From eae83186b32d7c62ee880c6f538bda46a6831c72 Mon Sep 17 00:00:00 2001 From: Andre Manoel Date: Fri, 6 Nov 2026 09:30:48 -0300 Subject: [PATCH 1/5] chore: add provenance for phone sampling data Signed-off-by: Andre Manoel --- .../entities/assets/zip_area_code_map.NOTICE | 29 +++ .../entities/assets/zip_area_code_map.parquet | Bin 576064 -> 356921 bytes .../entities/test_phone_number_data.py | 43 ++++ scripts/person_data/README.md | 117 +++++++++ scripts/person_data/build_report.json | 23 ++ scripts/person_data/excluded_localities.csv | 93 +++++++ scripts/person_data/rebuild.py | 238 ++++++++++++++++++ scripts/person_data/requirements.txt | 3 + .../wikidata-us-dialing-codes.json.gz | Bin 0 -> 322748 bytes ...wikidata-us-postcode-dialing-codes.json.gz | Bin 0 -> 198314 bytes scripts/person_data/sources.json | 50 ++++ scripts/person_data/test_rebuild.py | 95 +++++++ .../wikidata-postcode-query.sparql | 4 + scripts/person_data/wikidata-query.sparql | 3 + 14 files changed, 698 insertions(+) create mode 100644 packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.NOTICE create mode 100644 packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number_data.py create mode 100644 scripts/person_data/README.md create mode 100644 scripts/person_data/build_report.json create mode 100644 scripts/person_data/excluded_localities.csv create mode 100644 scripts/person_data/rebuild.py create mode 100644 scripts/person_data/requirements.txt create mode 100644 scripts/person_data/snapshots/wikidata-us-dialing-codes.json.gz create mode 100644 scripts/person_data/snapshots/wikidata-us-postcode-dialing-codes.json.gz create mode 100644 scripts/person_data/sources.json create mode 100644 scripts/person_data/test_rebuild.py create mode 100644 scripts/person_data/wikidata-postcode-query.sparql create mode 100644 scripts/person_data/wikidata-query.sparql 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 new file mode 100644 index 000000000..d590a8e64 --- /dev/null +++ b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.NOTICE @@ -0,0 +1,29 @@ +zip_area_code_map.parquet + +Population and geography: U.S. Census Bureau, 2023 ACS five-year table B01003, +2023 national ZCTA Gazetteer, and 2023 TIGER/Line state shapefiles. +U.S. government works are public domain in the United States. TIGER/Line +metadata permits use in products/publications with Census source acknowledgment. +TIGER/Line is a registered trademark of the U.S. Census Bureau. This product is +not endorsed or certified by the Census Bureau. Boundaries are statistical +representations, not legal land descriptions. +https://www2.census.gov/geo/pdfs/maps-data/data/tiger/tgrshp2023/TGRSHP2023_TechDoc.pdf + +Locality, postal-code, and dialing-code statements: Wikidata contributors, +structured-data snapshots retrieved 2026-11-06, CC0 1.0 Universal. +CC0 permits copying, modification, and redistribution, including commercially, +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 +the nearest same-state locality. Population weights come directly from Census. +This is an approximation for synthetic data, not exact telephone boundaries. + +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. + +Source URLs, hashes, queries, exclusions, methodology, and rebuild instructions: +https://github.com/NVIDIA-NeMo/DataDesigner/tree/main/scripts/person_data 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 d7c6827151dc5cd06a03c71cbfb0707f07c8bfaf..b1623184709f1396332094e11e3a08e74f813d4e 100644 GIT binary patch delta 198148 zcma&PdwkTz_5Yt}&?K;L*gyhI!a%qOSjcXY-Ho6D1q@)2MFb5ZD5!u$35r)_QB+Wg z65pa?>kX@jh>BvZTCCL;YcU0^ws=8B>kUOk)T%}OJzujMg6QY_`2Dfxede4qXRhzr zxtuxgXK(89ygS{)Y52-`?5z)OLwu;1;lqE>crF4(Zc zPC6`cK}I}rfq&;==8(qM{ihE*`f!AcTEji`@OVe?+}1w>A4rcs?(m_lG9tDl*I#k? zrcO;ZD-y1|^B2IMmtAp4-K+kZ>>EZPy)Or_S76tEuv6I1oUBM$QyYNUoGbWT?$3nw zi~ASn^v!B|F(cyNlQYOOm$%J|l$%qtf%VV(Z|4j-oM;I&`rUFn3$I17UzK~ZY3yxZ 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z^H)-nyAEObUx^2avB_^Iq$zpFG=}F{Ic3jMJTD}&C`B4jqe`_Zfqu#9_>b$qCf3GyX3Ewt3_~djo^?z!C}F{eS$;#{E~%) z{7o;X2$R?R)`zrf^2a=R{DtyM-#j>24o+T|d`|&sBBb1s=fT0PtA!@Ns@)s{F*-c5 zMpR&HDYjW8iAAjv+a!j>HU~ioF`a8N(NTR9V#6Z?qdO}Jt-^v5nuBUW^U#Q-*gz#9 zwsXz@*nl{i{6D?JNHSi{zOkJs<*Eh7oLI}oERGz!9{m& zUF{Ej0O%bamWdveqE<{)$X|RXKP$Sk!bAoBXHUV2@es&e0)v=juK!o~$D&9fwplXIW`E<=Hx5Sj zP03Moat!`8rlAr4u!#!~OU`YW`q$Vc=d@buq;|hBl6{f5X5g=}$FZngVC&Fddn3`w zF-=}yt;?S|Q-WHCrqs-TC=P~YB7y8O=NKXV-o z6{$Sz<$@MA4B_`KnN?yZ3VjK*k@hNdlJ_GTc!)P1~s{X5ec4sI6G zHx{<<8<*S$ex3JLDZ-E%Df;#)!>=Y0(j}$!Bu_$u`~DI#DdR8uU(-KKqXL3(G8Tvr z3lfr_whm&$>c~+6b&@SY<9@FX4(^n)Ahgq;c*-w;xRmiPc**@NIQVzXr0`7cOI`lp zo1*B`r0JjQ|D8|7uk}&M@r(@mbxu>}$&IX4N`DKHQ}BLYzxX6?GNfIKK0G)$E;yw@ zrjSW#w7;%)oql!7W`9h63zJP!T4ytizhD{ c-%Y;6AML+j%FnESe)` pd.DataFrame: + return pd.read_parquet(Path(phone_number.__file__).parent / "assets/zip_area_code_map.parquet") + + +def test_phone_data_coverage_and_weights(phone_data: pd.DataFrame) -> None: + assert list(phone_data.columns) == ["zipcode", "area_code", "count"] + assert len(phone_data) == 33772 + assert phone_data.zipcode.is_unique + assert phone_data.zipcode.str.fullmatch(r"[0-9]{5}").all() + assert phone_data.area_code.dtype == np.dtype("int64") + assert phone_data.area_code.between(200, 999).all() + assert phone_data["count"].dtype == np.dtype("float64") + assert np.isfinite(phone_data["count"]).all() + assert phone_data["count"].ge(0).all() + assert phone_data["count"].sum() == 335555510.0 + + +def test_all_packaged_zip_codes_resolve(phone_data: pd.DataFrame) -> None: + assert phone_data.zipcode.map(get_area_code).equals(phone_data.area_code.astype(str)) + + +@pytest.mark.parametrize( + ("zipcode", "expected"), + [("00901", "787"), ("02108", "617"), ("06360", "860"), ("10001", "212"), ("90210", "310"), ("98101", "206")], +) +def test_representative_regional_area_codes(zipcode: str, expected: str) -> None: + assert get_area_code(zipcode) == expected diff --git a/scripts/person_data/README.md b/scripts/person_data/README.md new file mode 100644 index 000000000..6c3bb5f0c --- /dev/null +++ b/scripts/person_data/README.md @@ -0,0 +1,117 @@ +# ZIP/area-code lookup provenance + +This directory rebuilds the bundled `zip_area_code_map.parquet` used by the US +person and phone samplers. It contains 33,772 Census ZIP Code Tabulation Areas +(ZCTAs), including Puerto Rico. ZCTAs approximate postal ZIP areas. The columns +remain `zipcode` (five-character string), `area_code` (int64), and `count` +(float64 population estimate). + +## Sources and permissions + +`sources.json` records exact download URLs, retrieval dates, and SHA-256 hashes +of the uncompressed inputs. All source snapshots were retrieved on 2026-11-06. + +| Source | Fields used | Published terms and reuse | +| --- | --- | --- | +| U.S. Census Bureau, 2023 ACS five-year table B01003 | ZCTA identifiers and population estimates | U.S. government work, public domain in the United States; may be reproduced. Source acknowledgment is provided below. | +| U.S. Census Bureau, 2023 national ZCTA Gazetteer | ZCTA representative coordinates | Same Census public-domain status. | +| U.S. Census Bureau, 2023 TIGER/Line state boundaries | State/territory containing each representative point | Bundled metadata states that the products are not copyrighted and are free to use in products/publications with Census acknowledgment. | +| Wikidata structured statements, two pinned query results | Item identifiers, coordinates, dialing codes (P473), postal codes (P281) | [CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/): public-domain dedication