Files
republic-os/data/jurisdictions/us/states/ky/counties/bell/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 Bell County, KY county 21013 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
23509 5138 13918 4453 31354 28.82 58.83 10.11 89000 0.5103 14.55 21769 705 61 27 114 3652
field source
demographics Census ACS 2023
official
jurisdiction
county
ky
2026-07-03

Bell County, KY

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 23509
Under 18 5138
1864 13918
65+ 4453
Median household income 31354
Poverty rate 28.82
Homeownership rate 58.83
Unemployment rate 10.11
Median home value 89000
Gini index 0.5103
Vacancy rate 14.55
White 21769
Black 705
Asian 61
Native 27
Hispanic/Latino 114
Bachelor's or higher 3652

Source

  • demographics: Census ACS 2023