About this dataset

Context

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

Key observations

Of the Non-Hispanic population in Gilbert, the largest racial group is White alone with a population of 1,096 (87.12% of the total Non-Hispanic population).

Content

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

Racial categories include:

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

Variables / Data Columns

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

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

About this dataset

Context

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

Key observations

The percent distribution of Gilbert population by race (across all racial categories recognized by the U.S. Census Bureau): 100% are white.

Content

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

Racial categories include:

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

Variables / Data Columns

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

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

About this dataset

Context

The dataset tabulates the Gilbert population by race and ethnicity. The dataset can be utilized to understand the racial distribution of Gilbert.

Content

The dataset will have the following datasets when applicable

Please note that in case when either of Hispanic or Non-Hispanic population doesnt exist, the respective dataset will not be available (as there will not be a population subset applicable for the same)

• Gilbert, MN Population Breakdown by Race
• Gilbert, MN Non-Hispanic Population Breakdown by Race
• Gilbert, MN Hispanic or Latino Population Distribution by Their Ancestries

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 Gilbert Hispanic or Latino population. It includes the distribution of the Hispanic or Latino population, of Gilbert, by their ancestries, as identified by the Census Bureau. The dataset can be utilized to understand the origin of the Hispanic or Latino population of Gilbert.

Key observations

Among the Hispanic population in Gilbert, regardless of the race, the largest group is of Mexican origin, with a population of 23 (69.70% of the total Hispanic population).

https://i.neilsberg.com/ch/gilbert-sc-population-by-race-and-ethnicity.jpeg" alt="Gilbert Non-Hispanic population by race">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Origin for Hispanic or Latino population include:

• Mexican
• Black or African American
• Puerto Rican
• Cuban
• Other Hispanic or Latino

Variables / Data Columns

• Origin: This column displays the origin for Hispanic or Latino population for the Gilbert
• Population: The population of the specific origin for Hispanic or Latino population in the Gilbert is shown in this column.
• % of Total Hispanic Population: This column displays the percentage distribution of each Hispanic origin as a proportion of Gilbert total Hispanic or Latino population. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

A data set of all employees that have previously worked for, currently work for, or who were offered employment by the Town of Gilbert highlighting demographics. This data set contains the following information for each individual. Names and any identifiable information have been removed from this data set.ID - A unique identifier for each record. This ID is not the employee ID of the individual.Department - The department that the individual works in and is assigned to in the organization.Division - The division within the main department in which the individual works and is assigned to.Organization - The internal organization or work group in which the individual works.Active Status Code - Whether the individual is currently active in the organization. An inactive employee may have previously been employed by Gilbert or may have been offered employment but never hired. Inactive employees are listed as "I" and active employees are listed as "A".Gilbert Resident - Whether the individual's primary residence is in Gilbert. Gilbert residents are listed as "Y" while all others are listed simply as "N".Employee Status - The type of position and status of the individual. Possible options for Employee Status include "Elected", "Full Time Sworn", "Full Time Non-Sworn", "Limited Term", "Part Time 0.5 Non-Benefited", "Part Time 0.75 Benefited", and "Seasonal".Degree Code - The highest level of educational degree attained by the individual. Options are "Associate", "Bachelor's", "Doctorate", "Elementary", "GED", "High School", "Juris Doctor", "Master's", "Master of Laws" or blank (if the individual chose not to respond)."Ethnicity" - The self-identified race or ethnicity of the individual. Possible choices are "Asian", "Black", "Hispanic", "Native American", "Other", "White", or "N/A" (if the individual was offered employment but never hired). Gilbert does not currently differentiate race from ethnicity when hiring.Age Group - The age group to which the individual belongs. Age groups include "Under 18", "18-24", "25-34", "35-44", "45-54", "55-64", "65+", and "N/A" (if the individual was offered employment but never hired).Gender - The self-identified gender of the individual. Genders in the data include "Female", "Male", and "N/A" (if the individual was offered employment but never hired).This data set is updated on the 15th of every month and the last day of every month.

About this dataset

Context

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

Key observations

There is a slight majority of female population, with 51.33% of total population being female. Source: U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates.

Content

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

Scope of gender :

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

Variables / Data Columns

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

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

About this dataset

Context

The dataset tabulates the Gilbert median household income by race. The dataset can be utilized to understand the racial distribution of Gilbert income.

Content

The dataset will have the following datasets when applicable

Please note: The 2020 1-Year ACS estimates data was not reported by the Census Bureau due to the impact on survey collection and analysis caused by COVID-19. Consequently, median household income data for 2020 is unavailable for large cities (population 65,000 and above).

