Files
republic-os/data/jurisdictions/us/states/mi/counties/bay/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 Bay County, MI county 26017 MI
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
103008 20150 60290 22568 61763 13.25 77.03 4.34 152200 0.4342 7.31 93440 1234 525 230 6117 21960
field source
demographics Census ACS 2023
official
jurisdiction
county
mi
2026-07-03

Bay County, MI

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 103008
Under 18 20150
1864 60290
65+ 22568
Median household income 61763
Poverty rate 13.25
Homeownership rate 77.03
Unemployment rate 4.34
Median home value 152200
Gini index 0.4342
Vacancy rate 7.31
White 93440
Black 1234
Asian 525
Native 230
Hispanic/Latino 6117
Bachelor's or higher 21960

Source

  • demographics: Census ACS 2023