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>
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@@ -32,7 +32,7 @@ timestamp: "2026-07-03"
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# Rankin County, MS
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County jurisdiction.
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County jurisdiction — 3 officeholders mapped.
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## Demographics (ACS 2023)
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---
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type: Person
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title: "Butch Lee"
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description: "Mayor, Brandon, MS"
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role: "Mayor, Brandon, MS"
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level: "municipal"
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branch: "executive"
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state: "MS"
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tenure:
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start: "2026-06-20"
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current: true
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ids:
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person: "690dc48a-90f0-4743-8d43-2cf8c15a9b9a"
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office: "e97b7a46-bd01-4951-a7f7-4f0311d75338"
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tenure: "12d6128b-744e-4f5a-ae19-6c9720e4b4c7"
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jurisdiction: "0ed1ef64-3fa8-4ad4-8105-64e01ef28e2e"
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sources:
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- field: office
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source: "Wikidata"
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- field: tenure
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source: "Wikidata"
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- field: jurisdiction
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source: "Census TIGER 2024"
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confidence: official
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tags: [officeholder, municipal, executive, ms]
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timestamp: "2026-07-04"
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---
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# Butch Lee
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Current Mayor, Brandon, MS.
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## Sources
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- office: Wikidata
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- tenure: Wikidata
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- jurisdiction: Census TIGER 2024
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Generated from the Atlas officeholders v3 export (2026-07-04).
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---
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type: Person
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title: "Gary Rhoads"
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description: "Mayor, Flowood, MS"
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role: "Mayor, Flowood, MS"
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level: "municipal"
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branch: "executive"
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state: "MS"
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tenure:
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start: "2026-06-20"
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current: true
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ids:
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person: "2989328d-9788-4fa1-a3c3-1525001621e3"
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office: "fc929272-aaaa-4140-9c67-fcbdcf2f1d19"
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tenure: "bfa4c48e-782d-4184-b31d-b5a1d91b23da"
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jurisdiction: "a35f4fd5-7873-48e9-b96b-72b3019ddd7c"
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sources:
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- field: office
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source: "Wikidata"
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- field: tenure
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source: "Wikidata"
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- field: jurisdiction
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source: "Census TIGER 2024"
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confidence: official
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tags: [officeholder, municipal, executive, ms]
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timestamp: "2026-07-04"
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---
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# Gary Rhoads
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Current Mayor, Flowood, MS.
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## Sources
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- office: Wikidata
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- tenure: Wikidata
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- jurisdiction: Census TIGER 2024
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Generated from the Atlas officeholders v3 export (2026-07-04).
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---
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type: Person
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title: "Jake Windham"
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description: "Mayor, Pearl, MS"
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role: "Mayor, Pearl, MS"
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level: "municipal"
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branch: "executive"
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state: "MS"
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tenure:
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start: "2017-07-01"
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current: true
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ids:
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person: "d76d9102-7eb0-4ae8-9bf1-98f330721419"
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office: "558ea773-e0c5-46f2-9293-7c17e3db5d5e"
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tenure: "b1d7771d-4b81-47a8-817a-d94f09c38dc3"
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jurisdiction: "8d3f12ec-2335-48f9-a780-e0ee280640cb"
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sources:
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- field: office
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source: "Wikidata"
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- field: tenure
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source: "Wikidata"
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- field: jurisdiction
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source: "Census TIGER 2024"
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confidence: official
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tags: [officeholder, municipal, executive, ms]
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timestamp: "2026-07-04"
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---
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# Jake Windham
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Current Mayor, Pearl, MS.
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## Sources
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- office: Wikidata
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- tenure: Wikidata
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- jurisdiction: Census TIGER 2024
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Generated from the Atlas officeholders v3 export (2026-07-04).
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