diff --git a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.NOTICE b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.NOTICE
index aca1a9dc6..2bd7fef93 100644
--- a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.NOTICE
+++ b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.NOTICE
@@ -16,18 +16,18 @@ without attribution or share-alike requirements.
 https://www.wikidata.org/wiki/Wikidata:Licensing
 https://creativecommons.org/publicdomain/zero/1.0/
 
-Transformation: normalize locality statements, remove curated exclusions,
-prefer nearby same-state literal postal-code associations, and otherwise use
+Transformation: normalize locality statements, prefer nearby same-state
+literal postal-code associations, and otherwise use
 the nearest same-state locality point. Retain the candidate codes at that point.
 Sample ZIPs by Census population, then choose uniformly among their candidates.
 Candidates are locality-level approximations, not exact telephone boundaries or
 measured telephone market shares. Each ZIP's population weight is stored once.
 
-NANPA's 2026-11-06 NPA report was consulted only as a screening reference.
-No explicit open-data license was established for that report. It is not
-redistributed and is not required to rebuild from the pinned snapshots.
+Future data improvements include finding additional permissively licensed
+numbering references to validate active status, geographic use, and state
+assignments.
 
-Source snapshots, queries, exclusions, and permissions (immutable input revision):
-https://github.com/NVIDIA-NeMo/DataDesigner/tree/eae83186b32d7c62ee880c6f538bda46a6831c72/scripts/person_data
+Wikidata source snapshots (immutable revision):
+https://github.com/NVIDIA-NeMo/DataDesigner/tree/43b49ab5cb4353d8a16f0cb9813bc20fc0eea1b8/scripts/person_data/snapshots
 The parquet key-value metadata contains the source manifest, its SHA-256,
 the rebuild script SHA-256, and the sampling policy under data_designer.provenance.
diff --git a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.parquet b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.parquet
index 1388ab213..ba5f53843 100644
Binary files a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.parquet and b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.parquet differ
diff --git a/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number_data.py b/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number_data.py
index 1b8534720..e75028aab 100644
--- a/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number_data.py
+++ b/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number_data.py
@@ -35,14 +35,11 @@ def test_phone_data_provenance() -> None:
     assert lineage["format_version"] == 2
     assert lineage["candidate_selection"] == "population_weighted_zip_then_uniform_area_code"
     assert lineage["source_manifest"] == json.loads(manifest_bytes)
+    assert set(lineage["source_manifest"]) == {"sources"}
     assert lineage["source_manifest_sha256"] == hashlib.sha256(manifest_bytes).hexdigest()
-    assert (
-        lineage["source_manifest"]["excluded_localities_sha256"]
-        == hashlib.sha256((PROVENANCE / "excluded_localities.csv").read_bytes()).hexdigest()
-    )
     assert lineage["rebuild_script_sha256"] == hashlib.sha256((PROVENANCE / "rebuild.py").read_bytes()).hexdigest()
     assert re.fullmatch(
-        r"https://github.com/NVIDIA-NeMo/DataDesigner/tree/[0-9a-f]{40}/scripts/person_data",
+        r"https://github.com/NVIDIA-NeMo/DataDesigner/tree/[0-9a-f]{40}/scripts/person_data/snapshots",
         lineage["source_revision_url"],
     )
     assert lineage["source_revision_url"] in ASSET.with_suffix(".NOTICE").read_text()
diff --git a/scripts/person_data/README.md b/scripts/person_data/README.md
index 91463460f..5ae702939 100644
--- a/scripts/person_data/README.md
+++ b/scripts/person_data/README.md
@@ -28,15 +28,7 @@ are not used. These data permissions impose no noncommercial or share-alike
 restriction on the generated lookup. The repository's Apache-2.0 license covers
 the rebuild code; it does not replace the source-data terms.
 
-The [NANPA NPA database](https://www.nanpa.com/reports/npa-reports) was consulted
-on 2026-11-06 to screen locality associations against country, in-service status,
-and state. No explicit open-data license was established for that report, so
-it is **not described as CC0 or public domain**. The report is not redistributed
-and is not an input required by the rebuild. Its URL, date, and checksum are
-recorded as a validation reference. `excluded_localities.csv` records the 92
-rejected Wikidata rows using Wikidata fields and Census-derived states, rather
-than copying the NANPA database. Regeneration reproduces this pinned curation;
-it does not recheck current numbering assignments.
+The lookup is derived from the Census and Wikidata inputs listed above.
 
 No third-party GitHub ZIP/area-code compilation is used.
 
@@ -46,7 +38,7 @@ No third-party GitHub ZIP/area-code compilation is used.
 2. Assign states using the full Census state polygons. A reader for the pinned
    Polygon/DBF format and a NumPy point-in-polygon calculation handle multipart
    polygons, holes, and boundaries without additional geometry packages. Normalize
-   Wikidata three-digit dialing codes and coordinates, then remove the exclusions.
+   Wikidata three-digit dialing codes and coordinates.
 3. Prefer literal five-digit Wikidata postal-code associations when the locality
    lies in the same state and within 50 km of the ZCTA point. Postal-code ranges
    and wildcards are not expanded.
@@ -62,28 +54,35 @@ No third-party GitHub ZIP/area-code compilation is used.
    among its candidates. An exact-ZIP request skips the ZIP draw. Having more
    candidates does not increase a ZIP's probability of being sampled.
 