• Gilbert, MN median household income breakdown by race betwen 2011 and 2021
• Median Household Income by Racial Categories in Gilbert, MN (2021, in 2022 inflation-adjusted dollars)

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Interested in deeper insights and visual analysis?

Explore our comprehensive data analysis and visual representations for a deeper understanding of Gilbert median household income by race. You can refer the same here

About this dataset

Context

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

Key observations

Based on our analysis of the distribution of Gilbert population by race & ethnicity, the population is predominantly White. This particular racial category constitutes the majority, accounting for 72.67% of the total residents in Gilbert. Notably, the median household income for White households is $121,546. Interestingly, despite the White population being the most populous, it is worth noting that Asian households actually reports the highest median household income, with a median income of $143,321. This reveals that, while Whites may be the most numerous in Gilbert, Asian households experience greater economic prosperity in terms of median household income.

Content

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

Racial categories include:

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

Variables / Data Columns

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

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

About this dataset

Context

The dataset tabulates the Gilbert Hispanic or Latino population. It includes the distribution of the Hispanic or Latino population, of Gilbert, by their ancestries, as identified by the Census Bureau. The dataset can be utilized to understand the origin of the Hispanic or Latino population of Gilbert.

Key observations

Among the Hispanic population in Gilbert, regardless of the race, the largest group is of Mexican origin, with a population of 27 (84.38% of the total Hispanic population).

Content

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

Origin for Hispanic or Latino population include:

• Mexican
• Puerto Rican
• Cuban
• Other Hispanic or Latino

Variables / Data Columns

• Origin: This column displays the origin for Hispanic or Latino population for the Gilbert
• Population: The population of the specific origin for Hispanic or Latino population in the Gilbert is shown in this column.
• % of Total Hispanic Population: This column displays the percentage distribution of each Hispanic origin as a proportion of Gilbert total Hispanic or Latino population. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

About this dataset

Context

The dataset tabulates the Gilbert population by year. The dataset can be utilized to understand the population trend of Gilbert.

Content

The dataset constitues the following datasets

• Gilbert, AZ Population Dataset: Yearly Figures, Population Change, and Percent Change 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 population of Gilbert by gender, including both male and female populations. This dataset can be utilized to understand the population distribution of Gilbert across both sexes and to determine which sex constitutes the majority.

Key observations

There is a slight majority of female population, with 50.72% of total population being female. Source: U.S. Census Bureau American Community Survey (ACS) 2018-2022 5-Year Estimates.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2018-2022 5-Year Estimates.

Scope of gender :

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

Variables / Data Columns

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

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Gilbert. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2013 and 2023, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Gilbert, the median household income for the households where the householder is White increased by $15,773(14.91%), between 2013 and 2023. The median household income, in 2023 inflation-adjusted dollars, was $105,773 in 2013 and $121,546 in 2023.
• Black or African American: In Gilbert, the median household income for the households where the householder is Black or African American decreased by $4,407(4.70%), between 2013 and 2023. The median household income, in 2023 inflation-adjusted dollars, was $93,675 in 2013 and $89,268 in 2023.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

Content

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

Racial categories include:

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

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Gilbert.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• 2023: 2023 median household income
• Please note: All incomes have been adjusted for inflation and are presented in 2023-inflation-adjusted dollars.

Good to know

Margin of Error

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

Custom data

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

Inspiration

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

Recommended for further research

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

The Gilbert Police Department is committed to transparency and serving with integrity, trust, and respect. View the Police Demographics Dashboard that displays department information related to race and ethnicity, age ranges, education level and more.