with fallback permission to copy, modify, and redistribute, including commercially, without attribution or share-alike requirements. | + +The Census Bureau's [2023 TIGER/Line technical documentation, sections 1.1-1.2](https://www2.census.gov/geo/pdfs/maps-data/data/tiger/tgrshp2023/TGRSHP2023_TechDoc.pdf) +explains government-work copyright status, source citation, and trademark limits. +[Wikidata's licensing policy](https://www.wikidata.org/wiki/Wikidata:Licensing) +applies CC0 to structured data. Wikipedia articles and Wikidata project-page text +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. + +No third-party GitHub ZIP/area-code compilation is used. + +## Transformation + +1. Keep ACS ZCTA population rows and join Gazetteer representative coordinates. +2. Assign states using the full Census state polygons. Normalize Wikidata + three-digit dialing codes and coordinates, then remove the pinned exclusions. +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. +4. Otherwise select the closest retained locality in the same state using + spherical distance. For co-located localities, sort by item ID and area code + before choosing one. Explicit-association ties use distance, item ID, then code. +5. Write one area code per ZCTA, retaining the Census population estimate. + +The checked-in build has 18,749 explicit postal-code associations and 15,023 +nearest-locality fallbacks. All ZIP identifiers and population weights match the +previous asset. Area codes differ for 16,101 rows (47.7%); agreement with the old +asset is not an accuracy measure. No sampler logic or sampling weights change. + +This is a regional approximation for synthetic data, not a telephone service-area +or address lookup. City points can cross area-code boundaries within a state, +and only one code is selected where overlays exist. There are 348 fallback rows +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. + +## Rebuild + +From the repository root, using the development tools required by the project: + +```sh +make install-dev +uv pip install --python .venv/bin/python -r scripts/person_data/requirements.txt +.venv/bin/python scripts/person_data/rebuild.py +.venv/bin/pytest -q scripts/person_data/test_rebuild.py +``` + +Only the optional rebuild needs PyShp (MIT) and Shapely (BSD-3-Clause). These are +build tools, not new DataDesigner runtime dependencies. Shapely wheels also +contain GEOS (LGPL-2.1); this directory does not redistribute those wheels or +include GEOS in the generated data. Existing NumPy, pandas, SciPy, and PyArrow +dependencies come from the development environment. + +The script verifies every input hash before building. It downloads about 30 MB +of immutable Census inputs into `.cache/person_data` on the first run. The two +compressed Wikidata snapshots are checked in because live query results change. +After populating the cache, `--offline` rebuilds without network access. + +The default output replaces the packaged parquet. For a comparison build: + +```sh +.venv/bin/python scripts/person_data/rebuild.py --offline \ + --output .cache/person_data/rebuilt.parquet \ + --report-dir .cache/person_data/report +``` + +The report directory contains `build_report.json` and compressed per-row lineage +(`mapping_provenance.csv.gz`): chosen Wikidata item, method, state, and distance. +`build_report.json` in this directory records the committed build. Parquet byte +hashes can vary with writer versions; compare decoded tables across environments. +The recorded build used Python 3.12, NumPy 2.4.3, pandas 3.0.5, SciPy 1.17.1, +PyArrow 24.0.0, PyShp 3.1.6, and Shapely 2.2.0. + +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, +inspect lineage and coverage, and update the build report and data notice. + +## Source acknowledgment + +Population and geography: U.S. Census Bureau, 2023 ACS five-year estimates, +2023 Gazetteer Files, and 2023 TIGER/Line state shapefiles. This product uses +Census Bureau data but is not endorsed or certified by the Census Bureau. +TIGER/Line is a registered trademark of the U.S. Census Bureau. Census boundaries +are statistical representations, not legal land descriptions. + +Locality and dialing-code statements: Wikidata contributors, structured-data +query snapshots retrieved 2026-11-06, CC0 1.0. diff --git a/scripts/person_data/build_report.json b/scripts/person_data/build_report.json new file mode 100644 index 000000000..cdf328b65 --- /dev/null +++ b/scripts/person_data/build_report.json @@ -0,0 +1,23 @@ +{ + "rows": 33772, + "population_total": 335555510.0, + "methods": { + "explicit_postcode_association": 18749, + "nearest_locality_same_state": 15023 + }, + "raw_locality_rows": 22913, + "noncanonical_rows_excluded": 116, + "curated_locality_rows_excluded": 92, + "accepted_locality_records": 22705, + "accepted_locality_items": 20860, + "distant_explicit_associations_excluded": 46, + "nearest_locality_fallbacks_over_50km": 348, + "locality_distance_km_quantiles": { + "0.5": 6.5035926030747735, + "0.9": 19.572534448154848, + "0.95": 25.88603157156294, + "0.99": 50.42410233449431, + "1.0": 230.84417705249874 + }, + "output_sha256": "41b0048d76a68bb009dff6cd72423b2495ed1387260f48cc1426a67ec8f22a1f" +} diff --git a/scripts/person_data/excluded_localities.csv b/scripts/person_data/excluded_localities.csv new file mode 100644 index 000000000..652c45e99 --- /dev/null +++ b/scripts/person_data/excluded_localities.csv @@ -0,0 +1,93 @@ +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 new file mode 100644 index 000000000..e85188da7 --- /dev/null +++ b/scripts/person_data/rebuild.py @@ -0,0 +1,238 @@ +# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 + +"""Rebuild the bundled ZIP/area-code lookup from documented source snapshots.""" + +from __future__ import annotations + +import argparse +import gzip +import hashlib +import io +import json +import re +from pathlib import Path +from urllib.request import urlopen +from zipfile import ZipFile + +import numpy as np +import pandas as pd +import shapefile +import shapely +from scipy.spatial import cKDTree +from shapely.geometry import shape +from shapely.geometry.base import BaseGeometry + +ROOT = Path(__file__).resolve().parent +REPO = ROOT.parents[1] +ASSET = ( + REPO + / "packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/assets/zip_area_code_map.parquet" +) + + +def read_source(name: str, source: dict[str, str], cache: Path, offline: bool = False) -> bytes: + """Read a pinned snapshot, downloading immutable Census files when needed.""" + if "snapshot" in source: + data = gzip.decompress((ROOT / source["snapshot"]).read_bytes()) + elif (cache / name).exists(): + data = (cache / name).read_bytes() + elif offline: + raise FileNotFoundError(f"Missing cached source: {cache / name}") + else: + with urlopen(source["url"], timeout=120) as response: + data = response.read() + if hashlib.sha256(data).hexdigest() != source["sha256"]: + raise ValueError(f"Input checksum mismatch: {name}") + if "snapshot" not in source: + cache.mkdir(parents=True, exist_ok=True) + (cache / name).write_bytes(data) + return data + + +def sphere(coordinates: np.ndarray) -> np.ndarray: + radians = np.radians(coordinates) + return np.column_stack( + ( + np.cos(radians[:, 0]) * np.cos(radians[:, 1]), + np.cos(radians[:, 0]) * np.sin(radians[:, 1]), + np.sin(radians[:, 0]), + ) + ) + + +def states_for(frame: pd.DataFrame, x: str, y: str, states: list[tuple[str, BaseGeometry]]) -> np.ndarray: + result = np.full(len(frame), "", dtype=object) + points = shapely.points(frame[x].to_numpy(), frame[y].to_numpy()) + for abbreviation, geometry in states: + result[np.flatnonzero(shapely.covers(geometry, points))] = abbreviation + return result + + +def assign_area_codes( + data: pd.DataFrame, localities: pd.DataFrame, raw_postcodes: list[dict] +) -> tuple[pd.DataFrame, pd.DataFrame, int]: + """Prefer nearby literal postcodes, then the closest locality in the same state.""" + parts = [] + for state, group in data.groupby("state"): + supplied = localities[localities.state == state].sort_values(["qid", "area_code"]) + supplied = supplied.drop_duplicates(["latitude", "longitude"]) + distance, position = cKDTree(sphere(supplied[["latitude", "longitude"]].to_numpy())).query( + sphere(group[["INTPTLAT", "INTPTLONG"]].to_numpy()) + ) + donor = supplied.iloc[position].reset_index(drop=True) + group = group.reset_index(drop=True) + group["area_code"] = donor.area_code + group["donor_qid"] = donor.qid + group["distance_km"] = 2 * 6371.0088 * np.arcsin(np.minimum(distance / 2, 1)) + group["method"] = "nearest_locality_same_state" + parts.append(group) + provenance = pd.concat(parts).sort_values("zipcode").reset_index(drop=True).set_index("zipcode") + + # Prefer literal ZIP associations. Broad ranges and wildcards are not expanded. + pairs = [ + { + "zipcode": row["postcode"]["value"], + "area_code": int(row["code"]["value"]), + "qid": row["place"]["value"].rsplit("/", 1)[-1], + } + for row in raw_postcodes + if re.fullmatch(r"\d{5}", row["postcode"]["value"]) and re.fullmatch(r"[2-9]\d{2}", row["code"]["value"]) + ] + explicit = ( + pd.DataFrame(pairs, columns=["zipcode", "area_code", "qid"]) + .merge(localities, on=["qid", "area_code"]) + .drop_duplicates() + ) + explicit = explicit.merge(data[["zipcode", "state", "INTPTLAT", "INTPTLONG"]], on=["zipcode", "state"]) + chord = np.linalg.norm( + sphere(explicit[["latitude", "longitude"]].to_numpy()) - sphere(explicit[["INTPTLAT", "INTPTLONG"]].to_numpy()), + axis=1, + ) + explicit["distance_km"] = 2 * 6371.0088 * np.arcsin(np.minimum(chord / 2, 1)) + distant_explicit_rows = int((explicit.distance_km > 50).sum()) + explicit = explicit[explicit.distance_km <= 50] + chosen = ( + explicit.sort_values(["zipcode", "distance_km", "qid", "area_code"]) + .drop_duplicates("zipcode") + .set_index("zipcode") + ) + common = provenance.index.intersection(chosen.index) + provenance.loc[common, "area_code"] = chosen.loc[common, "area_code"] + provenance.loc[common, "donor_qid"] = chosen.loc[common, "qid"] + provenance.loc[common, "distance_km"] = chosen.loc[common, "distance_km"] + provenance.loc[common, "method"] = "explicit_postcode_association" + provenance = provenance.reset_index() + result = provenance[["zipcode", "area_code", "count"]].astype({"area_code": "int64", "count": "float64"}) + return result, provenance, distant_explicit_rows + + +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()} + with ZipFile(io.BytesIO(inputs["census-state-boundaries-full-2023.zip"])) as archive: + base = "tl_2023_us_state" + reader = shapefile.Reader( + **{extension: io.BytesIO(archive.read(f"{base}.{extension}")) for extension in ("shp", "shx", "dbf")} + ) + states = sorted((row.record["STUSPS"], shape(row.shape.__geo_interface__)) for row in reader.iterShapeRecords()) + for _, geometry in states: + shapely.prepare(geometry) + + raw = json.loads(inputs["wikidata-us-dialing-codes.json"])["results"]["bindings"] + rows = [] + for row in raw: + code = row["code"]["value"] + match = re.fullmatch(r"Point\((-?[\d.]+) (-?[\d.]+)\)", row["coord"]["value"]) + if not re.fullmatch(r"[2-9]\d{2}", code) or match is None: + continue + rows.append( + { + "qid": row["place"]["value"].rsplit("/", 1)[-1], + "area_code": int(code), + "longitude": float(match[1]), + "latitude": float(match[2]), + } + ) + localities = pd.DataFrame(rows).drop_duplicates().reset_index(drop=True) + 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() + population["zipcode"] = population.GEO_ID.str[-5:] + population = population.rename(columns={"B01003_E001": "count"})[["zipcode", "count"]] + if len(population) != 33772 or population.zipcode.duplicated().any() or (population["count"] < 0).any(): + raise ValueError("Unexpected Census population records") + with ZipFile(io.BytesIO(inputs["gazetteer-2023-zcta.zip"])) as archive: + with archive.open("2023_Gaz_zcta_national.txt") as stream: + geography = pd.read_csv(stream, sep="\t", dtype={"GEOID": str}) + geography.columns = geography.columns.str.strip() + data = ( + population.merge( + geography[["GEOID", "INTPTLAT", "INTPTLONG"]], + left_on="zipcode", + right_on="GEOID", + how="left", + validate="one_to_one", + ) + .sort_values("zipcode") + .reset_index(drop=True) + ) + if data[["INTPTLAT", "INTPTLONG"]].isna().any().any(): + raise ValueError("Missing ZIP coordinates") + data["state"] = states_for(data, "INTPTLONG", "INTPTLAT", states) + if (data.state == "").any() or set(data.state) - set(localities.state): + raise ValueError("Incomplete state/locality coverage") + + postcodes = json.loads(inputs["wikidata-us-postcode-dialing-codes.json"])["results"]["bindings"] + result, provenance, distant_explicit_rows = assign_area_codes(data, localities, postcodes) + output.parent.mkdir(parents=True, exist_ok=True) + result.to_parquet(output, index=False, compression="snappy") + pd.testing.assert_frame_equal(result, pd.read_parquet(output)) + report_dir.mkdir(parents=True, exist_ok=True) + (report_dir / "mapping_provenance.csv.gz").write_bytes( + gzip.compress(provenance.to_csv(index=False).encode(), mtime=0) + ) + report = { + "rows": len(result), + "population_total": float(result["count"].sum()), + "methods": provenance.method.value_counts().to_dict(), + "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()), + "distant_explicit_associations_excluded": distant_explicit_rows, + "nearest_locality_fallbacks_over_50km": int( + ((provenance.method == "nearest_locality_same_state") & (provenance.distance_km > 50)).sum() + ), + "locality_distance_km_quantiles": provenance.distance_km.quantile([0.5, 0.9, 0.95, 0.99, 1.0]).to_dict(), + "output_sha256": hashlib.sha256(output.read_bytes()).hexdigest(), + } + (report_dir / "build_report.json").write_text(json.dumps(report, indent=2) + "\n") + return report + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--cache-dir", type=Path, default=REPO / ".cache/person_data") + parser.add_argument("--output", type=Path, default=ASSET) + parser.add_argument("--report-dir", type=Path, default=REPO / ".cache/person_data/report") + parser.add_argument("--offline", action="store_true", help="Require previously cached Census inputs") + args = parser.parse_args() + print(json.dumps(rebuild(args.cache_dir, args.output, args.report_dir, args.offline), indent=2)) + + +if __name__ == "__main__": + main() diff --git a/scripts/person_data/requirements.txt b/scripts/person_data/requirements.txt new file mode 100644 index 000000000..5cc89910a --- /dev/null +++ b/scripts/person_data/requirements.txt @@ -0,0 +1,3 @@ +# Build-only geometry readers; runtime dependencies come from make install-dev. +pyshp==3.1.6 +shapely==2.2.0 diff --git a/scripts/person_data/snapshots/wikidata-us-dialing-codes.json.gz b/scripts/person_data/snapshots/wikidata-us-dialing-codes.json.gz new file mode 100644 index 0000000000000000000000000000000000000000..2d902ebd7d772faceb581a5a7de8f297bbf78c97 GIT binary patch literal 322748 zcmV)FK)=5qiwFP!000026YRa)u5H_K9ro_8*kE1~KpCq0#ov&Jo@=IkAHXn=O6!6|L*@)|K@-BoAtl_ z)9?Q2pa0>{|McyD{(t}e4}bUjKm7guQ=EVJ>-AH;|F!