-The checked-in build has 18,749 explicit postal-code associations and 15,023
-nearest-locality fallbacks. All ZIP identifiers, representative codes, and population
-weights match the initial rebuild in this PR. Candidate lists contain 37,239
-ZIP/code associations, and 2,322 ZIPs have more than one candidate. Agreement with
-the original repository asset is not an accuracy measure.
+The checked-in build has 18,786 explicit postal-code associations and 14,986
+nearest-locality fallbacks. All ZIP identifiers and population weights match the
+previous build. Candidate lists change for 213 ZIPs (0.63%) and representative
+codes change for 152 ZIPs. Candidate lists contain 37,294
+ZIP/code associations, and 2,374 ZIPs have more than one candidate. Agreement with
+the previous asset is not an accuracy measure.
 
 This is a regional approximation for synthetic data, not a telephone service-area
 or address lookup. A city's candidate list can contain both overlays and geographic
 splits. Candidates are plausible at the chosen locality point, not verified for
 each postal address or exact ZIP boundary. Uniform candidate selection does not
-estimate actual telephone market shares. There are 348 fallback ZIPs
+estimate actual telephone market shares. There are 335 fallback ZIPs
 more than 50 km from their donor locality; the largest distance is about 231 km.
-State-level screening does not establish ZIP-level accuracy. Population estimates
-and numbering statements reflect the pinned source dates.
+Population estimates and numbering statements reflect the pinned source dates.
 
 The code-level reconciliation counts 386 distinct three-digit source values,
-358 codes with retained localities, 355 with localities in the covered ZCTA
-states/territories, and 333 represented in candidate lists. Retaining alternatives
-recovers 56 codes previously discarded, including 332, 726, and Chicago's 773 and
-872. There are still 22 eligible but unselected codes. They have no selected
-locality point under this method. These omissions are reported, not treated as
-evidence that the codes are invalid.
+386 codes with retained localities, 377 with localities in the covered ZCTA
+states/territories, and 352 represented in candidate lists. There are 25 source
+codes with covered localities but no selected locality point under this method.
+These counts account for source statements; they do not establish numbering
+validity. Omissions are reported without treating the codes as invalid.
+
+## Future data improvements
+
+Find additional permissively licensed numbering references to validate dialing
+codes for active status, geographic use, and state assignments. Further work
+includes refining ZIP-level boundaries, improving code coverage, and estimating
+candidate usage proportions. Each additional reference needs documented terms,
+provenance, and reproducible input snapshots.
 
 ## Rebuild
 
@@ -135,14 +134,14 @@ The recorded build used Python 3.12, NumPy 2.4.3, pandas 3.0.5, SciPy 1.17.1,
 and PyArrow 24.0.0.
 
 The parquet's `data_designer.provenance` key-value metadata embeds the complete
-source manifest (URLs, hashes, permissions, and screening reference), the manifest
-SHA-256, the rebuild script SHA-256, and the ZIP/candidate sampling policy. The packaged NOTICE links to the immutable
-input revision, so an older wheel retains a stable source reference. Refresh that
-link and `SOURCE_REVISION_URL` when adopting a new committed input revision.
+source manifest (URLs, hashes, and permissions), the manifest SHA-256, the rebuild
+script SHA-256, and the ZIP/candidate sampling policy. The packaged NOTICE links
+to the immutable Wikidata snapshot revision; Census source URLs and hashes are in
+the embedded manifest. Refresh that link and `SOURCE_REVISION_URL` when adopting
+new committed Wikidata snapshots.
 
 To update sources, rerun the two `.sparql` queries, replace their compressed
-snapshots and hashes, review the exclusions against a newly recorded numbering
-reference, and update the Census URLs/hashes if changing vintage. Rebuild,
+snapshots and hashes, and update the Census URLs/hashes if changing vintage. Rebuild,
 inspect lineage and coverage, and update the build report and data notice.
 
