Nearly all of the demographic variables come from the 2023 American Community Survey (5-year estimate) which is run by the United States Census Bureau. The value ofpopulationis estimated using 2023 ACS 1-year data (when available for urban areas) and 2023 ACS 5-year data when not. ...
Current Population by ZIP Code in our U.S. Business database 2020 Census Data included in Deluxe & Business All Prices are PER YEAR - Not Monthly/Quarterly All purchases come with MONTHLY updates Multiple Formats: Access, Excel, CSV, and SQL ...
https://www.census.gov/data/developers/data-sets/acs-5year.html 32. Gibbons J. Neighborhood racial/ethnic composition and medical discrimination’s relation to mammograms: a Philadelphia case study. Race Soc Probl. 2021;13(3):234-244. doi:10.1007/s12552-021-09312-9 Google ...
All other demographic variables come from the 2023 American Community Survey's 5-year estimates. We use 5-year estimates because they offer more precise estimates and provide better data coverage in low-population counties. The ACS is run by the United States Census Bureau. ...
ACS data are known to produce inaccurate estimates of socio-economic variables for some census tracts, with estimate quality linked to demography and geography54,55. We mitigated these localized uncertainties in a number of ways. First, five-year estimates were used to favour precision over currency...
remotes::install_github("walkerke/tidycensus") To learn more about the package, please visit the package documentation at https://walker-data.com/tidycensus/ or read the book Analyzing US Census Data: Methods, Maps, and Models in R at https://walker-data.com/census-r/. Note: This produ...
A publication describing the method used to generate the data fusion outputs is available at http://pubs.acs.org/doi/abs/10.1021/acs.est.5b05134; however, the outputs are not currently publicly available. Finally, we used socioeconomic data from Census 2000 and the American Community Survey (...
By default, the year for a dataset is the most recent year available. To access earlier data, pass a year parameter to the API call:c.acs5.state(('NAME', 'B25034_010E'), states.MD.fips, year=2010) The default year may also be set client-wide:c = Census("MY_API_KEY", year=...
We then added census-tract data (racial and ethnic identity, median income, homeownership status, and house age) from the American Community Survey (ACS) 5-year estimates for 2016–202085 via the R tidycensus package version 1.2.3.86 The ACS data were merged into the ZTRAX data using the...
County-wise population data were obtained from the US Census19 using the R package tidycensus20. Data on ICU bed availability per county was obtained from Kaiser Health News21. As per The New York Times, cases and deaths reported from New York, Kings, Queens, Bronx and Richmond counties ...