Files
republic-os/data/jurisdictions/us/states/ar/counties/hot-spring/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

2.4 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 Hot Spring County, AR county 05059 AR
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
33180 6539 19988 6653 55405 15.1 76.47 3.72 151100 0.4297 13.93 27282 3692 12 175 1362 5817
to rel area_weight
us/states/ar/districts/04 in-district 0.9999
to rel area_weight
us/states/ar/districts/senate/7 in-district 0.8186
to rel area_weight
us/states/ar/districts/senate/3 in-district 0.1813
to rel area_weight
us/states/ar/districts/house/90 in-district 0.4889
to rel area_weight
us/states/ar/districts/house/29 in-district 0.4129
to rel area_weight
us/states/ar/districts/house/89 in-district 0.0981
field source
demographics Census ACS 2023
field source
districts PostGIS area-intersection over Census TIGER 2024 boundaries
official
jurisdiction
county
ar
2026-07-03

Hot Spring County, AR

County jurisdiction.

Demographics (ACS 2023)

Measure Value
Population 33180
Under 18 6539
1864 19988
65+ 6653
Median household income 55405
Poverty rate 15.1
Homeownership rate 76.47
Unemployment rate 3.72
Median home value 151100
Gini index 0.4297
Vacancy rate 13.93
White 27282
Black 3692
Asian 12
Native 175
Hispanic/Latino 1362
Bachelor's or higher 5817

Districts

Source

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