 ## Source acknowledgment
diff --git a/scripts/person_data/area_code_reconciliation.csv b/scripts/person_data/area_code_reconciliation.csv
index 436ba55af..92194718b 100644
--- a/scripts/person_data/area_code_reconciliation.csv
+++ b/scripts/person_data/area_code_reconciliation.csv
@@ -1,46 +1,46 @@
 area_code,input_records,retained_locality_records,eligible_locality_records,output_zipcodes,output_population,status
-201,30,29,29,98,1695304.0,selected
+201,30,30,30,99,1696158.0,selected
 202,30,30,30,57,672079.0,selected
 203,68,68,68,87,1393767.0,selected
-205,168,168,168,188,1534246.0,selected
+205,168,168,168,186,1532089.0,selected
 206,41,41,41,42,567041.5,selected
-207,852,852,852,427,1377734.0,selected
-208,249,247,247,280,1893304.0,selected
+207,852,852,852,425,1354799.0,selected
+208,249,249,249,284,1891552.5,selected
 209,101,101,101,137,1880553.0,selected
 210,9,9,9,69,1156174.0,selected
-212,55,55,55,70,638189.25,selected
+212,55,55,55,70,585866.75,selected
 213,3,3,3,63,377714.5,selected
 214,7,7,7,73,850862.6666666666,selected
 215,18,18,18,171,2108491.0,selected
-216,29,28,28,41,995011.0,selected
+216,29,29,29,42,995276.0,selected
 217,136,136,136,350,1048108.5,selected
-218,232,232,232,292,797314.0,selected
+218,232,232,232,291,797049.0,selected
 219,72,72,72,68,840925.0,selected
 220,1,1,1,4,6160.5,selected
 223,4,4,4,61,222153.0,selected
 224,4,4,4,13,161519.5,selected
-225,44,43,43,89,864103.5,selected
+225,44,44,44,91,895223.5,selected
 228,29,29,29,27,403017.0,selected
-229,109,109,109,128,714067.0,selected
+229,109,109,109,127,712886.0,selected
 231,48,48,48,136,687894.0,selected
 234,2,2,2,25,150196.5,selected
 235,1,1,1,2,1246.0,selected
-236,1,0,0,0,0.0,no_retained_locality
+236,1,1,0,0,0.0,outside_zcta_states
 239,62,62,62,58,1206864.0,selected
 240,91,91,91,172,1261527.8,selected
 248,30,30,30,73,1374096.75,selected
-250,1,0,0,0,0.0,no_retained_locality
+250,1,1,0,0,0.0,outside_zcta_states
 251,84,84,84,104,749718.0,selected
 252,147,147,147,198,1070963.0,selected
 253,62,62,62,58,1269771.0,selected
 254,89,89,89,131,1003984.0,selected
-256,137,137,137,179,1564460.0,selected
-257,1,0,0,0,0.0,no_retained_locality
+256,137,137,137,177,1554385.0,selected
+257,1,1,0,0,0.0,outside_zcta_states
 260,66,66,66,93,732688.0,selected
 262,85,85,85,103,1216795.0,selected
 267,3,3,3,55,830644.0,selected
 269,31,31,31,98,857116.0,selected
-270,70,70,70,221,941466.5,selected
+270,70,70,70,219,923062.5,selected
 272,2,2,2,13,61779.0,selected
 274,1,1,1,0,0.0,not_selected
 276,51,51,51,125,465373.0,selected
@@ -48,33 +48,33 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 281,47,47,47,157,3072186.7,selected
 283,1,1,1,0,0.0,not_selected
 301,121,121,121,231,1811124.8,selected
-302,78,77,77,68,1006247.0,selected
-303,26,26,26,118,2077404.6666666667,selected
+302,78,78,78,69,1007401.0,selected
+303,26,26,26,118,1877619.6666666667,selected
 304,217,217,217,738,1705155.0,selected
 305,74,74,74,95,2029129.0,selected
 307,203,203,203,176,564413.0,selected
 308,71,71,71,193,360503.0,selected
 309,80,80,80,205,975700.5,selected
-310,16,16,16,107,1448462.1666666667,selected
-312,4,3,3,56,897075.3333333334,selected
+310,16,16,16,106,1416289.1666666667,selected
+312,4,4,4,57,929248.3333333334,selected
 313,18,18,18,49,1161381.0,selected
 314,56,56,56,54,1115598.0,selected
-315,204,204,204,314,1440713.0,selected
+315,204,204,204,307,1409089.0,selected
 316,26,26,26,58,612536.0,selected
-317,53,53,53,82,1827586.0,selected
-318,169,168,168,209,1125622.0,selected
-319,64,64,64,175,793459.0,selected
+317,53,53,53,82,1338174.5,selected
+318,169,169,169,219,1165208.0,selected
+319,64,64,64,168,779574.0,selected
 320,162,162,162,160,581609.0,selected
 321,29,29,29,63,1154504.0,selected
 323,16,16,16,87,1252435.1666666667,selected
-325,55,54,54,103,461764.0,selected
+325,55,55,55,105,466286.0,selected
 326,1,1,1,1,284.0,selected
 327,1,1,1,0,0.0,not_selected
 329,1,1,1,0,0.0,not_selected
 330,25,25,25,205,1631919.5,selected
 331,1,1,1,15,235152.0,selected
 332,1,1,1,56,326286.25,selected
-334,150,149,149,185,1205713.0,selected
+334,150,150,150,187,1224117.0,selected
 336,71,71,71,145,1847267.0,selected
 337,70,70,70,112,949012.0,selected
 339,4,4,4,19,172263.5,selected
@@ -82,24 +82,24 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 341,1,1,1,0,0.0,not_selected
 346,3,3,3,97,658946.7,selected
 347,7,7,7,57,812461.3333333334,selected
-349,1,0,0,0,0.0,no_retained_locality
+349,1,1,1,1,853.0,selected
 350,1,1,1,1,2253.0,selected
 352,120,120,120,126,1677904.0,selected
 357,1,1,1,0,0.0,not_selected
-360,525,524,524,216,2249084.5,selected
+360,525,525,525,216,2249084.5,selected
 361,62,62,62,116,774012.0,selected
-363,6,6,6,19,164028.5,selected
+363,6,6,6,18,155177.0,selected
 364,7,7,7,27,213848.5,selected
 380,1,1,1,0,0.0,not_selected
-384,1,0,0,0,0.0,no_retained_locality
+384,1,1,1,1,12467.0,selected
 385,19,19,19,53,682646.0,selected
-386,58,58,58,70,950185.0,selected
-393,2,0,0,0,0.0,no_retained_locality
+386,58,58,58,69,937718.0,selected
+393,2,2,2,4,19780.0,selected
 401,43,43,43,81,1095391.0,selected
-402,135,133,133,393,1454988.0,selected
+402,135,135,135,392,1462920.0,selected
 404,9,9,9,51,628465.3333333334,selected
-405,116,116,116,183,1912177.0,selected
-406,184,183,183,369,1105740.0,selected
+405,116,116,116,181,1909732.0,selected
+406,184,184,184,372,1119723.5,selected
 407,65,65,65,66,1631275.0,selected
 408,16,16,16,49,1149360.0,selected
 409,45,45,45,67,642668.0,selected
@@ -116,7 +116,7 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 430,4,4,4,6,33844.0,selected
 432,33,33,33,60,479969.0,selected
 434,46,46,46,140,721434.0,selected
-435,189,189,189,215,850174.0,selected
+435,189,189,189,214,849658.0,selected
 436,1,1,1,3,12930.5,selected
 440,26,26,26,74,1127433.5,selected
 442,2,2,2,1,0.0,selected
@@ -124,10 +124,10 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 445,2,2,2,5,39226.0,selected
 447,2,2,2,11,72250.5,selected
 448,36,36,36,14,22591.0,selected
-453,1,0,0,0,0.0,no_retained_locality
-456,1,0,0,0,0.0,no_retained_locality
+453,1,1,1,1,516.0,selected
+456,1,1,1,2,3085.0,selected
 457,1,1,1,0,0.0,not_selected
