To summarize this table, the DP02_0018P variable gives you the estimate median age of all households in eahc county. Starting at the top, we have Cumberland County with the estimatimate median age at 53.5 and coming in at the lowest, we have Montgomery County with the estimate median age at 31.9.

As for the margin of error, that is there because each county’s median age estimate is based on surveys collected from a relatively small, but random, sample of the county’s households rather than from every household in the county.

This data shown was collected from the Census Data API Service shows around seven pages of questions to each person in the household and another four pages of questions to the “head” of the household. 

County Variable Estimate Margin of Error
Cumberland County, Tennessee DP05_0018 53.5 0.4
Pickett County, Tennessee DP05_0018 51.6 0.7
Loudon County, Tennessee DP05_0018 48.8 0.4
Clay County, Tennessee DP05_0018 48.5 1.3
Benton County, Tennessee DP05_0018 47.8 0.7
Fayette County, Tennessee DP05_0018 47.4 0.3
Grainger County, Tennessee DP05_0018 47.4 0.7
Roane County, Tennessee DP05_0018 47.3 0.3
Van Buren County, Tennessee DP05_0018 47.2 0.5
Fentress County, Tennessee DP05_0018 46.9 0.4
Jackson County, Tennessee DP05_0018 46.9 1.2
Polk County, Tennessee DP05_0018 46.9 0.6
Unicoi County, Tennessee DP05_0018 46.9 1.0
Johnson County, Tennessee DP05_0018 46.7 0.7
Moore County, Tennessee DP05_0018 46.2 0.4
Hawkins County, Tennessee DP05_0018 46.0 0.4
Carter County, Tennessee DP05_0018 45.9 0.3
Decatur County, Tennessee DP05_0018 45.8 0.3
Henry County, Tennessee DP05_0018 45.8 0.6
Bledsoe County, Tennessee DP05_0018 45.5 0.7
Meigs County, Tennessee DP05_0018 45.4 0.6
Cocke County, Tennessee DP05_0018 45.3 0.2
Monroe County, Tennessee DP05_0018 45.2 0.3
Hardin County, Tennessee DP05_0018 45.1 0.5
Sullivan County, Tennessee DP05_0018 45.0 0.2
Sequatchie County, Tennessee DP05_0018 44.9 0.6
Greene County, Tennessee DP05_0018 44.7 0.2
Wayne County, Tennessee DP05_0018 44.4 0.7
Jefferson County, Tennessee DP05_0018 44.3 0.5
Stewart County, Tennessee DP05_0018 44.3 0.8
Campbell County, Tennessee DP05_0018 44.2 0.4
Marion County, Tennessee DP05_0018 43.8 0.4
Blount County, Tennessee DP05_0018 43.7 0.3
Overton County, Tennessee DP05_0018 43.7 0.5
Giles County, Tennessee DP05_0018 43.5 0.3
Sevier County, Tennessee DP05_0018 43.5 0.6
White County, Tennessee DP05_0018 43.5 0.6
Humphreys County, Tennessee DP05_0018 43.3 0.8
Perry County, Tennessee DP05_0018 43.3 1.6
Haywood County, Tennessee DP05_0018 43.2 0.5
Hancock County, Tennessee DP05_0018 43.1 1.1
Houston County, Tennessee DP05_0018 43.0 1.0
Lincoln County, Tennessee DP05_0018 42.9 0.6
McNairy County, Tennessee DP05_0018 42.9 0.6
Lake County, Tennessee DP05_0018 42.8 1.8
Grundy County, Tennessee DP05_0018 42.7 0.4
Union County, Tennessee DP05_0018 42.7 0.7
Claiborne County, Tennessee DP05_0018 42.5 0.9
McMinn County, Tennessee DP05_0018 42.4 0.3
Hickman County, Tennessee DP05_0018 42.3 0.7
Morgan County, Tennessee DP05_0018 42.3 0.8
Franklin County, Tennessee DP05_0018 42.2 0.8
Rhea County, Tennessee DP05_0018 42.0 0.9
DeKalb County, Tennessee DP05_0018 41.9 1.1
Lewis County, Tennessee DP05_0018 41.9 1.7
Obion County, Tennessee DP05_0018 41.8 0.4
Anderson County, Tennessee DP05_0018 41.5 0.4
Cheatham County, Tennessee DP05_0018 41.5 0.5
Carroll County, Tennessee DP05_0018 41.3 0.9
Scott County, Tennessee DP05_0018 40.7 0.9
Smith County, Tennessee DP05_0018 40.6 0.4
Henderson County, Tennessee DP05_0018 40.4 0.9
Williamson County, Tennessee DP05_0018 40.4 0.3
Dyer County, Tennessee DP05_0018 40.2 0.6
Washington County, Tennessee DP05_0018 40.2 0.5
Hamblen County, Tennessee DP05_0018 40.1 0.5
Hardeman County, Tennessee DP05_0018 40.1 0.8
Cannon County, Tennessee DP05_0018 40.0 1.1
Sumner County, Tennessee DP05_0018 39.8 0.4
Warren County, Tennessee DP05_0018 39.8 0.7
Wilson County, Tennessee DP05_0018 39.8 0.4
Crockett County, Tennessee DP05_0018 39.7 1.9
Gibson County, Tennessee DP05_0018 39.6 0.4
Bradley County, Tennessee DP05_0018 39.5 0.5
Hamilton County, Tennessee DP05_0018 39.5 0.3
Marshall County, Tennessee DP05_0018 39.5 0.6
Lawrence County, Tennessee DP05_0018 39.3 0.5
Lauderdale County, Tennessee DP05_0018 39.2 0.8
Macon County, Tennessee DP05_0018 39.2 0.6
Dickson County, Tennessee DP05_0018 39.1 0.6
Maury County, Tennessee DP05_0018 39.1 0.5
Coffee County, Tennessee DP05_0018 39.0 0.6
Tipton County, Tennessee DP05_0018 39.0 0.7
Robertson County, Tennessee DP05_0018 38.7 0.6
Madison County, Tennessee DP05_0018 38.3 0.5
Bedford County, Tennessee DP05_0018 37.6 0.7
Chester County, Tennessee DP05_0018 37.6 0.9
Knox County, Tennessee DP05_0018 37.4 0.2
Weakley County, Tennessee DP05_0018 37.3 0.8
Putnam County, Tennessee DP05_0018 36.0 0.4
Shelby County, Tennessee DP05_0018 35.9 0.1
Trousdale County, Tennessee DP05_0018 35.0 1.0
Davidson County, Tennessee DP05_0018 34.6 0.1
Rutherford County, Tennessee DP05_0018 34.2 0.1
Montgomery County, Tennessee DP05_0018 31.9 0.2

