Census Data Set

The “Census Data by County” data set aggregates many different quantities of interest over the counties of the US. I

The USDA provides this data as 4 separate sheets (on This page). Any one of them could tell an interesting story but together, they provide a very rich and complex data set full of stories.

We have (well, Young Wu, the 765 TA in 2020 has) joined the 4 spreadsheets together (joining by the “FIPS Code” column) creating a single file. The four files are also combined (joined by the “FIPS Code” column) into one file. The rows for the states (not counties) are also removed. The data is downloaded and processed on September 13, 2020 from USDA/ERS. (this is why the data only goes up to 2019 - the USDA has newer data).

The CSV File census_counties.csv is about 4MB and has 3196 rows and 339 columns.

The variable descriptions can be found on here, and some of them are replicated in the following table:

Variable Descriptions
Column nameDescription
Births_2019Births in period 7/1/2018 to 6/30/2019
CENSUS_2010_POP4/1/2010 resident Census 2010 population
CI90LB017_201890% confidence interval lower bound of estimate of people age 0-17 in poverty 2018
CI90LB017P_201890% confidence interval lower bound of estimate of percent of people age 0-17 in poverty 2018
CI90LBINC_201890% confidence interval lower bound of estimate of median household income 2018
CI90UB017_201890% confidence interval upper bound of estimate of people age 0-17 in poverty 2018
CI90UB017P_201890% confidence interval upper bound of estimate of percent of people age 0-17 in poverty 2018
CI90UBINC_201890% confidence interval upper bound of estimate of median household income 2018
Civilian_labor_force_2018Civilian labor force annual average, 2018
Deaths_2019Deaths in period 7/1/2018 to 6/30/2019
DOMESTIC_MIG_2019Net domestic migration in period 7/1/2018 to 6/30/2019
Economic_typology_2015County economic types, 2015 edition
Employed_2019Number employed annual average, 2019
ESTIMATES_BASE_20104/1/2010 resident total population estimates base
FIPS_CodeState-County FIPS Code
GQ_ESTIMATES_20197/1/2019 Group Quarters total population estimate
GQ_ESTIMATES_BASE_20104/1/2010 Group Quarters total population estimates base
INTERNATIONAL_MIG_2019Net international migration in period 7/1/2018 to 6/30/2019
Med_HH_Income_Percent_of_State_Total_2019County Household Median Income as a percent of the State Total Median Household Income, 2019
MEDHHINC_2018Estimate of median household income 2018
Median_Household_Income_2019Estimate of Median household Income, 2019
Metro_2013Metro nonmetro dummy 0=Nonmetro 1=Metro (Based on 2013 OMB Metropolitan Area delineation)
N_POP_CHG_2019Numeric Change in resident total population 7/1/2018 to 7/1/2019
NATURAL_INC_2019Natural increase in period 7/1/2018 to 6/30/2019
NET_MIG_2019Net migration in period 7/1/2018 to 6/30/2019
PCTPOV017_2018Estimated percent of people age 0-17 in poverty 2018
POP_ESTIMATE_20197/1/2019 resident total population estimate
POV017_2018Estimate of people age 0-17 in poverty 2018
R_death_2019Death rate in period 7/1/2018 to 6/30/2019
R_DOMESTIC_MIG_2019Net domestic migration rate in period 7/1/2018 to 6/30/2019
R_INTERNATIONAL_MIG_2019Net international migration rate in period 7/1/2018 to 6/30/2019
R_NATURAL_INC_2019Natural increase rate in period 7/1/2018 to 6/30/2019
R_NET_MIG_2019Net migration rate in period 7/1/2018 to 6/30/2019
RESIDUAL_2019Residual for period 7/1/2018 to 6/30/2019
Rural-urban_Continuum_Code_2013Rural-urban Continuum Code, 2013
StateState Abbreviation
Unemployed_2019Number unemployed annual average, 2019
Unemployment_rate_2019Unemployment rate, 2019
Urban_Influence_Code_2013Urban Influence Code, 2013

Note: FIPS (“Federal Information Processing System”) code is a 5 digit string (the leading zeros are important!) that are the US Government’s ways to indicate counties. Each county has a unique code.