-458,550,548,548,119,426747.5,selected
+458,550,550,550,121,426880.1666666667,selected
 463,1,1,1,0,0.0,not_selected
 464,1,1,1,0,0.0,not_selected
 469,5,5,5,69,652393.6666666666,selected
@@ -138,30 +138,30 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 480,22,22,22,97,2301780.25,selected
 483,1,1,1,0,0.0,not_selected
 484,2,2,2,21,157124.83333333334,selected
-486,1,0,0,0,0.0,no_retained_locality
-501,111,110,110,121,990765.0,selected
+486,1,1,1,38,489411.5,selected
+501,111,111,111,122,990929.0,selected
 502,55,55,55,101,1260079.0,selected
-503,418,416,416,155,1482247.0,selected
+503,418,418,418,155,1482247.0,selected
 504,13,13,13,52,689834.5,selected
-505,41,41,41,157,1370689.0,selected
-507,237,236,236,240,839753.0,selected
+505,41,41,41,155,1367345.0,selected
+507,237,237,237,243,841163.0,selected
 508,11,11,11,164,1540428.0,selected
-509,462,461,461,248,1862724.0,selected
+509,462,462,462,247,1861448.0,selected
 510,31,31,31,55,1686242.0,selected
 512,33,33,33,91,2309709.0,selected
-513,18,18,18,93,1606474.0,selected
+513,18,18,18,91,1592918.0,selected
 515,53,53,53,140,892496.0,selected
-516,20,20,20,75,1398673.5,selected
+516,20,20,20,74,1389822.0,selected
 517,28,28,28,109,961533.75,selected
-518,183,183,183,322,1379116.0,selected
-519,1,0,0,0,0.0,no_retained_locality
+518,183,183,183,319,1369327.0,selected
+519,1,1,1,3,9789.0,selected
 520,173,173,173,147,1909131.25,selected
-530,134,133,133,238,1352133.5,selected
+530,134,134,134,238,1352133.5,selected
 531,2,2,2,25,151362.0,selected
-534,1,1,1,33,76022.5,selected
+534,1,1,1,21,41275.5,selected
 539,11,11,11,76,375014.0,selected
 540,76,76,76,274,2094068.0,selected
-541,769,767,767,273,1301254.5,selected
+541,769,769,769,275,1301387.1666666667,selected
 551,2,2,2,7,52179.0,selected
 557,1,1,1,0,0.0,not_selected
 559,98,98,98,111,1777565.0,selected
@@ -173,62 +173,62 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 570,96,96,96,366,1510942.0,selected
 571,5,5,5,65,886610.5,selected
 572,1,1,1,0,0.0,not_selected
-573,168,168,168,315,1196797.0,selected
+573,168,168,168,312,1193295.0,selected
 574,64,64,64,86,722612.0,selected
-575,45,44,44,216,746106.0,selected
+575,45,45,45,216,746106.0,selected
 580,270,270,270,353,1050387.0,selected
 582,2,2,2,19,25907.0,selected
 585,92,92,92,141,1062260.0,selected
 586,14,14,14,40,864477.0,selected
-590,1,0,0,0,0.0,no_retained_locality
+590,1,1,1,1,1276.0,selected
 601,113,113,113,165,1358123.0,selected
-602,3,2,2,43,363748.25,selected
-603,216,216,216,246,1387500.0,selected
-605,378,371,371,375,897979.0,selected
+602,3,3,3,43,363748.25,selected
+603,216,216,216,245,1386360.0,selected
+605,378,378,378,402,968556.0,selected
 606,97,97,97,364,897133.0,selected
-607,138,138,138,206,831766.0,selected
-608,360,360,360,318,1749167.0,selected
-609,44,43,43,112,1304381.5,selected
-610,29,28,28,226,2581691.8333333335,selected
-611,2,0,0,0,0.0,no_retained_locality
-612,6,5,5,34,797400.0,selected
+607,138,138,138,204,828299.0,selected
+608,360,360,360,291,1674504.0,selected
+609,44,44,44,118,1310794.5,selected
+610,29,29,29,227,2588973.8333333335,selected
+611,2,2,2,0,0.0,not_selected
+612,6,6,6,34,797400.0,selected
 614,25,25,25,69,1723175.0,selected
 615,55,55,55,107,1850092.0,selected
 616,17,17,17,52,1029901.0,selected
 617,7,7,7,72,1458474.5,selected
 618,127,127,127,318,1191996.5,selected
 619,27,27,27,73,1578285.0,selected
-620,221,220,220,265,609661.0,selected
+620,221,221,221,264,591305.0,selected
 621,1,1,1,94,616910.2,selected
-622,1,0,0,0,0.0,no_retained_locality
+622,1,1,1,2,1873.0,selected
 623,18,18,18,80,1573589.25,selected
 624,1,1,1,1,1046.5,selected
 626,35,35,35,42,1403788.0,selected
-627,1,0,0,0,0.0,no_retained_locality
+627,1,1,1,1,17703.0,selected
 628,2,2,2,29,418160.5,selected
 629,1,1,1,6,113114.0,selected
-630,9,8,8,58,1379779.0,selected
+630,9,9,9,59,1391175.5,selected
 631,23,23,23,110,1525226.0,selected
-635,1,0,0,0,0.0,no_retained_locality
+635,1,1,1,1,11396.5,selected
 636,42,42,42,65,976996.0,selected
-639,1,0,0,0,0.0,no_retained_locality
+639,1,1,1,1,104.0,selected
 640,1,1,1,9,31807.5,selected
 641,72,72,72,250,470730.0,selected
-642,1,0,0,0,0.0,no_retained_locality
+642,1,1,1,1,446.0,selected
 646,17,17,17,58,333885.25,selected
 650,36,36,36,39,954535.0,selected
 651,70,70,70,69,1181181.0,selected
-655,1,0,0,0,0.0,no_retained_locality
+655,1,1,1,2,2649.0,selected
 657,1,1,1,4,87538.0,selected
 659,1,1,1,0,0.0,not_selected
 660,167,167,167,229,434415.0,selected
 661,55,55,55,60,1512997.0,selected
-662,181,181,181,235,1158482.0,selected
+662,181,181,181,233,1156609.0,selected
 667,4,4,4,54,421944.13333333336,selected
 669,3,3,3,32,553094.0,selected
-670,2,0,0,0,0.0,no_retained_locality
+670,2,2,0,0,0.0,outside_zcta_states
 671,1,1,0,0,0.0,outside_zcta_states
-672,1,0,0,0,0.0,no_retained_locality
+672,1,1,0,0,0.0,outside_zcta_states
 678,4,4,4,45,420698.6666666667,selected
 679,2,2,2,0,0.0,not_selected
 680,3,3,3,2,8683.0,selected
@@ -236,33 +236,33 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 682,2,2,2,46,573491.1666666666,selected
 684,2,2,0,0,0.0,outside_zcta_states
 689,1,1,1,0,0.0,not_selected
-701,401,400,400,388,778556.0,selected
-702,21,20,20,76,2141300.0,selected
+701,401,401,401,396,791295.0,selected
+702,21,21,21,90,2341085.0,selected
 703,7,7,7,79,1293539.5,selected
 704,71,71,71,122,2467616.0,selected
-706,134,132,132,197,1998223.0,selected
-707,118,118,118,151,1473463.0,selected
+706,134,134,134,202,2018900.0,selected
+707,118,118,118,151,1473359.0,selected
 708,82,82,82,83,1601918.0,selected
 712,87,87,87,270,556654.0,selected
 713,15,15,15,110,1251121.7,selected
 714,9,9,9,44,1712647.0,selected
-715,7,7,7,109,644854.5,selected
+715,7,7,7,94,602449.5,selected
 716,64,64,64,149,1304519.5,selected
 717,19,19,19,196,1508027.0,selected
-718,13,13,13,121,4335015.333333333,selected
+718,13,13,13,121,4209775.333333333,selected
 719,119,119,119,168,1148368.0,selected
-720,7,6,6,62,1175307.6666666667,selected
-722,1,0,0,0,0.0,no_retained_locality
+720,7,7,7,64,1177085.6666666667,selected
+722,1,1,1,11,197327.0,selected
 724,39,39,39,353,1515985.6666666667,selected
-725,5,4,4,12,152483.0,selected
+725,5,5,5,13,174564.0,selected
