Files
republic-os/data/jurisdictions/us/states/ky/counties/calloway/index.md
T
Fabio 199d8b37d3 Municipals: nest 1,823 city officeholders under their real counties
Pull Atlas's place→county crosswalk (Census TIGER 2024 places × county
geometries, 32,041 places) into the build as a committed raw input, and
use it to resolve municipal officeholders whose county was unknown.

- data/place_county_crosswalk.jsonl — new raw input (place_geoid → county_geoid)
- build.py — place-name+state → county_geoid → ACS county slug as a fallback
  in county_slug(); city_slug() generalized to non-FL bare place labels
- data/sources/sources.yaml — provenance entry for the crosswalk

_unresolved municipals: 1919 → 58. The remainder are genuine: CT planning
regions (post-county), county-level rows mislabeled municipal upstream,
consolidated city-counties (null label), Wikidata-QID placeholder names,
and ambiguous same-name places — left unresolved rather than guessed.

Join key is county_geoid (5-digit FIPS); the directory slug is taken from
the ACS county node so municipals nest under the exact existing county dir.
Deterministic (byte-identical rebuild); validate.py passes 19,721 records.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-04 20:23:57 -04:00

1.2 KiB
Raw Blame History

type, title, classification, fips, state, demographics, sources, confidence, tags, timestamp
type title classification fips state demographics sources confidence tags timestamp
Jurisdiction Calloway County, KY county 21035 KY
population population_under_18 population_18_64 population_65_plus median_household_income poverty_rate homeownership_rate unemployment_rate median_home_value gini_index vacancy_rate race_white race_black race_asian race_native hispanic bachelors_plus
38224 6972 24775 6477 52706 17.2 63.9 4.45 183200 0.468 15.83 33751 1559 705 72 1406 10568
field source
demographics Census ACS 2023
official
jurisdiction
county
ky
2026-07-03

Calloway County, KY

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 38224
Under 18 6972
1864 24775
65+ 6477
Median household income 52706
Poverty rate 17.2
Homeownership rate 63.9
Unemployment rate 4.45
Median home value 183200
Gini index 0.468
Vacancy rate 15.83
White 33751
Black 1559
Asian 705
Native 72
Hispanic/Latino 1406
Bachelor's or higher 10568

Source

  • demographics: Census ACS 2023