Cities: exact GEOID placement from Atlas backfill

Atlas resolved every existing municipal officeholder to its Census place
GEOID at the source (PostGIS). build.py now prefers that exact geoid over
the name-based fuzzy resolver, so filled cities land on their node exactly
rather than by 98.8% name match. Resolved 2,217 -> 2,224; dedup against the
skeleton tightened (a few fuzzy mismatches now collapse correctly).

Note: this is the GEOID *backfill*, not the *fill* — zero net-new
officeholders; the 17,286 empty skeleton cities remain empty. Nationwide
municipal officeholder acquisition is a separate, per-state source problem.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

data/jurisdictions/us/states/tx/counties/reeves/municipalities/town-of-pecos/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
-title: "Pecos, TX"
+title: "Town of Pecos, TX"
 classification: city
+geoid: "4873493"
 state: "TX"
+counties: ["Reeves"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
 tags: [jurisdiction, city, tx]
 timestamp: "2026-07-03"
 ---
 
-# Pecos, TX
+# Town of Pecos, TX
 
 City government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/va/counties/fairfax/municipalities/west-falls-church/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
-title: "West Falls Church, VA"
+title: "Falls Church, VA"
 classification: city
+geoid: "5127200"
 state: "VA"
+counties: ["Falls Church"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
 tags: [jurisdiction, city, va]
 timestamp: "2026-07-03"
 ---
 
-# West Falls Church, VA
+# Falls Church, VA
 
 City government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/va/counties/falls-church/municipalities/falls-church/index.md

@@ -1,22 +0,0 @@
----
-type: Jurisdiction
-title: "Falls Church, VA"
-classification: city
-geoid: "5127200"
-state: "VA"
-counties: ["Falls Church"]
-sources:
-  - field: identity
-    source: "Census place GEOID (place_county_crosswalk)"
-confidence: official
-tags: [jurisdiction, city, va]
-timestamp: "2026-07-03"
----
-
-# Falls Church, VA
-
-City — no officeholders mirrored yet.
-
-## Source
-
-- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/va/counties/lexington/municipalities/lexington/index.md

@@ -1,22 +0,0 @@
----
-type: Jurisdiction
-title: "Lexington, VA"
-classification: city
-geoid: "5145512"
-state: "VA"
-counties: ["Lexington"]
-sources:
-  - field: identity
-    source: "Census place GEOID (place_county_crosswalk)"
-confidence: official
-tags: [jurisdiction, city, va]
-timestamp: "2026-07-03"
----
-
-# Lexington, VA
-
-City — no officeholders mirrored yet.
-
-## Source
-
-- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/va/counties/rockbridge/municipalities/east-lexington/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
-title: "East Lexington, VA"
+title: "Lexington, VA"
 classification: city
+geoid: "5145512"
 state: "VA"
+counties: ["Lexington"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
 tags: [jurisdiction, city, va]
 timestamp: "2026-07-03"
 ---
 
-# East Lexington, VA
+# Lexington, VA
 
 City government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/va/counties/virginia-beach/municipalities/virginia-beach/index.md

@@ -1,22 +0,0 @@
----
-type: Jurisdiction
-title: "Virginia Beach, VA"
-classification: city
-geoid: "5182000"
-state: "VA"
-counties: ["Virginia Beach"]
-sources:
-  - field: identity
-    source: "Census place GEOID (place_county_crosswalk)"
-confidence: official
-tags: [jurisdiction, city, va]
-timestamp: "2026-07-03"
----
-
-# Virginia Beach, VA
-
-City — no officeholders mirrored yet.
-
-## Source
-
-- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/va/counties/wise/municipalities/the-university-of-virginia-s-college-at-wise/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
-title: "The University of Virginia's College at Wise, VA"
+title: "Virginia Beach, VA"
 classification: city
+geoid: "5182000"
 state: "VA"
+counties: ["Virginia Beach"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
 tags: [jurisdiction, city, va]
 timestamp: "2026-07-03"
 ---
 
-# The University of Virginia's College at Wise, VA
+# Virginia Beach, VA
 
 City government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/wi/counties/douglas/municipalities/superior/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
 title: "Superior, WI"
-classification: city
+classification: village
+geoid: "5578660"
 state: "WI"
+counties: ["Douglas"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
-tags: [jurisdiction, city, wi]
+tags: [jurisdiction, village, wi]
 timestamp: "2026-07-03"
 ---
 
 # Superior, WI
 
-City government — 1 officeholder mapped.
+Village government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/wi/counties/waukesha/municipalities/pewaukee/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
 title: "Pewaukee, WI"
-classification: city
+classification: village
+geoid: "5562250"
 state: "WI"
+counties: ["Waukesha"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
-tags: [jurisdiction, city, wi]
+tags: [jurisdiction, village, wi]
 timestamp: "2026-07-03"
 ---
 
 # Pewaukee, WI
 
-City government — 1 officeholder mapped.
+Village government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

data/jurisdictions/us/states/wi/counties/waukesha/municipalities/waukesha/index.md

@@ -1,20 +1,25 @@
 ---
 type: Jurisdiction
 title: "Waukesha, WI"
-classification: city
+classification: village
+geoid: "5584275"
 state: "WI"
+counties: ["Waukesha"]
 sources:
   - field: government
     source: "Atlas officeholders v3 (2026-07-04)"
+  - field: identity
+    source: "Census place GEOID (place_county_crosswalk)"
 confidence: official
-tags: [jurisdiction, city, wi]
+tags: [jurisdiction, village, wi]
 timestamp: "2026-07-03"
 ---
 
 # Waukesha, WI
 
-City government — 1 officeholder mapped.
+Village government — 1 officeholder mapped.
 
 ## Source
 
 - government: Atlas officeholders v3 (2026-07-04)
+- identity: Census place GEOID (place_county_crosswalk)

scripts/build.py

@@ -969,6 +969,16 @@ def main():
 
     # ---- city jurisdictions (incorporated Census places) ----
     by_name, geoid_meta = city_index(crosswalk)
+    # Exact place GEOIDs resolved at the source by Atlas (PostGIS), keyed by
+    # office/person id — preferred over the name-based fuzzy resolver so filled
+    # cities land on their node exactly rather than by 98.8% name match.
+    geoid_exact = {}
+    for r in load("officeholders-municipal-geoid.jsonl"):
+        if r.get("place_geoid"):
+            if r.get("office_id"):
+                geoid_exact[("o", r["office_id"])] = r["place_geoid"]
+            if r.get("person_id"):
+                geoid_exact[("p", r["person_id"])] = r["place_geoid"]
 
     # (a) filled cities — one node per municipal-officeholder folder, written
     #     into the folder its people already occupy (co-located by construction).
@@ -984,7 +994,9 @@ def main():
                                 "label": officeholder_place_name(rec),
                                 "st_abbr": rec.get("state_abbr")}
         f["n"] += 1
-        g = resolve_place_geoid(rec, by_name)
+        g = (geoid_exact.get(("o", rec.get("office_id")))
+             or geoid_exact.get(("p", rec.get("person_id")))
+             or resolve_place_geoid(rec, by_name))
         if g:
             f["geoids"][g] = f["geoids"].get(g, 0) + 1