 726,1,1,1,59,927090.0,selected
 727,45,45,45,56,1197710.0,selected
 730,1,1,1,4,1828.5,selected
-731,85,85,85,112,518297.0,selected
-732,30,29,29,109,1948107.5,selected
+731,85,85,85,110,515212.0,selected
+732,30,30,30,113,2073347.5,selected
 734,26,26,26,55,1106111.0,selected
 737,1,1,1,0,0.0,not_selected
-740,38,38,38,291,1319218.5,selected
+740,38,38,38,289,1314808.5,selected
 747,5,5,5,88,843052.5,selected
 748,1,1,1,1,512.0,selected
 754,1,1,1,7,172985.0,selected
@@ -270,20 +270,20 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 760,79,79,79,135,1989949.0,selected
 762,3,3,3,9,105422.0,selected
 763,55,55,55,37,674605.0,selected
-765,201,201,201,213,1127447.0,selected
+765,201,201,201,212,1126436.0,selected
 769,3,3,3,4,31695.0,selected
-770,86,85,85,203,4998632.666666667,selected
-772,29,29,29,31,672502.0,selected
+770,86,86,86,203,4998632.666666667,selected
+772,29,29,29,20,475175.0,selected
 773,3,3,3,56,897075.3333333334,selected
-774,3,2,2,35,250527.0,selected
-775,57,56,56,104,846876.0,selected
-778,1,0,0,0,0.0,no_retained_locality
+774,3,3,3,36,251708.0,selected
+775,57,57,57,104,846610.6666666666,selected
+778,1,1,0,0,0.0,outside_zcta_states
 779,3,3,3,9,10350.5,selected
 781,7,7,7,59,978996.5,selected
-785,231,231,231,307,780902.0,selected
-786,5,3,3,61,977257.0,selected
+785,231,231,231,306,780456.0,selected
+786,5,5,5,62,1015015.5,selected
 787,9,9,9,132,3006915.5,selected
-800,1,0,0,0,0.0,no_retained_locality
+800,1,1,1,0,0.0,not_selected
 801,52,52,52,85,1811644.0,selected
 802,256,256,256,265,645254.0,selected
 803,110,110,110,149,1756437.0,selected
@@ -292,14 +292,14 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 806,121,121,121,180,881959.0,selected
 808,148,148,148,97,1445635.0,selected
 810,22,22,22,62,670089.75,selected
-812,190,190,190,265,1345239.5,selected
+812,190,190,190,264,1345149.5,selected
 813,48,48,48,65,1780976.0,selected
 814,96,96,96,436,1297365.0,selected
-815,59,58,58,259,1663801.5,selected
+815,59,59,59,271,1710331.5,selected
 816,87,87,87,154,1389068.0,selected
 817,44,44,44,93,1767122.1666666667,selected
 818,14,14,14,126,1823383.5,selected
-820,4,1,1,3,29686.5,selected
+820,4,4,4,5,30787.5,selected
 821,2,2,2,2,3900.5,selected
 828,89,89,89,130,1186881.0,selected
 830,82,82,82,122,866123.0,selected
@@ -325,18 +325,18 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 862,2,2,2,10,163822.5,selected
 863,72,72,72,65,1136410.0,selected
 864,65,65,65,121,1543525.5,selected
-865,32,32,32,72,1028755.0,selected
-870,329,328,328,379,1106081.0,selected
+865,32,32,32,69,1013248.0,selected
+870,329,329,329,378,1105915.0,selected
 872,2,2,2,56,897075.3333333334,selected
-877,1,0,0,0,0.0,no_retained_locality
+877,1,1,1,1,7282.0,selected
 878,2,2,2,60,261775.66666666666,selected
-885,1,0,0,0,0.0,no_retained_locality
-888,1,0,0,0,0.0,no_retained_locality
+885,1,1,1,3,15507.0,selected
+888,1,1,1,0,0.0,not_selected
 901,25,25,25,55,1026506.0,selected
 903,153,153,153,222,1428434.0,selected
 904,39,39,39,63,1650501.0,selected
-906,26,26,26,135,310975.0,selected
-907,98,97,97,245,733346.0,selected
+906,26,26,26,129,304562.0,selected
+907,98,98,98,245,733346.0,selected
 908,23,23,23,79,1009658.0,selected
 909,34,34,34,68,1904719.3333333333,selected
 910,136,136,136,158,1682177.0,selected
@@ -346,19 +346,19 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 915,25,25,25,55,882756.0,selected
 916,17,17,17,63,1803153.0,selected
 917,12,12,12,112,1103007.5833333333,selected
-918,14,14,14,114,657650.0,selected
+918,14,14,14,113,645553.0,selected
 919,49,49,49,100,1949247.5,selected
-920,218,218,218,216,1256190.0,selected
+920,218,218,218,203,1241039.0,selected
 924,1,1,1,0,0.0,not_selected
 925,46,46,46,36,1127028.0,selected
-927,1,0,0,0,0.0,no_retained_locality
+927,1,1,1,10,44442.0,selected
 928,393,393,393,178,1118343.0,selected
 929,3,3,3,8,212049.0,selected
 930,6,6,6,20,215254.5,selected
 931,72,72,72,143,1030631.0,selected
 934,1,1,1,4,52147.0,selected
 936,58,58,58,101,890746.0,selected
-937,30,30,30,179,1441585.0,selected
+937,30,30,30,173,1415109.0,selected
 938,1,1,1,0,0.0,not_selected
 939,2,2,2,20,247969.5,selected
 940,74,74,74,95,701461.0,selected
@@ -369,14 +369,14 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 951,22,22,22,53,2064580.3333333333,selected
 952,40,40,40,49,842300.0,selected
 954,3,3,3,29,957846.0,selected
-956,70,70,70,72,1681656.0,selected
+956,70,70,70,68,1663292.0,selected
 959,8,8,8,15,120711.5,selected
-970,145,144,144,212,1334473.0,selected
-971,352,350,350,104,1028588.0,selected
+970,145,145,145,212,1334473.0,selected
+971,352,352,352,104,1028588.0,selected
 972,68,68,68,158,3500046.6666666665,selected
-973,27,25,25,116,1703324.5,selected
+973,27,27,27,116,1703324.5,selected
 975,1,1,1,0,0.0,not_selected
-977,1,0,0,0,0.0,no_retained_locality
+977,1,1,1,7,13885.0,selected
 978,9,9,9,91,1417452.0,selected
 979,58,58,58,91,726456.0,selected
 980,2,2,2,2,16174.0,selected
@@ -384,4 +384,4 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp
 984,3,3,3,21,364074.5,selected
 985,41,41,41,101,992006.0,selected
 986,1,1,1,1,18.0,selected
-989,52,52,52,192,1015622.0,selected
+989,52,52,52,191,992829.0,selected
diff --git a/scripts/person_data/build_report.json b/scripts/person_data/build_report.json
index f6f252c54..edca502ad 100644
--- a/scripts/person_data/build_report.json
+++ b/scripts/person_data/build_report.json
@@ -2,55 +2,31 @@
   "rows": 33772,
   "population_total": 335555510.0,
   "methods": {
-    "explicit_postcode_association": 18749,
-    "nearest_locality_same_state": 15023
+    "explicit_postcode_association": 18786,
+    "nearest_locality_same_state": 14986
   },
-  "candidate_assignments": 37239,
-  "zipcodes_with_multiple_area_codes": 2322,
+  "candidate_assignments": 37294,
+  "zipcodes_with_multiple_area_codes": 2374,
   "raw_locality_rows": 22913,
   "noncanonical_rows_excluded": 116,
-  "curated_locality_rows_excluded": 92,
-  "accepted_locality_records": 22705,
-  "accepted_locality_items": 20860,
+  "accepted_locality_records": 22797,
+  "accepted_locality_items": 20928,
   "area_code_coverage": {
     "input_codes": 386,
