Files
republic-os/data/jurisdictions/us/states/ca/counties/santa-barbara/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 Santa Barbara County, CA county 06083 CA
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
443701 99399 270592 73710 98161 14.74 52.37 6.42 790700 0.4944 6.84 213134 7570 23694 9181 213992 143776
field source
demographics Census ACS 2023
official
jurisdiction
county
ca
2026-07-03

Santa Barbara County, CA

County jurisdiction — 2 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 443701
Under 18 99399
1864 270592
65+ 73710
Median household income 98161
Poverty rate 14.74
Homeownership rate 52.37
Unemployment rate 6.42
Median home value 790700
Gini index 0.4944
Vacancy rate 6.84
White 213134
Black 7570
Asian 23694
Native 9181
Hispanic/Latino 213992
Bachelor's or higher 143776

Source

  • demographics: Census ACS 2023