Files
republic-os/data/jurisdictions/us/states/va/counties/loudoun/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

2.7 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 Loudoun County, VA county 51107 VA
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
432998 115171 270933 46894 181765 4.23 77.91 3.31 743800 0.3908 2.7 228302 33411 94508 1253 61750 264511
to rel area_weight
us/states/va/districts/10 in-district 0.9988
to rel area_weight
us/states/va/districts/senate/31 in-district 0.8239
to rel area_weight
us/states/va/districts/senate/32 in-district 0.1752
to rel area_weight
us/states/va/districts/house/30 in-district 0.7266
to rel area_weight
us/states/va/districts/house/29 in-district 0.0924
to rel area_weight
us/states/va/districts/house/27 in-district 0.0732
to rel area_weight
us/states/va/districts/house/28 in-district 0.0541
to rel area_weight
us/states/va/districts/house/26 in-district 0.0528
field source
demographics Census ACS 2023
field source
districts PostGIS area-intersection over Census TIGER 2024 boundaries
official
jurisdiction
county
va
2026-07-03

Loudoun County, VA

County jurisdiction.

Demographics (ACS 2023)

Measure Value
Population 432998
Under 18 115171
1864 270933
65+ 46894
Median household income 181765
Poverty rate 4.23
Homeownership rate 77.91
Unemployment rate 3.31
Median home value 743800
Gini index 0.3908
Vacancy rate 2.7
White 228302
Black 33411
Asian 94508
Native 1253
Hispanic/Latino 61750
Bachelor's or higher 264511

Districts

Source

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