+k{`{Z*asQ*={PUlF|C_)0 z`se@gxBu|Z=fC*(fBy47{@cI(+kg3&f4TnU_y6JdfA`xz|MvRhpZ@-DfA@z!|NhVa z>2LoJf&?-A&HcaqFR!2E{D%K4zuG_i{?EVr({KObFaL^v@#orq=>N}8wtgq?pYYr7 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zQ_hiBNfG2#(nQl$q|%u#b|}^Xs$jK6VNbd)kX$uAmBc)J0%e!=jbbK)2{N9Jztp z=;dYZ|y*MnPPanKMWUr=ybLKdPcjG50v!`%NdI0cnI!&>s{c| zZk^D^w(+Aj2}icU!)UN2%i4vxG({&ImC*#5X%`=$+r;|&vUNer!^AMHS{l-S@26PY z$07w&L|w`(YB(@u7#pS;^)iOZh&L4lMhnSHje?GT%2yliN&v4*pI|atqE tuple[pd.DataFrame, pd.DataFrame]: + data = pd.DataFrame( + [("01000", "MA", 42.0, -72.0, 100.0), ("02000", "NY", 42.0, -72.01, 200.0)], + columns=["zipcode", "state", "INTPTLAT", "INTPTLONG", "count"], + ) + localities = pd.DataFrame( + [ + ("Q1", 413, 42.0, -72.1, "MA"), + ("Q2", 212, 42.0, -72.0, "NY"), + ("Q3", 617, 42.0, -72.2, "MA"), + ("Q4", 781, 42.0, -74.0, "MA"), + ], + columns=["qid", "area_code", "latitude", "longitude", "state"], + ) + return data, localities + + +@pytest.mark.parametrize( + ("postcode", "qid", "code", "expected", "method", "distant"), + [ + (None, "Q3", "617", 413, "nearest_locality_same_state", 0), + ("01000", "Q3", "617", 617, "explicit_postcode_association", 0), + ("01000", "Q2", "212", 413, "nearest_locality_same_state", 0), + ("01000", "Q4", "781", 413, "nearest_locality_same_state", 1), + ("01000-01099", "Q3", "617", 413, "nearest_locality_same_state", 0), + ("010*", "Q3", "617", 413, "nearest_locality_same_state", 0), + ("01000", "Q3", "0617", 413, "nearest_locality_same_state", 0), + ("01000", "Q99", "617", 413, "nearest_locality_same_state", 0), + ], +) +def test_assign_area_codes( + geography: tuple[pd.DataFrame, pd.DataFrame], + postcode: str | None, + qid: str, + code: str, + expected: int, + method: str, + distant: int, +) -> None: + data, localities = geography + postcodes = ( + [] + if postcode is None + else [ + { + "place": {"value": f"http://www.wikidata.org/entity/{qid}"}, + "postcode": {"value": postcode}, + "code": {"value": code}, + } + ] + ) + result, lineage, rejected = assign_area_codes(data, localities, postcodes) + assert result.area_code.tolist() == [expected, 212] + assert lineage.method.iloc[0] == method + assert rejected == distant + pd.testing.assert_frame_equal(result[["zipcode", "count"]], data[["zipcode", "count"]]) + + +def test_colocated_localities_are_order_independent(geography: tuple[pd.DataFrame, pd.DataFrame]) -> None: + data, localities = geography + localities.loc[2, ["latitude", "longitude"]] = localities.loc[0, ["latitude", "longitude"]].to_numpy() + forward, _, _ = assign_area_codes(data, localities, []) + reversed_result, _, _ = assign_area_codes(data, localities.iloc[::-1], []) + pd.testing.assert_frame_equal(forward, reversed_result) + assert forward.area_code.iloc[0] == 413 + + +@pytest.mark.parametrize("contents", [b"original", b"changed"]) +def test_cached_source_checksum(tmp_path: Path, contents: bytes) -> None: + (tmp_path / "source").write_bytes(contents) + source = {"sha256": hashlib.sha256(b"original").hexdigest()} + if contents == b"original": + assert read_source("source", source, tmp_path, offline=True) == contents + else: + with pytest.raises(ValueError, match="checksum mismatch"): + read_source("source", source, tmp_path, offline=True) + + +def test_offline_missing_source(tmp_path: Path) -> None: + with pytest.raises(FileNotFoundError, match="Missing cached source"): + read_source("missing", {}, tmp_path, offline=True) diff --git a/scripts/person_data/wikidata-postcode-query.sparql b/scripts/person_data/wikidata-postcode-query.sparql new file mode 100644 index 000000000..5d83f6abe --- /dev/null +++ b/scripts/person_data/wikidata-postcode-query.sparql @@ -0,0 +1,4 @@ +SELECT DISTINCT ?place ?postcode ?code WHERE { + VALUES ?country { wd:Q30 wd:Q1183 } + ?place wdt:P17 ?country; wdt:P473 ?code; wdt:P281 ?postcode. +} diff --git a/scripts/person_data/wikidata-query.sparql b/scripts/person_data/wikidata-query.sparql new file mode 100644 index 000000000..0a1993261 --- /dev/null +++ b/scripts/person_data/wikidata-query.sparql @@ -0,0 +1,3 @@ +SELECT ?place ?code ?coord WHERE { + ?place wdt:P17 wd:Q30; wdt:P473 ?code; wdt:P625 ?coord. +} From 4a0b20ebc31457b8e75a438fcd0fd25a87cba530 Mon Sep 17 00:00:00 2001 From: Andre Manoel Date: Fri, 6 Nov 2026 14:20:00 -0300 Subject: [PATCH 2/5] chore: enforce phone data provenance Signed-off-by: Andre Manoel --- .../entities/assets/zip_area_code_map.NOTICE | 6 +- .../entities/assets/zip_area_code_map.parquet | Bin 356921 -> 364624 bytes .../entities/test_phone_number_data.py | 44 +- scripts/person_data/README.md | 27 +- .../person_data/area_code_reconciliation.csv | 387 ++++++++++++++++++ scripts/person_data/build_report.json | 124 +++++- scripts/person_data/rebuild.py | 63 ++- scripts/person_data/test_rebuild.py | 24 +- 8 files changed, 666 insertions(+), 9 deletions(-) create mode 100644 scripts/person_data/area_code_reconciliation.csv 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 d590a8e64..1bb92a459 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 @@ -25,5 +25,7 @@ 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. -Source URLs, hashes, queries, exclusions, methodology, and rebuild instructions: -https://github.com/NVIDIA-NeMo/DataDesigner/tree/main/scripts/person_data +Source snapshots, queries, exclusions, and permissions (immutable input revision): +https://github.com/NVIDIA-NeMo/DataDesigner/tree/eae83186b32d7c62ee880c6f538bda46a6831c72/scripts/person_data +The parquet key-value metadata contains the source manifest, its SHA-256, +and the rebuild script SHA-256 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 b1623184709f1396332094e11e3a08e74f813d4e..c75a2691ccf86608f35308915719be47df0353e1 100644 GIT binary patch delta 7865 zcmc&(%Z}qncJ21K4IA**Mtdg|P=m3nGerhPO6-}2A*CKkwMeBTK16O3!HA$lilo#c zB_-Kt(2M>DZ~YMl2J;tQdS@@}AMnyE-=LIPS=Cw7HFo#7kW%s)apRtI&pna#yZ`vB zfBC1s{)g{B{r*qB|Hb!z`p=*J+vd~X{Py2BpZ)iz)#nuF_@1&XT%~M(z1we(EX65d zpa1S}zI_#J_X*DLk8GcX+w|3!4e^V{t3C4%VNCBcvJZFpeYVC(R^Z+%hFQ>35%pC; z#w|uWZC|26r`1xG4ieS2q!I~ZOq5ojGEwrCz^{nZ_61*3TJV`;sa&$KHd@>hk3}dXVX$5QV}zRe9~d8#Rx@8OT-;2s(xD$g0>gfnevqN@;NhV(*0ZCWBAPRzX4XLW{$02`$@g-Z= zi|fV;a<)$smgbGqcE4%-YIpGAnFie^I7}PxldoCBO2eGd#v;c#%l?+n3C~n~p!>r< z=7X*Ce3yOMY@SXhbbSuu8pdv}*tWT&LDo$0F1zA@HS4cDT(NyKU+uH?j>p+FNAtz) z9Y4G`8CmzY~Tjv`Qz`D#m&l^VYvSql(swZ}7 z-Pu)eh~pZ|>oVLu1F`x^Q2gJ6SmEYRfZ{tKcA!uM76_8UkRUVEQZQ@zf`k>N)0ToZ z6B(njfI70Ts+H6h0A(2yth8IGBVoiiUw#Bd&d77zrZyVPYs402*BmtS_@1BLAD}`x z2z9K!cFvZ#vKM-+6hvreM0q4T4fnjM-4Egk|cr@F(e5DwMfSgWJx5TPVIIFQz7tu zRcc|%Af=QsK}AYH0Rui!mICzaYRe`4a$Fd5vKZ(d8oU5p9i2RxtrcSW|_J$>Wc4(5Y5uiL%XLif$v2TwGAEp_k2_L~!h zgPA0}mU?hpUv0Ie$B~|0RgiqX3d3H*Xs_G-U!J@8S2cRP6d%C=fUB$BHp_W5KReVf zB3-@Eliq<^l>{6}3c*AY1Rs-jhj(~E>8PkB`$(0Dz}jl3-I1YoIvrnbGhgWa0mWd0$(Yn(-d^kCOpV)tL$J;%|2+)?jgl@sQ^Gf-~cZ0+$0( z>;V4l{)ZS-ldOLG89RQ!nX0A|>WF-{$GBeP4JXbK!~lu|5b?qI}!%Sp(FhvE4V`F;LeW z!xSgy;k(9Nx4}QWO1VGacRyrr_^oYRzqlZK#!^t3##88xU|a3sYtO*^egQrWlRP}K zFB&+djnjS$x>xtG##yU!+_?D9qJgt)OTs!8*{@;5-FBbz^}rzwGw@peftx*8%AS35 z2;nN92Tp413{ljJ0{waP&Xo8*p{m%D;0uc?>Bwz~q5vdJY(pmqf( zQaWJXrH+I!4xo=QL82mU%b=?r)h7~&E|!ogB1%;ufXLeckx&2*gw`c^cJ+I94Eavt z$?;Yf%exBm^}(-$G;FP}b*~JjZ<~FELbOd3#8{^z5CwF< z<5LV?M}ga9%l>wl}efBdiH zv#+Y&?5^AG4&c-6uHbWb(&4*4AKu+Ho1N9u`C)eIc5k!LOVq-5hQd*!%jd$dB9uTx%>yd@DXuHx9d+j-{Fg3>;H`<&k!x;#kGiw=0 zE4`81GWs*wh*pJeZX~^oBOMLbuA?JkwVRepH=#JZR z&F+I|jzcXxt+doQ(&aevmO5ms*VZ6VKdlUr6yn;Iba7&8Cq2@0H|jp<{cbr)=4*Nb zK|#tP+Q@U{(p%I)+LKs6Xd`;0iCy@K2m{Sl6sZL+x?6H<*UxLC`4M2+`C*TL1U#}< zwj=N8$lho}LvWY#m{i54PTkW4Hc#P+;~C=Hxj=4pWm2dTl}ItEBjy3isV})l5820w z)Z2Ke&L=v-LN+kydV(PE(cnl&aq2BK_)QDo04%Os=!I&{#j&{}zOZ4jv|E7hTf%3^uJWMgSRdMLjY?W2B2lUoUkC zSRV}}-5IY9Qx^==<=heh#}?