Files
republic-os/data/jurisdictions/us/states/ga/counties/spalding/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 Spalding County, GA county 13255 GA
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
68892 16132 39599 13161 62071 18.94 62.75 7.3 228700 0.5437 7.81 38004 24680 663 77 4229 11797
field source
demographics Census ACS 2023
official
jurisdiction
county
ga
2026-07-03

Spalding County, GA

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 68892
Under 18 16132
1864 39599
65+ 13161
Median household income 62071
Poverty rate 18.94
Homeownership rate 62.75
Unemployment rate 7.3
Median home value 228700
Gini index 0.5437
Vacancy rate 7.81
White 38004
Black 24680
Asian 663
Native 77
Hispanic/Latino 4229
Bachelor's or higher 11797

Source

  • demographics: Census ACS 2023