Files
republic-os/data/jurisdictions/us/states/ma/counties/hampshire/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 Hampshire County, MA county 25015 MA
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
162028 23042 107548 31438 87001 11.31 67.8 5.0 390300 0.4709 7.0 132861 4236 8612 333 11964 79914
field source
demographics Census ACS 2023
official
jurisdiction
county
ma
2026-07-03

Hampshire County, MA

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 162028
Under 18 23042
1864 107548
65+ 31438
Median household income 87001
Poverty rate 11.31
Homeownership rate 67.8
Unemployment rate 5.0
Median home value 390300
Gini index 0.4709
Vacancy rate 7.0
White 132861
Black 4236
Asian 8612
Native 333
Hispanic/Latino 11964
Bachelor's or higher 79914

Source

  • demographics: Census ACS 2023