>_tb~Wf^F)y1I*9R> z-p)^?+`_8C-(b;g;u5JPuqz-mQv9;)XwmbPbY&Z%@Aqx5cPB72b|W0kZ2DHvcq$9Ce3 zkJOQ2ES^a{_fk9aZ-hGSlXSNud{NcUNv@CJR`qj|>m#^TeGIu;9+ZqevJ<_pL#=Bk z!?6mZ@2x=_px%wO5rJ@(Mq(iA!E@}5VRnmYpYv!_8fCX|ktG6z@Ej5JXjQuAI6iZ$ z`e<^cp3`|MDSHs#&h5G?%86)LGkZRqNb_u2at$#8x-_60aqd_Lmc%D56*3UF)LrhN zvOoowT3!>dDn!MF2cHP>N9IHI#}u0v_)vi^|G{DddNGipM}&GZ<4sF&BNt6aUI^D8 zyuK#sk++$eG%`#L&OOi+FELC@1kr&{S8z>xGj+zHj;e74I7kLEE`<2Q_~4CHE-oM} zy>jB5wZa<>1$Uu7$NDTbqI&xb|MRu#d@*1Nh=#2mKscbE%WMAz?9H+p1`FP~=nkX! 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State-level screening does not establish ZIP-level accuracy. 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 277 selected by the one-code-per-ZCTA mapping. The 78 +eligible but unselected codes include metro overlays and Chicago's 773. This +mapping does not reproduce area-code market shares or exact intra-city boundaries. +These omissions are reported, not treated as evidence that the codes are invalid. + ## Rebuild From the repository root, using the development tools required by the project: @@ -93,13 +100,27 @@ The default output replaces the packaged parquet. For a comparison build: --report-dir .cache/person_data/report ``` -The report directory contains `build_report.json` and compressed per-row lineage -(`mapping_provenance.csv.gz`): chosen Wikidata item, method, state, and distance. -`build_report.json` in this directory records the committed build. Parquet byte +The report directory contains `build_report.json`, `area_code_reconciliation.csv`, +and compressed per-row lineage (`mapping_provenance.csv.gz`): chosen Wikidata +item, method, state, and distance. The reconciliation lists each source code's +input/locality counts, assigned ZIP count and population weight, and status: +`selected`, `no_retained_locality`, `outside_zcta_states`, or `not_selected`. +Population weights describe this generated mapping, not measured telephone usage. +The build rejects any output code absent from the pinned input. + +The checked-in report and reconciliation record the committed build. Standard +engine tests compare the packaged parquet to its recorded output hash and verify +the per-code output counts. Parquet byte hashes can vary with writer versions; compare decoded tables across environments. The recorded build used Python 3.12, NumPy 2.4.3, pandas 3.0.5, SciPy 1.17.1, PyArrow 24.0.0, PyShp 3.1.6, and Shapely 2.2.0. +The parquet's `data_designer.provenance` key-value metadata embeds the complete +source manifest (URLs, hashes, permissions, and screening reference), the manifest +SHA-256, and the rebuild script SHA-256. 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. + 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, diff --git a/scripts/person_data/area_code_reconciliation.csv b/scripts/person_data/area_code_reconciliation.csv new file mode 100644 index 000000000..41ba3d901 --- /dev/null +++ b/scripts/person_data/area_code_reconciliation.csv @@ -0,0 +1,387 @@ +area_code,input_records,retained_locality_records,eligible_locality_records,output_zipcodes,output_population,status +201,30,29,29,98,1918224.0,selected +202,30,30,30,57,672079.0,selected +203,68,68,68,87,1829886.0,selected +205,168,168,168,188,1534246.0,selected +206,41,41,41,42,1073770.0,selected +207,852,852,852,427,1377734.0,selected +208,249,247,247,280,1893322.0,selected +209,101,101,101,137,1882806.0,selected +210,9,9,9,69,2083264.0,selected +212,55,55,55,70,1624647.0,selected +213,3,3,3,63,2266287.0,selected +214,7,7,7,73,2294894.0,selected +215,18,18,18,171,2978361.0,selected +216,29,28,28,41,995011.0,selected +217,136,136,136,350,1120359.0,selected +218,232,232,232,292,797314.0,selected +219,72,72,72,68,840925.0,selected 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b/scripts/person_data/rebuild.py index e85188da7..bedeed1d5 100644 --- a/scripts/person_data/rebuild.py +++ b/scripts/person_data/rebuild.py @@ -17,6 +17,8 @@ import numpy as np import pandas as pd +import pyarrow as pa +import pyarrow.parquet as pq import shapefile import shapely from scipy.spatial import cKDTree @@ -29,6 +31,9 @@ REPO / "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" +) def read_source(name: str, source: dict[str, str], cache: Path, offline: bool = False) -> bytes: @@ -127,6 +132,34 @@ def assign_area_codes( return result, provenance, distant_explicit_rows +def reconcile_area_codes( + input_codes: pd.Series, localities: pd.DataFrame, zip_states: set[str], result: pd.DataFrame +) -> pd.DataFrame: + """Account for each source code, including retained codes never selected.""" + if not set(result.area_code) <= set(input_codes): + raise ValueError("Output area codes are not a subset of the pinned input") + coverage = input_codes.value_counts().rename("input_records").to_frame() + coverage.index.name = "area_code" + coverage = coverage.join(localities.area_code.value_counts().rename("retained_locality_records")) + eligible = localities[localities.state.isin(zip_states)] + coverage = coverage.join(eligible.area_code.value_counts().rename("eligible_locality_records")) + coverage = coverage.join( + result.groupby("area_code").agg(output_zipcodes=("zipcode", "size"), output_population=("count", "sum")) + ).fillna(0) + for column in ("input_records", "retained_locality_records", "eligible_locality_records", "output_zipcodes"): + coverage[column] = coverage[column].astype("int64") + coverage["status"] = np.select( + [ + coverage.output_zipcodes > 0, + coverage.retained_locality_records == 0, + coverage.eligible_locality_records == 0, + ], + ["selected", "no_retained_locality", "outside_zcta_states"], + default="not_selected", + ) + return coverage.sort_index().reset_index() + + 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()) @@ -144,6 +177,10 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) shapely.prepare(geometry) raw = json.loads(inputs["wikidata-us-dialing-codes.json"])["results"]["bindings"] + input_codes = pd.Series( + [int(row["code"]["value"]) for row in raw if re.fullmatch(r"[2-9]\d{2}", row["code"]["value"])], + dtype="int64", + ) rows = [] for row in raw: code = row["code"]["value"] @@ -197,13 +234,27 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) postcodes = json.loads(inputs["wikidata-us-postcode-dialing-codes.json"])["results"]["bindings"] result, provenance, distant_explicit_rows = assign_area_codes(data, localities, postcodes) + coverage = reconcile_area_codes(input_codes, localities, set(data.state), result) + lineage = { + "format_version": 1, + "source_revision_url": SOURCE_REVISION_URL, + "source_manifest_sha256": hashlib.sha256((ROOT / "sources.json").read_bytes()).hexdigest(), + "source_manifest": manifest, + "rebuild_script_sha256": hashlib.sha256(Path(__file__).read_bytes()).hexdigest(), + } + table = pa.Table.from_pandas(result, preserve_index=False) + table = table.replace_schema_metadata( + {**table.schema.metadata, b"data_designer.provenance": json.dumps(lineage, sort_keys=True).encode()} + ) output.parent.mkdir(parents=True, exist_ok=True) - result.to_parquet(output, index=False, compression="snappy") + pq.write_table(table, output, compression="snappy") pd.testing.assert_frame_equal(result, pd.read_parquet(output)) report_dir.mkdir(parents=True, exist_ok=True) (report_dir / "mapping_provenance.csv.gz").write_bytes( gzip.compress(provenance.to_csv(index=False).encode(), mtime=0) ) + reconciliation = coverage.to_csv(index=False).encode() + (report_dir / "area_code_reconciliation.csv").write_bytes(reconciliation) report = { "rows": len(result), "population_total": float(result["count"].sum()), @@ -213,6 +264,16 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) "curated_locality_rows_excluded": len(rejected), "accepted_locality_records": len(localities), "accepted_locality_items": int(localities.qid.nunique()), + "area_code_coverage": { + "input_codes": len(coverage), + "retained_codes": int((coverage.retained_locality_records > 0).sum()), + "eligible_codes": int((coverage.eligible_locality_records > 0).sum()), + "output_codes": int((coverage.output_zipcodes > 0).sum()), + "no_retained_locality": coverage.loc[coverage.status == "no_retained_locality", "area_code"].tolist(), + "outside_zcta_states": coverage.loc[coverage.status == "outside_zcta_states", "area_code"].tolist(), + "not_selected": coverage.loc[coverage.status == "not_selected", "area_code"].tolist(), + "reconciliation_sha256": hashlib.sha256(reconciliation).hexdigest(), + }, "distant_explicit_associations_excluded": distant_explicit_rows, "nearest_locality_fallbacks_over_50km": int( ((provenance.method == "nearest_locality_same_state") & (provenance.distance_km > 50)).sum() diff --git a/scripts/person_data/test_rebuild.py b/scripts/person_data/test_rebuild.py index b6fdc2481..bb939a84d 100644 --- a/scripts/person_data/test_rebuild.py +++ b/scripts/person_data/test_rebuild.py @@ -8,7 +8,7 @@ import pandas as pd import pytest -from rebuild import assign_area_codes, read_source +from rebuild import assign_area_codes, read_source, reconcile_area_codes @pytest.fixture @@ -93,3 +93,25 @@ def test_cached_source_checksum(tmp_path: Path, contents: bytes) -> None: def test_offline_missing_source(tmp_path: Path) -> None: with pytest.raises(FileNotFoundError, match="Missing cached source"): read_source("missing", {}, tmp_path, offline=True) + + +def test_area_code_reconciliation_tracks_missing_codes() -> None: + inputs = pd.Series([212, 212, 332, 340, 773], dtype="int64") + localities = pd.DataFrame([(212, "NY"), (332, "NY"), (340, "VI")], columns=["area_code", "state"]) + result = pd.DataFrame([("10001", 212, 100.0)], columns=["zipcode", "area_code", "count"]) + coverage = reconcile_area_codes(inputs, localities, {"NY"}, result).set_index("area_code") + assert coverage.status.to_dict() == { + 212: "selected", + 332: "not_selected", + 340: "outside_zcta_states", + 773: "no_retained_locality", + } + assert coverage.loc[212, "input_records"] == 2 + assert coverage.loc[212, "output_population"] == 100.0 + + +def test_area_code_reconciliation_rejects_new_output_codes(geography: tuple[pd.DataFrame, pd.DataFrame]) -> None: + data, localities = geography + result = data[["zipcode", "count"]].assign(area_code=999) + with pytest.raises(ValueError, match="not a subset"): + reconcile_area_codes(pd.Series([413, 212]), localities, {"MA", "NY"}, result) From 683c298271037d43f8bdb3087c64d9a58b8d263f Mon Sep 17 00:00:00 2001 From: Andre Manoel Date: Fri, 6 Nov 2026 14:29:18 -0300 Subject: [PATCH 3/5] fix: keep generated phone numbers well formed Signed-off-by: Andre Manoel --- .../sampling_gen/entities/phone_number.py | 8 +++++--- .../entities/test_phone_number.py | 19 +++++++++++++++++++ scripts/person_data/README.md | 2 +- 3 files changed, 25 insertions(+), 4 deletions(-) diff --git a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py index 6041c7e88..6ff0addcb 100644 --- a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py +++ b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py @@ -113,9 +113,11 @@ def format(self, style: str = "dash") -> str: @classmethod def from_area_code(cls, area_code: str) -> "PhoneNumber": - prefix = str(random.randint(200, 1000)) - line_number = str(random.randint(0, 10000)).zfill(4) - return PhoneNumber(area_code=area_code, prefix=prefix, line_number=line_number) + prefix = random.randint(200, 999) + while prefix % 100 == 11: + prefix = random.randint(200, 999) + line_number = str(random.randint(0, 9999)).zfill(4) + return PhoneNumber(area_code=area_code, prefix=str(prefix), line_number=line_number) @classmethod def from_zip_prefix(cls, zip_prefix: str) -> "PhoneNumber": diff --git a/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py b/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py index 05cb800c9..1ea11fe45 100644 --- a/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py +++ b/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py @@ -1,6 +1,8 @@ # SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: Apache-2.0 +from __future__ import annotations + from unittest.mock import patch import pytest @@ -63,6 +65,23 @@ def test_from_area_code(): assert phone.line_number == "1234" +@pytest.mark.parametrize( + ("upper_bound", "expected"), + [(False, "202-200-0000"), (True, "202-999-9999")], +) +def test_from_area_code_boundaries(upper_bound: bool, expected: str) -> None: + with patch("random.randint", side_effect=lambda low, high: high if upper_bound else low): + phone = PhoneNumber.from_area_code("202") + assert str(phone) == expected + + +@pytest.mark.parametrize("reserved_prefix", range(211, 912, 100)) +def test_from_area_code_skips_n11_exchanges(reserved_prefix: int) -> None: + with patch("random.randint", side_effect=[reserved_prefix, 500, 42]): + phone = PhoneNumber.from_area_code("202") + assert str(phone) == "202-500-0042" + + def test_str_and_repr_representations(stub_sample_phone_number): assert str(stub_sample_phone_number) == "555-123-4567" assert repr(stub_sample_phone_number) == "PhoneNumber(555-123-4567)" diff --git a/scripts/person_data/README.md b/scripts/person_data/README.md index 8c28c8c79..8793d1fe7 100644 --- a/scripts/person_data/README.md +++ b/scripts/person_data/README.md @@ -54,7 +54,7 @@ No third-party GitHub ZIP/area-code compilation is used. The checked-in build has 18,749 explicit postal-code associations and 15,023 nearest-locality fallbacks. All ZIP identifiers and population weights match the previous asset. Area codes differ for 16,101 rows (47.7%); agreement with the old -asset is not an accuracy measure. No sampler logic or sampling weights change. +asset is not an accuracy measure. The rebuild preserves the existing sampling weights. This is a regional approximation for synthetic data, not a telephone service-area or address lookup. City points can cross area-code boundaries within a state, From dbb8c857411038917fe0a5113cd185ae3b57b160 Mon Sep 17 00:00:00 2001 From: Andre Manoel Date: Fri, 6 Nov 2026 15:23:45 -0300 Subject: [PATCH 4/5] fix: retain area-code candidates without new deps Signed-off-by: Andre Manoel --- .github/workflows/ci.yml | 2 +- Makefile | 2 +- .../entities/assets/zip_area_code_map.NOTICE | 8 +- .../entities/assets/zip_area_code_map.parquet | Bin 364624 -> 382406 bytes .../sampling_gen/entities/phone_number.py | 15 +- .../entities/test_phone_number.py | 21 +- .../entities/test_phone_number_data.py | 48 ++- scripts/person_data/README.md | 80 ++-- .../person_data/area_code_reconciliation.csv | 378 +++++++++--------- scripts/person_data/build_report.json | 64 +-- scripts/person_data/rebuild.py | 168 ++++++-- scripts/person_data/requirements.txt | 3 - scripts/person_data/test_rebuild.py | 111 ++++- 13 files changed, 555 insertions(+), 345 deletions(-) delete mode 100644 scripts/person_data/requirements.txt diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 60f4fceff..c5497f465 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -96,7 +96,7 @@ jobs: - name: Run engine tests run: | uv run --with pytest --with pytest-asyncio --with pytest-httpx --with pytest-env \ - pytest packages/data-designer-engine/tests + pytest packages/data-designer-engine/tests scripts/person_data test-interface: name: Test Interface (Python ${{ matrix.python-version }} on ${{ matrix.os }}) diff --git a/Makefile b/Makefile index b09dc10ce..90e9b8456 100644 --- a/Makefile +++ b/Makefile @@ -22,7 +22,7 @@ ALL_PKG_PATHS := packages/ scripts/ tests_e2e/ # Test directories CONFIG_TESTS := $(CONFIG_PKG)/tests -ENGINE_TESTS := $(ENGINE_PKG)/tests +ENGINE_TESTS := $(ENGINE_PKG)/tests scripts/person_data INTERFACE_TESTS := $(INTERFACE_PKG)/tests define install-pre-commit-hooks 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 1bb92a459..aca1a9dc6 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 @@ -18,8 +18,10 @@ 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 -the nearest same-state locality. Population weights come directly from Census. -This is an approximation for synthetic data, not exact telephone boundaries. +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 @@ -28,4 +30,4 @@ redistributed and is not required to rebuild from the pinned snapshots. 