AbstractEffective population size is a fundamental parameter in population genetics, evolutionary biology and conservation biology, yet its estimation can be fraught with difficulties. Several methods to estimate Ne from genetic data have been developed which take advantage of various approaches for inferring Ne. The ability of these methods to accurately estimate Ne, however, has not been comprehensively examined. In this study, we employ seven of the most cited methods for estimating Ne from genetic data (Colony2, CoNe, Estim, MLNe, ONeSAMP, TMVP, and NeEstimator including LDNe) across simulated datasets with populations experiencing migration or no migration. The simulated population demographies are an isolated population with no immigration, an island model metapopulation with a sink population receiving immigrants, and an isolation by distance stepping stone model of populations. We find considerable variance in performance of these methods, both within and across demographic scenarios, with some methods performing very poorly. The most accurate estimates of Ne can be obtained by using LDNe, MLNe, or TMVP; however each of these approaches is outperformed by another in a differing demographic scenario. Knowledge of the approximate demography of population as well as the availability of temporal data largely improves Ne estimates. Usage notesNe500_IdealRawPopulationFilesThese are the "true" population files for ideal (isolation) populations of size 500 simulated from Nemo. They contain all individuals and many extra loci, from which these were sampled to obtain the inputs used in analyses (see Program_InputFiles). Temporal samplers used two time points, from which the files here are identified as belonging to generation 0 or generation 1.Ideal500_Raw.zipNe5000_IdealRawPopulationFilesThese are the "true" population files for ideal (isolation) populations of size 5000 simulated from Nemo. They contain all individuals and many extra loci, from which these were sampled to obtain the inputs used in analyses (see Program_InputFiles). Temporal samplers used two time points, from which the files here are identified as belonging to generation 0 or generation 1.Ideal5000_Raw.zipNe50_Generation0_IdealRawPopulationFilesThese are the "true" population files for ideal (isolation) populations of size 50 simulated from Nemo. They contain all individuals and many extra loci, from which these were sampled to obtain the inputs used in analyses (see Program_InputFiles). Temporal samplers used two time points, from which the files here are identified as belonging to generation 0 or generation 1.Ideal50_Gen0.zipNe50_Generation1_IdealRawPopulationFilesThese are the "true" population files for ideal (isolation) populations of size 50 simulated from Nemo. They contain all individuals and many extra loci, from which these were sampled to obtain the inputs used in analyses (see Program_InputFiles). Temporal samplers used two time points, from which the files here are identified as belonging to generation 0 or generation 1.Ideal50_Gen1.zipEstimationPrograms_FormattedInputFilesSee the ReadMe for further details. These are the input files formatted for each analysis program and are the population samples under analysis.Program_InputFiles.zipProgramOutputFilesFor_Colony_Estim_MLNe_NeEstimator_ONeSamp_TMVPThese are the Ne estimates output by the various programs. See the readme for file naming conventions. Because of their large size, CoNe output files are stored separately.Colony_Estim_MLNe_NeEstimator_ONeSamp_TMVP_OutputFiles.zipCoNe_Ideal_OutputFilesThese are outputs for Cone Ideal (isolation) population cases. See the Readme for file naming conventions.CoNe_Mig50_OutputFilesCoNe Ne estimation output files for Migration scenarios with true Ne = 50. See the same readme for other input/output files for naming conventions.CoNe_Mig500_OutputFilesCoNe Ne estimation output files for Migration scenarios with true Ne = 500. See the same readme for other input/output files for naming conventions.CoNe_IBD50_OutputFilesCoNe Ne estimation output files for IBD scenarios with true Ne = 50. See the same readme for other input/output files for naming conventions.CoNe_IBD500_OutputFilesCoNe Ne estimation output files for IBD scenarios with true Ne = 500. See the same readme for other input/output files for naming conventions.ParamFiles_ConversionAndAnalysisScriptsSee the Readme files contained within each subfolder. These are the input files used for nemo simulations (Migration and IBD raw simulation files were >80GB in size when compressed, and may be requested from KJ Gilbert). Otherwise, these input files contain the parameters used in Nemo v2.2.0 to create the raw population files from which individuals were sampled. R scripts for file conversion to the various program inputs as well as for analyzing the various outputs are also included, but are also made public on GitHub at:...

Anticipating species' responses to environmental change is a pressing mission in biodiversity conservation. Despite decades of research investigating how climate change may affect population sizes, historical context is lacking and the traits which mediate demographic sensitivity to changing climate remain elusive. We use whole-genome sequence data to reconstruct the demographic histories of 263 bird species over the past million years and identify networks of interacting morphological and life-history traits associated with changes in effective population size (N_e) in response to climate warming and cooling. Our results identify direct and indirect effects of key traits representing survival, reproduction, and dispersal processes on long-term demographic responses to climate change and highlight traits most likely to influence population responses to ongoing climate warming.

Demographic data from woodland caribou were provided by the governments of Alberta, British Columbia, and Northwest Territories. Calves: adult female ratios (CAF) were estimated from aerial surveys conducted in March. These surveys recorded the total number of calves and adult females observed (mean = 147.3 adult females observed/caribou range/year [range: 11–1288]). CAF ratios were not adjusted to reflect the number of female calves to the total number of females across all age classes. Annual estimates of adult female survival (AVS) were derived from data collected from VHF- or GPS-collared adult females (≥2 years old; exact ages on capture are unknown) in each caribou population . For VHF-collared females, survival status was determined by aerial telemetry flights conducted 4–12 times per year, a monitoring frequency found to produce unbiased survival estimates. Annual rates of AFS for each population were estimated using the Kaplan-Meier method in a staggered en...

Demographic characteristics of surveyed households.

Demographic data and treatment details at inclusion.

Demographic information by treatment assignment (placebo vs vaccine) for RV144, HVTN 097, and HVTN 100 per-protocol participants.

Participant demographic characteristics (N = 374).