police-killings/police_killings: 100

This directory contains the data behind the story Where Police Have Killed Americans In 2015.

We linked entries from the Guardian's database on police killings to census data from the American Community Survey. The Guardian data was downloaded on June 2, 2015. More information about its database is available here.

Census data was calculated at the tract level from the 2015 5-year American Community Survey using the tables S0601 (demographics), S1901 (tract-level income and poverty), S1701 (employment and education) and DP03 (county-level income). Census tracts were determined by geocoding addresses to latitude/longitude using the Bing Maps and Google Maps APIs and then overlaying points onto 2014 census tracts. GEOIDs are census-standard and should be easily joinable to other ACS tables -- let us know if you find anything interesting.

Field descriptions:

Header	Description	Source
name	Name of deceased	Guardian
age	Age of deceased	Guardian
gender	Gender of deceased	Guardian
raceethnicity	Race/ethnicity of deceased	Guardian
month	Month of killing	Guardian
day	Day of incident	Guardian
year	Year of incident	Guardian
streetaddress	Address/intersection where incident occurred	Guardian
city	City where incident occurred	Guardian
state	State where incident occurred	Guardian
latitude	Latitude, geocoded from address
longitude	Longitude, geocoded from address
state_fp	State FIPS code	Census
county_fp	County FIPS code	Census
tract_ce	Tract ID code	Census
geo_id	Combined tract ID code
county_id	Combined county ID code
namelsad	Tract description	Census
lawenforcementagency	Agency involved in incident	Guardian
cause	Cause of death	Guardian
armed	How/whether deceased was armed	Guardian
pop	Tract population	Census
share_white	Share of pop that is non-Hispanic white	Census
share_bloack	Share of pop that is black (alone, not in combination)	Census
share_hispanic	Share of pop that is Hispanic/Latino (any race)	Census
p_income	Tract-level median personal income	Census
h_income	Tract-level median household income	Census
county_income	County-level median household income	Census
comp_income	h_income / county_income	Calculated from Census
county_bucket	Household income, quintile within county	Calculated from Census
nat_bucket	Household income, quintile nationally	Calculated from Census
pov	Tract-level poverty rate (official)	Census
urate	Tract-level unemployment rate	Calculated from Census
college	Share of 25+ pop with BA or higher	Calculated from Census

Note regarding income calculations:

All income fields are in inflation-adjusted 2013 dollars.

comp_income is simply tract-level median household income as a share of county-level median household income.

county_bucket provides where the tract's median household income falls in the distribution (by quintile) of all tracts in the county. (1 indicates a tract falls in the poorest 20% of tracts within the county.) Distribution is not weighted by population.

nat_bucket is the same but for all U.S. counties.