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zU3DyM$26diS}E3J4^*I##647>+PWn`rc2arJ~T#a$UA5y7$;zX8b&tfwhitom6v$9 z4_jgT#jXNdEh`RTYbdkBU^nF^`>CThZP;#}z*R@BH{`&66e`&n*>}xL^9PIxe+_-&k Ja4K8;zW_)ndmaD) diff --git a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py index 6ff0addcb..b06859630 100644 --- a/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py +++ b/packages/data-designer-engine/src/data_designer/engine/sampling_gen/entities/phone_number.py @@ -13,37 +13,38 @@ @functools.lru_cache(maxsize=1) -def _load_zip_area_code_data() -> tuple[dict[str, str], dict[str, int]]: +def _load_zip_area_code_data() -> tuple[dict[str, tuple[str, ...]], dict[str, float]]: """Load and cache the ZIP-to-area-code mapping from the parquet asset. Returns: A tuple of (area_code_map, population_map). """ data = lazy.pd.read_parquet(Path(__file__).parent / "assets" / "zip_area_code_map.parquet") - area_code_map = dict(zip(data["zipcode"], data["area_code"])) + candidates = data["area_codes"] if "area_codes" in data else data["area_code"].map(lambda value: [value]) + area_code_map = dict(zip(data["zipcode"], (tuple(str(code) for code in values) for values in candidates))) population_map = dict(zip(data["zipcode"], data["count"])) return area_code_map, population_map def get_area_code(zip_prefix: str | None = None) -> str: """ - Sample an area code for the given ZIP code prefix, population-weighted. + Sample a population-weighted ZIP, then one of its area-code candidates uniformly. Args: zip_prefix: The prefix of a ZIP code, 5 digits or fewer. If None, sample from all ZIP codes. Returns: - A sampled area code matching the prefix, population-weighted. + An area-code candidate for a matching ZIP. """ area_code_map, population_map = _load_zip_area_code_data() if zip_prefix is None: zipcodes, weights = zip(*population_map.items()) zipcode = random.choices(zipcodes, weights=weights, k=1)[0] - return str(area_code_map[zipcode]) + return random.choice(area_code_map[zipcode]) if len(zip_prefix) == 5: try: - return str(area_code_map[zip_prefix]) + return random.choice(area_code_map[zip_prefix]) except KeyError: raise ValueError(f"ZIP code {zip_prefix} not found.") matching_zipcodes = [[z, c] for z, c in population_map.items() if z.startswith(zip_prefix)] @@ -51,7 +52,7 @@ def get_area_code(zip_prefix: str | None = None) -> str: if not zipcodes: raise ValueError(f"No ZIP codes found with prefix {zip_prefix}.") zipcode = random.choices(zipcodes, weights=weights, k=1)[0] - return str(area_code_map[zipcode]) + return random.choice(area_code_map[zipcode]) class PhoneNumber(BaseModel): diff --git a/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py b/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py index 1ea11fe45..bf3f6348f 100644 --- a/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py +++ b/packages/data-designer-engine/tests/engine/sampling_gen/entities/test_phone_number.py @@ -88,7 +88,7 @@ def test_str_and_repr_representations(stub_sample_phone_number): def test_get_area_code_exact_zipcode(): - with patch(_LOAD_TARGET, return_value=({"12345": "555"}, {"12345": 100})): + with patch(_LOAD_TARGET, return_value=({"12345": ("555",)}, {"12345": 100})): result = get_area_code("12345") assert result == "555" @@ -102,10 +102,27 @@ def test_get_area_code_exact_zipcode_not_found(): def test_get_area_code_prefix_match(): with patch( _LOAD_TARGET, - return_value=({"12345": "555", "12346": "666"}, {"12345": 100, "12346": 200}), + return_value=({"12345": ("555",), "12346": ("666",)}, {"12345": 100, "12346": 200}), ): with patch("random.choices") as mock_choices: mock_choices.return_value = ["12345"] result = get_area_code("123") assert result == "555" + + +@pytest.mark.parametrize("prefix", [None, "123", "12345"]) +def test_get_area_code_samples_all_candidates_without_changing_zip_weights(prefix: str | None) -> None: + area_codes = {"12345": ("555", "777"), "12346": ("888",)} + population = {"12345": 100, "12346": 200} + with ( + patch(_LOAD_TARGET, return_value=(area_codes, population)), + patch("random.choices", return_value=["12345"]) as select_zip, + patch("random.choice", return_value="777") as select_code, + ): + assert get_area_code(prefix) == "777" + select_code.assert_called_once_with(("555", "777")) + if prefix == "12345": + select_zip.assert_not_called() + else: + select_zip.assert_called_once_with(("12345", "12346"), weights=(100, 200), k=1) 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 508f9aa71..c2432c8fc 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 @@ -7,6 +7,7 @@ import json import re from pathlib import Path +from unittest.mock import patch import numpy as np import pandas as pd @@ -31,7 +32,8 @@ def test_phone_data_provenance() -> None: assert hashlib.sha256(ASSET.read_bytes()).hexdigest() == report["output_sha256"] lineage = json.loads(pq.read_schema(ASSET).metadata[b"data_designer.provenance"]) manifest_bytes = (PROVENANCE / "sources.json").read_bytes() - assert lineage["format_version"] == 1 + 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 lineage["source_manifest_sha256"] == hashlib.sha256(manifest_bytes).hexdigest() assert ( @@ -52,16 +54,20 @@ def test_phone_data_area_code_reconciliation(phone_data: pd.DataFrame) -> None: assert hashlib.sha256(csv).hexdigest() == report["reconciliation_sha256"] coverage = pd.read_csv(PROVENANCE / "area_code_reconciliation.csv").set_index("area_code") assert len(coverage) == report["input_codes"] - assert set(phone_data.area_code) <= set(coverage.index) - expected = phone_data.groupby("area_code").agg( + assignments = phone_data[["zipcode", "area_codes", "count"]].copy() + assignments["count"] /= assignments.area_codes.str.len() + assignments = assignments.explode("area_codes").rename(columns={"area_codes": "area_code"}) + assert set(assignments.area_code) <= set(coverage.index) + expected = assignments.groupby("area_code").agg( output_zipcodes=("zipcode", "size"), output_population=("count", "sum") ) pd.testing.assert_frame_equal(coverage.loc[expected.index, expected.columns], expected) + assert np.isclose(coverage.output_population.sum(), phone_data["count"].sum()) assert (coverage.loc[coverage.status != "selected", "output_zipcodes"] == 0).all() def test_phone_data_coverage_and_weights(phone_data: pd.DataFrame) -> None: - assert list(phone_data.columns) == ["zipcode", "area_code", "count"] + assert list(phone_data.columns) == ["zipcode", "area_code", "count", "area_codes"] assert