Code:

############################################################
# STEP 1: Load Packages
############################################################

if (!require("tidycensus")) install.packages("tidycensus")
if (!require("tidyverse")) install.packages("tidyverse")
if (!require("kableExtra")) install.packages("kableExtra")

library(tidycensus)
library(tidyverse)
library(kableExtra)

############################################################
# STEP 2: Verify Census API Key
############################################################

if (!nzchar(Sys.getenv("CENSUS_API_KEY"))) {
  
  stop(
    paste(
      "\nNo Census API key was found.",
      "\n\nTo obtain a free Census API key, visit:",
      "\nhttps://api.census.gov/data/key_signup.html",
      "\n\nThen run the one-time setup code at the",
      "\ntop of this script to store your key.",
      "\n"
    )
  )
  
}

############################################################
# STEP 3: Explore 2024 Codebooks and Choose an ACS Variable
############################################################

ProfileTables  <- load_variables(2024, "acs5/profile")
# DetailedTables <- load_variables(2024, "acs5")
# SubjectTables  <- load_variables(2024, "acs5/subject")


# Replace the variable code below with the ACS variable
# you want to download.

my_variable <- "DP05_0018" # <<< CAN CHANGE THE VARIABLE CODE

# Example variables:
#
# DP05_0001  = Total population
# DP03_0062  = Median Household Income
# DP03_0128P = Poverty Rate
# DP02_0068P = Bachelor's Degree or Higher Rate
# DP05_0018  = Median Age
# DP04_0046P = Homeownership Rate
# DP04_0134  = Median Gross Rent
# DP04_0142P = Pct. renters paying 35%+ HH income in rent (GRAPI)
# DP05_0090P = Hispanic or Latino Population Percentage
# DP02_0094P = Foreign-Born Percentage
# DP03_0009P = Unemployment Rate
# DP03_0025  = Average Commute Time

############################################################
# STEP 4: Download Tennessee County Data
############################################################

mydata <- get_acs(
  geography = "county",
  state = "TN",  # <<< CAN CHANGE THE STATE
  year = 2024,
  survey = "acs5",
  variables = my_variable
)

############################################################
# STEP 5: Keep Needed Variables
############################################################

mydata <- mydata |>
  select(
    County = NAME,
    Variable = variable,
    Estimate = estimate,
    Margin_of_Error = moe
  )

############################################################
# STEP 6: Sort Results from Highest to Lowest
############################################################

mydata <- mydata |>
  arrange(desc(Estimate))

############################################################
# STEP 7: Display Results as a Table
############################################################

ResultsTable <- mydata |>
  kbl(
    col.names = c(
      "County",
      "Variable",
      "Estimate",
      "Margin of Error"
    ),
    format.args = list(big.mark = ",")
  ) |>
  kable_styling(
    bootstrap_options = c("striped", "hover"),
    full_width = FALSE
  )

ResultsTable

############################################################