Files
republic-os/data/jurisdictions/us/states/tx/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, TX county 48027 TX
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
386897 106248 234502 46147 68865 14.5 56.51 6.77 241000 0.4532 8.2 190153 88557 11766 3317 101713 86658
field source
demographics Census ACS 2023
official
jurisdiction
county
tx
2026-07-03

Bell County, TX

County jurisdiction — 4 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 386897
Under 18 106248
1864 234502
65+ 46147
Median household income 68865
Poverty rate 14.5
Homeownership rate 56.51
Unemployment rate 6.77
Median home value 241000
Gini index 0.4532
Vacancy rate 8.2
White 190153
Black 88557
Asian 11766
Native 3317
Hispanic/Latino 101713
Bachelor's or higher 86658

Source

  • demographics: Census ACS 2023