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republic-os/data/jurisdictions/us/states/oh/counties/mahoning/index.md
T
Fabio 1beeaab2db Graph: national county↔district↔legislator authority layer
The first edges in the repo. Every US county now links to the districts it
sits in, weighted by area overlap, and every legislator links to the district
they represent — county → district → representative, traversable.

Data (PostGIS, no Atlas dependency — computed directly from geometry):
- data/county_district_edges.jsonl — 16,328 weighted edges. area_weight =
  ST_Area(ST_Intersection(county, district))/ST_Area(county) over ST_MakeValid
  Census TIGER 2024 geometries, overlaps <0.5% dropped. Uses area-intersection,
  NOT centroid-in-polygon, so urban districts that carve through counties
  (e.g. GA CD-5 / Atlanta across Clayton+DeKalb+Fulton) are captured, not
  silently dropped. Per-county weights sum to ~1.0 per district type.

build.py:
- ~6,896 new district nodes: 435 CD (ACS demographics where available; sparse
  for the 8 states missing from acs_cd) + 4,927 state-house + 1,897 state-senate
  (geometry-only). GEOID/number-keyed, stable.
- county index.md gains a `districts:` block (frontmatter) + a ## Districts
  section (body links, so link-integrity checks them).
- legislators + US House members gain `represents:` pointing at their district
  node; edge stored once on the person, inverse left to the view.
- schemas/jurisdiction: classification enum + chamber/districts fields.

Honest gaps (logged, not hidden): ID + NH have no state-house geometry, so
their house districts get nodes (represents resolves) but no county edges;
CD nodes for acs_cd-missing states are demographically sparse.

Deterministic (byte-identical rebuild); validate.py passes 26,617 records,
link-integrity clean (every district/represents link resolves).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-04 22:28:08 -04:00

2.1 KiB
Raw Blame History

type, title, classification, fips, state, demographics, districts, sources, confidence, tags, timestamp
type title classification fips state demographics districts sources confidence tags timestamp
Jurisdiction Mahoning County, OH county 39099 OH
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
226491 45920 129675 50896 56942 18.9 70.26 6.38 154700 0.4782 9.19 169668 31660 1869 435 15428 59554
to rel area_weight
us/states/oh/districts/06 in-district 0.9998
to rel area_weight
us/states/oh/districts/senate/33 in-district 0.9998
to rel area_weight
us/states/oh/districts/house/59 in-district 0.6565
to rel area_weight
us/states/oh/districts/house/58 in-district 0.3433
field source
demographics Census ACS 2023
field source
districts PostGIS area-intersection over Census TIGER 2024 boundaries
official
jurisdiction
county
oh
2026-07-03

Mahoning County, OH

County jurisdiction — 1 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 226491
Under 18 45920
1864 129675
65+ 50896
Median household income 56942
Poverty rate 18.9
Homeownership rate 70.26
Unemployment rate 6.38
Median home value 154700
Gini index 0.4782
Vacancy rate 9.19
White 169668
Black 31660
Asian 1869
Native 435
Hispanic/Latino 15428
Bachelor's or higher 59554

Districts

Source

  • demographics: Census ACS 2023
  • districts: PostGIS area-intersection over Census TIGER 2024 boundaries