Files
republic-os/data/jurisdictions/us/states/ia/counties/shelby/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 Shelby County, IA county 19165 IA
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
11778 2699 6355 2724 72738 7.63 77.8 3.19 164000 0.447 10.27 10854 37 56 101 518 2648
field source
demographics Census ACS 2023
official
jurisdiction
county
ia
2026-07-03

Shelby County, IA

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 11778
Under 18 2699
1864 6355
65+ 2724
Median household income 72738
Poverty rate 7.63
Homeownership rate 77.8
Unemployment rate 3.19
Median home value 164000
Gini index 0.447
Vacancy rate 10.27
White 10854
Black 37
Asian 56
Native 101
Hispanic/Latino 518
Bachelor's or higher 2648

Source

  • demographics: Census ACS 2023