Files
republic-os/data/jurisdictions/us/states/tx/counties/denton/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 Denton County, TX county 48121 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
979561 228961 637475 113125 111498 7.07 65.46 4.02 437200 0.4357 4.34 557664 107302 108976 6852 200647 442127
field source
demographics Census ACS 2023
official
jurisdiction
county
tx
2026-07-03

Denton County, TX

County jurisdiction — 9 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 979561
Under 18 228961
1864 637475
65+ 113125
Median household income 111498
Poverty rate 7.07
Homeownership rate 65.46
Unemployment rate 4.02
Median home value 437200
Gini index 0.4357
Vacancy rate 4.34
White 557664
Black 107302
Asian 108976
Native 6852
Hispanic/Latino 200647
Bachelor's or higher 442127

Source

  • demographics: Census ACS 2023