Files
republic-os/data/jurisdictions/us/states/ca/counties/ventura/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 Ventura County, CA county 06111 CA
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
837469 182707 508969 145793 109797 9.34 64.57 5.73 822700 0.4506 5.24 435268 15401 60589 14035 371359 290023
to rel area_weight
us/states/ca/districts/26 in-district 0.7693
to rel area_weight
us/states/ca/districts/24 in-district 0.0729
to rel area_weight
us/states/ca/districts/senate/21 in-district 0.7571
to rel area_weight
us/states/ca/districts/senate/27 in-district 0.0848
to rel area_weight
us/states/ca/districts/house/38 in-district 0.6914
to rel area_weight
us/states/ca/districts/house/42 in-district 0.1489
field source
demographics Census ACS 2023
field source
districts PostGIS area-intersection over Census TIGER 2024 boundaries
official
jurisdiction
county
ca
2026-07-03

Ventura County, CA

County jurisdiction — 5 officeholders mapped.

Demographics (ACS 2023)

Measure Value
Population 837469
Under 18 182707
1864 508969
65+ 145793
Median household income 109797
Poverty rate 9.34
Homeownership rate 64.57
Unemployment rate 5.73
Median home value 822700
Gini index 0.4506
Vacancy rate 5.24
White 435268
Black 15401
Asian 60589
Native 14035
Hispanic/Latino 371359
Bachelor's or higher 290023

Districts

Source

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