Files
republic-os/data/jurisdictions/us/states/ia/counties/emmet/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 Emmet County, IA county 19063 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
9262 1766 5266 2230 63730 9.95 79.4 1.67 114100 0.4089 10.11 8070 152 21 6 942 1410
field source
demographics Census ACS 2023
official
jurisdiction
county
ia
2026-07-03

Emmet County, IA

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 9262
Under 18 1766
1864 5266
65+ 2230
Median household income 63730
Poverty rate 9.95
Homeownership rate 79.4
Unemployment rate 1.67
Median home value 114100
Gini index 0.4089
Vacancy rate 10.11
White 8070
Black 152
Asian 21
Native 6
Hispanic/Latino 942
Bachelor's or higher 1410

Source

  • demographics: Census ACS 2023