Files
republic-os/data/jurisdictions/us/states/ky/counties/spencer/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 Spencer County, KY county 21215 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
20193 4550 12515 3128 102618 9.84 87.94 4.96 330000 0.3945 5.24 18837 168 108 15 539 4557
field source
demographics Census ACS 2023
official
jurisdiction
county
ky
2026-07-03

Spencer County, KY

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 20193
Under 18 4550
1864 12515
65+ 3128
Median household income 102618
Poverty rate 9.84
Homeownership rate 87.94
Unemployment rate 4.96
Median home value 330000
Gini index 0.3945
Vacancy rate 5.24
White 18837
Black 168
Asian 108
Native 15
Hispanic/Latino 539
Bachelor's or higher 4557

Source

  • demographics: Census ACS 2023