-    "retained_codes": 358,
-    "eligible_codes": 355,
-    "output_codes": 333,
-    "no_retained_locality": [
+    "retained_codes": 386,
+    "eligible_codes": 377,
+    "output_codes": 352,
+    "no_retained_locality": [],
+    "outside_zcta_states": [
       236,
       250,
       257,
-      349,
-      384,
-      393,
-      453,
-      456,
-      486,
-      519,
-      590,
-      611,
-      622,
-      627,
-      635,
-      639,
-      642,
-      655,
-      670,
-      672,
-      722,
-      778,
-      800,
-      877,
-      885,
-      888,
-      927,
-      977
-    ],
-    "outside_zcta_states": [
       340,
+      670,
       671,
-      684
+      672,
+      684,
+      778
     ],
     "not_selected": [
       274,
@@ -68,24 +44,27 @@
       557,
       567,
       572,
+      611,
       659,
       679,
       689,
       737,
+      800,
+      888,
       924,
       938,
       975
     ],
-    "reconciliation_sha256": "6b18cc988b83ef3a2de4c4954a39dc52267b536ecda11aaf230e5299b220954a"
+    "reconciliation_sha256": "b4f281325c1a647783acae16a39c138f27cea8012ead2ee43c899e39ed9e6237"
   },
   "distant_explicit_associations_excluded": 46,
-  "nearest_locality_fallbacks_over_50km": 348,
+  "nearest_locality_fallbacks_over_50km": 335,
   "locality_distance_km_quantiles": {
-    "0.5": 6.5035926030747735,
-    "0.9": 19.572534448154848,
-    "0.95": 25.88603157156294,
-    "0.99": 50.42410233449431,
+    "0.5": 6.4811363499852614,
+    "0.9": 19.531414536518493,
+    "0.95": 25.763850358261713,
+    "0.99": 49.67497193169035,
     "1.0": 230.84417705249874
   },
-  "output_sha256": "b6fc7c8c27b008b8f0da89dfa75a4e2e5693cce18ae0c8a0d3527e326e17e5dd"
+  "output_sha256": "2af85012fadbd44d907d9785f56051639c51ed7b37104d93c704b0cbf328256b"
 }
diff --git a/scripts/person_data/excluded_localities.csv b/scripts/person_data/excluded_localities.csv
deleted file mode 100644
index 652c45e99..000000000
--- a/scripts/person_data/excluded_localities.csv
+++ /dev/null
@@ -1,93 +0,0 @@
-qid,area_code,longitude,latitude,state
-Q881120,201,-67.868611111,46.504722222,ME
-Q4788559,250,-124.0,54.0,
-Q1952785,216,-94.20638889,47.92527778,MN
-Q3261921,360,-84.760555555,33.550555555,GA
-Q4788610,236,-124.0,54.0,
-Q436898,349,-89.58139,37.63111,MO
-Q684406,393,-75.483333333,44.7,NY
-Q2272332,393,-75.435555555,44.5525,NY
-Q27988976,509,-121.77638889,45.69805556,OR
-Q2227968,770,-92.39797,46.66355,MN
-Q518466,725,-69.963055555,43.910833333,ME
-Q7580837,970,-122.329722222,45.518888888,OR
-Q2431419,501,-101.281944444,48.971388888,ND
-Q342064,605,-107.623611111,35.065833333,NM
-Q1783975,605,-89.931666666,44.121666666,WI
-Q1887524,605,-89.3643323,45.2478878,WI
-Q2304624,605,-71.558611111,44.654166666,NH
-Q5817097,605,-89.638333333,42.601111111,WI
-Q7589473,605,-89.052777777,44.454166666,WI
-Q2582333,605,-91.2522,36.0067,AR
-Q2381270,384,-82.340833333,30.021666666,FL
-Q286148,627,-73.693333333,40.792777777,NY
-Q136503722,639,-123.6,39.8,CA
-Q2270773,870,-97.168611111,35.134722222,OK
-Q584340,722,-80.335555555,27.438888888,FL
-Q2218020,318,-91.796666666,44.4575,WI
-Q370523,620,-96.870833333,35.894166666,OK
-Q1592949,610,-73.99715,40.722263888,NY
-Q2200776,630,-83.83051,42.95725,MI
-Q951376,774,-84.5383,32.0608,GA
-Q518097,519,-73.65,43.05,NY
-Q2200776,635,-83.83051,42.95725,MI
-Q6646528,530,-120.297222222,41.994166666,OR
-Q1886236,402,-87.869444444,44.029722222,WI
-Q3709190,402,-75.098055555,43.096111111,NY
-Q7410310,973,-122.974166666,42.491666666,OR
-Q7970633,973,-122.016,45.6126,OR
-Q3708399,325,-76.341666666,43.123055555,NY
-Q602784,701,-88.714166666,45.743611111,WI
-Q600237,720,-95.1708,37.9161,KS
-Q114222598,971,-122.3337357,47.4631546,WA
-Q114358755,971,-122.6507302,48.5728826,WA
-Q14682133,458,-121.51944444,41.99805556,CA
-Q2572411,458,-117.718333333,41.9975,NV
-Q979819,885,-83.700443,36.150854,TN
-Q2535145,702,-104.917,39.8389,CO
-Q4788610,257,-124.0,54.0,
-Q735981,977,-91.861111111,41.994722222,IA
-Q67077,208,-87.907178,32.993811,AL
-Q67870,208,-86.943126,34.241338,AL
-Q1898553,312,-118.253,33.9175,CA
-Q51679,670,145.75,15.183333333,MP
-Q93022,706,-99.015833333,26.405,TX
-Q3150256,670,145.75,15.18333333,MP
-Q9049890,706,-76.370277777,42.022222222,NY
-Q1630163,732,-73.981086,40.702553,NY
-Q2527718,786,-97.7597,38.9694,KS
-Q4532801,786,-73.988211111,40.718497222,NY
-Q3287686,456,-88.245,36.037222222,TN
-Q647127,225,-100.018333333,37.759722222,KS
-Q6346,486,-86.158055555,39.768611111,IN
-Q2418283,602,-71.768888888,42.743611111,NH
-Q1264177,453,-112.751388888,40.231111111,UT
-Q14623578,800,-74.010694444,40.710972222,NY
-Q1592949,877,-73.99715,40.722263888,NY
-Q14682133,541,-121.51944444,41.99805556,CA
-Q114222598,503,-122.3337357,47.4631546,WA
-Q114358755,503,-122.6507302,48.5728826,WA
-Q1976579,334,-85.0669,36.9847,KY
-Q2572411,541,-117.718333333,41.9975,NV
-Q1506783,590,-120.543,46.4042,WA
-Q968951,655,-91.5006,40.0422,MO
-Q1842438,507,-98.105,40.431944444,NE
-Q483932,406,-116.6,48.29,ID
-Q7231843,907,-107.701,38.081,CO
-Q5127590,820,-85.3478,39.4333,IN
-Q5969554,820,-85.3075,39.41,IN
-Q5969554,820,-85.3078,39.4103,IN
-Q2303201,622,-90.1364,34.1731,MS
-Q1887361,815,-89.742935,45.3180179,WI
-Q7546719,302,-75.570738,42.687292,NY
-Q3128858,612,-122.428,37.7728,CA
-Q549475,575,-123.0,45.5,OR
-Q6160569,775,-120.048,39.5094,CA
-Q14931631,888,-74.013888888,40.706111111,NY
-Q1966409,611,-117.833611111,34.617777777,CA
-Q3458813,611,-119.389166666,35.85,CA
-Q2673377,642,-97.7664,39.2747,KS
-Q949651,927,-83.8292,39.4458,OH
-Q4788610,778,-124.0,54.0,
-Q4788610,672,-124.0,54.0,
-Q2738898,609,-88.333888888,46.098055555,MI
diff --git a/scripts/person_data/rebuild.py b/scripts/person_data/rebuild.py
index f1d83b6af..edb2efe93 100644
--- a/scripts/person_data/rebuild.py
+++ b/scripts/person_data/rebuild.py
@@ -29,7 +29,8 @@
     / "packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.parquet"
 )
 SOURCE_REVISION_URL = (
-    "https://github.com/NVIDIA-NeMo/DataDesigner/tree/eae83186b32d7c62ee880c6f538bda46a6831c72/scripts/person_data"
+    "https://github.com/NVIDIA-NeMo/DataDesigner/tree/"
+    "43b49ab5cb4353d8a16f0cb9813bc20fc0eea1b8/scripts/person_data/snapshots"
 )
 
