Crime and socio-demographic data for the Clifton, Walnut Hills, Evanston, and Avondale neighborhoods in Cincinnati, OH for the last 6 months of 2008.
cincinnati
Format
An sf data frame with 457 rows, 72 variables, and a geometry column:
- ID
Polygon ID
- AREA
Polygon area
- BLOCK
Census block ID
- BG
Census block group ID
- TRACT
Census tract ID
- COUNTY
5 digit code for the county (Hamilton County, Ohio). Not to be confused with zip code
- MSA
Metropolitan statistical area ID
- POPULATION
Population on the block
- MALE, FEMALE
Population on the block broken down by gender
- AGE_X_Y
Population on the block broken down by age (From A to B)
- MEDIAN_AGE
Median age on the block
- AGE_X
Population aged X and over
- MALE_X
Male population aged X and over
- FEMALE_X
Female population aged X and over
- F1_RACE
Number of people who marked a race on the survey
- WHITE
White population
- BLACK
Black population
- AMINDIAN
American Indian population
- ASIAN
Asian population
- HAWAIIAN
Hawaiian population
- OTHER_RACE
Population self-identified as other race (non white, black, asian or hawaiian)
- F2_RACES
Number of people who did not mark any race on the survey
- AP_WHITE
Adjusted white population
- AP_BLACK
Adjusted black population
- AP_AMINDIA
Adjusted American Indian population
- AP_ASIAN
Adjusted Asian population
- AP_HAWAIIA
Adjusted Hawaiian population
- AP_OTHER
Adjusted other-race population
- AP_HISPANI, NOT_HISPAN
Population breakdown by Hispanic and Non-Hispanic
- NH_WHITE
Non-Hispanic white population
- IN_HOUSEHO
Population living in households
- GROUP_QUAR
Population living in group quarters instead of traditional households
- GQ_INSTU, GQ_NONINST
Institutional population
- GQ_INSTU, GQ_NONINST
Non-institutional population
- HOUSEHOLDS
Number of households
- HH_FAMILY
Number of family households
- HH_NONFAMI
Number of non family households
- AVG_HHSIZE
Average household size
- AVG_FAMSIZ
Average family size
- HSNG_UNITS
Number of housing units
- HU_OCCUPIE
Number of housing units occupied
- HU_VACANT
Number of housing units vacant
- OCCHU_OWNE
Occupied housing units (owner occupied)
- OCCHU_RENT
Occupied housing units (renter occupied)
- OWNER_SIZE
Average household size of owner occupied housing units
- RENTER_SIZ
Average household size of renter occupied housing units
- DENSITY
Population density
- BURGLARY
Counts of burglary
- ASSAULT
Counts of assault
- THEFT
Counts of theft
- BURG_D
Burglary dummy: ‘1’ if there is at least 1 incident, ‘0’ otherwise
- ASSALT_D
Assault dummy: ‘1’ if there is at least 1 incident, ‘0’ otherwise
- THEFT_D
Theft dummy: ‘1’ if there is at least 1 incident, ‘0’ otherwise
Source
Grubesic, T, R. Wei and A. Murray (2014). Spatial clustering overview and comparison: accuracy, sensitivity and computational expense. Annals, Association of American Geographers 104, 1134-1156.
Details
Sf object, units in us-ft. GRS80 /Lambert Conformal Conic.
Examples
if (requireNamespace("sf", quietly = TRUE)) { library(sf) data(cincinnati) plot(cincinnati["BURGLARY"]) }
