Files
republic-os/data/jurisdictions/us/states/ar/counties/independence/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 Independence County, AR county 05063 AR
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
38175 9283 22184 6708 56609 20.39 69.19 3.88 142600 0.4854 12.8 31927 701 332 228 3382 6119
field source
demographics Census ACS 2023
official
jurisdiction
county
ar
2026-07-03

Independence County, AR

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 38175
Under 18 9283
1864 22184
65+ 6708
Median household income 56609
Poverty rate 20.39
Homeownership rate 69.19
Unemployment rate 3.88
Median home value 142600
Gini index 0.4854
Vacancy rate 12.8
White 31927
Black 701
Asian 332
Native 228
Hispanic/Latino 3382
Bachelor's or higher 6119

Source

  • demographics: Census ACS 2023