 
@@ -251,9 +252,6 @@ def reconcile_area_codes(
 def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) -> dict:
     """Rebuild the asset and write row-level lineage and a validation summary."""
     manifest = json.loads((ROOT / "sources.json").read_text())
-    excluded_bytes = (ROOT / "excluded_localities.csv").read_bytes()
-    if hashlib.sha256(excluded_bytes).hexdigest() != manifest["excluded_localities_sha256"]:
-        raise ValueError("Exclusion snapshot checksum mismatch")
     inputs = {name: read_source(name, source, cache, offline) for name, source in manifest["sources"].items()}
     states = load_state_polygons(inputs["census-state-boundaries-full-2023.zip"])
 
@@ -280,11 +278,6 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False)
     if not localities.latitude.between(-90, 90).all() or not localities.longitude.between(-180, 180).all():
         raise ValueError("Invalid locality coordinates")
     localities["state"] = states_for(localities, "longitude", "latitude", states)
-    excluded = pd.read_csv(io.BytesIO(excluded_bytes))
-    excluded_pairs = pd.MultiIndex.from_frame(excluded[["qid", "area_code"]])
-    accepted = ~pd.MultiIndex.from_frame(localities[["qid", "area_code"]]).isin(excluded_pairs)
-    rejected = localities[~accepted]
-    localities = localities[accepted].copy()
 
