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Van Etten population by age. The dataset can be utilized to understand the age distribution and demographics of Van Etten.

Content

The dataset constitues the following three datasets

• Van Etten, NY Age Group Population Dataset: A complete breakdown of Van Etten age demographics from 0 to 85 years, distributed across 18 age groups
• Van Etten, NY Age Cohorts Dataset: Children, Working Adults, and Seniors in Van Etten - Population and Percentage Analysis
• Van Etten, NY Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.

About this dataset

Context

The dataset tabulates the Villenova town population by age. The dataset can be utilized to understand the age distribution and demographics of Villenova town.

Content

The dataset constitues the following three datasets

• Villenova, New York Age Group Population Dataset: A complete breakdown of Villenova town age demographics from 0 to 85 years, distributed across 18 age groups
• Villenova, New York Age Cohorts Dataset: Children, Working Adults, and Seniors in Villenova town - Population and Percentage Analysis
• Villenova, New York Population Pyramid Dataset: Age Groups, Male and Female Population, and Total Population for Demographics Analysis

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/.