Files
republic-os/data/jurisdictions/us/states/sc/counties/bamberg/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 Bamberg County, SC county 45009 SC
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
13042 2382 7543 3117 44370 24.3 70.39 14.98 97800 0.4751 29.43 4912 7763 66 41 183 2280
field source
demographics Census ACS 2023
official
jurisdiction
county
sc
2026-07-03

Bamberg County, SC

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 13042
Under 18 2382
1864 7543
65+ 3117
Median household income 44370
Poverty rate 24.3
Homeownership rate 70.39
Unemployment rate 14.98
Median home value 97800
Gini index 0.4751
Vacancy rate 29.43
White 4912
Black 7763
Asian 66
Native 41
Hispanic/Latino 183
Bachelor's or higher 2280

Source

  • demographics: Census ACS 2023