     population = pd.read_csv(io.BytesIO(inputs["census-acs5-2023-b01003.dat"]), sep="|", dtype={"GEO_ID": str})
     population = population[population.GEO_ID.str.fullmatch(r"860Z200US\d{5}")].copy()
@@ -345,7 +338,6 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False)
         "zipcodes_with_multiple_area_codes": int((result.area_codes.str.len() > 1).sum()),
         "raw_locality_rows": len(raw),
         "noncanonical_rows_excluded": len(raw) - len(rows),
-        "curated_locality_rows_excluded": len(rejected),
         "accepted_locality_records": len(localities),
         "accepted_locality_items": int(localities.qid.nunique()),
         "area_code_coverage": {
diff --git a/scripts/person_data/sources.json b/scripts/person_data/sources.json
index 5a887f667..d65893cb1 100644
--- a/scripts/person_data/sources.json
+++ b/scripts/person_data/sources.json
@@ -37,14 +37,5 @@
       "license": "CC0-1.0",
       "license_url": "https://www.wikidata.org/wiki/Wikidata:Licensing"
     }
-  },
-  "excluded_localities_sha256": "dc1d1ae22bc8ee4ecd2641a8d19b760f7612a1e6e4950c1fb0649b21f8a01e2b",
-  "validation_reference": {
-    "name": "NANPA NPA database",
-    "url": "https://reports.nanpa.com/public/npa_report.csv",
-    "retrieved": "2026-11-06",
-    "sha256": "dcbbcd9143d91a19c8573d2ffbb1777cfff10f7f16e86cd52cf2b8930c26b5bb",
-    "role": "Screening reference for foreign, inactive, and wrong-state Wikidata locality associations; report not redistributed or required for rebuilding.",
-    "license": "No explicit open-data license established; not claimed to be CC0 or public domain."
   }
 }