len(phone_data) == 33772 assert phone_data.zipcode.is_unique assert phone_data.zipcode.str.fullmatch(r"[0-9]{5}").all() @@ -71,10 +77,14 @@ def test_phone_data_coverage_and_weights(phone_data: pd.DataFrame) -> None: assert np.isfinite(phone_data["count"]).all() assert phone_data["count"].ge(0).all() assert phone_data["count"].sum() == 335555510.0 + for row in phone_data.itertuples(): + assert list(row.area_codes) == sorted(set(row.area_codes)) + assert row.area_code in row.area_codes def test_all_packaged_zip_codes_resolve(phone_data: pd.DataFrame) -> None: - assert phone_data.zipcode.map(get_area_code).equals(phone_data.area_code.astype(str)) + for row in phone_data.itertuples(): + assert int(get_area_code(row.zipcode)) in row.area_codes @pytest.mark.parametrize( @@ -82,4 +92,30 @@ def test_all_packaged_zip_codes_resolve(phone_data: pd.DataFrame) -> None: [("00901", "787"), ("02108", "617"), ("06360", "860"), ("10001", "212"), ("90210", "310"), ("98101", "206")], ) def test_representative_regional_area_codes(zipcode: str, expected: str) -> None: - assert get_area_code(zipcode) == expected + with patch("random.choice", side_effect=lambda values: values[0]): + assert get_area_code(zipcode) == expected + + +@pytest.mark.parametrize(("zipcode", "expected"), [("60629", {312, 773, 872}), ("10001", {212, 646, 917})]) +def test_packaged_zip_retains_alternatives(phone_data: pd.DataFrame, zipcode: str, expected: set[int]) -> None: + candidates = set(phone_data.set_index("zipcode").loc[zipcode, "area_codes"]) + assert expected <= candidates + for code in expected: + with patch("random.choice", side_effect=lambda values: str(code) if str(code) in values else values[0]): + assert get_area_code(zipcode) == str(code) + + +@pytest.mark.parametrize("candidates", [None, [212, 646]]) +def test_phone_sampler_reads_legacy_and_candidate_assets(candidates: list[int] | None) -> None: + data = pd.DataFrame({"zipcode": ["10001"], "area_code": [212], "count": [100.0]}) + if candidates is not None: + data["area_codes"] = [candidates] + phone_number._load_zip_area_code_data.cache_clear() + try: + with ( + patch.object(phone_number.lazy.pd, "read_parquet", return_value=data), + patch("random.choice", side_effect=lambda values: values[-1]), + ): + assert get_area_code("10001") == ("212" if candidates is None else "646") + finally: + phone_number._load_zip_area_code_data.cache_clear() diff --git a/scripts/person_data/README.md b/scripts/person_data/README.md index 8793d1fe7..f634f3676 100644 --- a/scripts/person_data/README.md +++ b/scripts/person_data/README.md @@ -2,9 +2,11 @@ This directory rebuilds the bundled `zip_area_code_map.parquet` used by the US person and phone samplers. It contains 33,772 Census ZIP Code Tabulation Areas -(ZCTAs), including Puerto Rico. ZCTAs approximate postal ZIP areas. The columns -remain `zipcode` (five-character string), `area_code` (int64), and `count` -(float64 population estimate). +(ZCTAs), including Puerto Rico. ZCTAs approximate postal ZIP areas. Each row has +`zipcode` (five-character string), `count` (float64 population estimate), and +`area_codes` (a sorted, unique list of int64 candidates). The existing int64 +`area_code` column remains as a deterministic representative for older readers; +the sampler uses `area_codes`. ## Sources and permissions @@ -41,34 +43,46 @@ No third-party GitHub ZIP/area-code compilation is used. ## Transformation 1. Keep ACS ZCTA population rows and join Gazetteer representative coordinates. -2. Assign states using the full Census state polygons. Normalize Wikidata - three-digit dialing codes and coordinates, then remove the pinned exclusions. +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. 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. -4. Otherwise select the closest retained locality in the same state using - spherical distance. For co-located localities, sort by item ID and area code - before choosing one. Explicit-association ties use distance, item ID, then code. -5. Write one area code per ZCTA, retaining the Census population estimate. +4. For literal associations, keep every candidate at the closest qualifying + locality point. Otherwise select the nearest same-state locality point by + spherical distance and retain the codes from all localities at that point. + Ties between points use the existing deterministic ordering; code alternatives + at the chosen point are deduplicated, not discarded. +5. Write one row per ZCTA with its candidate list and unchanged population weight. + The representative `area_code` still follows the previous ordering. +6. At runtime, sample a ZIP with its Census population weight, then choose uniformly + 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 and population weights match the -previous asset. Area codes differ for 16,101 rows (47.7%); agreement with the old -asset is not an accuracy measure. The rebuild preserves the existing sampling weights. +nearest-locality fallbacks. All ZIP identifiers, representative codes, and population +weights match the initial rebuild in this PR. Candidate lists contain 37,124 +ZIP/code associations, and 2,263 ZIPs have more than one candidate. Agreement with +the original repository asset is not an accuracy measure. This is a regional approximation for synthetic data, not a telephone service-area -or address lookup. City points can cross area-code boundaries within a state, -and only one code is selected where overlays exist. There are 348 fallback rows +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 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. 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 277 selected by the one-code-per-ZCTA mapping. The 78 -eligible but unselected codes include metro overlays and Chicago's 773. This -mapping does not reproduce area-code market shares or exact intra-city boundaries. -These omissions are reported, not treated as evidence that the codes are invalid. +states/territories, and 331 represented in candidate lists. Retaining alternatives +recovers 54 codes previously discarded, including Chicago's 773 and 872. There +are still 24 eligible but unselected codes, including 332. They have no selected +locality point under this method. These omissions are reported, not treated as +evidence that the codes are invalid. ## Rebuild @@ -76,16 +90,19 @@ From the repository root, using the development tools required by the project: ```sh make install-dev -uv pip install --python .venv/bin/python -r scripts/person_data/requirements.txt .venv/bin/python scripts/person_data/rebuild.py +cp .cache/person_data/report/build_report.json scripts/person_data/build_report.json +cp .cache/person_data/report/area_code_reconciliation.csv scripts/person_data/area_code_reconciliation.csv .venv/bin/pytest -q scripts/person_data/test_rebuild.py ``` -Only the optional rebuild needs PyShp (MIT) and Shapely (BSD-3-Clause). These are -build tools, not new DataDesigner runtime dependencies. Shapely wheels also -contain GEOS (LGPL-2.1); this directory does not redistribute those wheels or -include GEOS in the generated data. Existing NumPy, pandas, SciPy, and PyArrow -dependencies come from the development environment. +The rebuild uses the Python standard library and the project's existing NumPy, +pandas, SciPy, and PyArrow dependencies. It requires no additional build or runtime +packages, native geometry libraries, or downloaded extensions. The state reader +supports the pinned Census Polygon/DBF layout described by the published +[shapefile specification](https://www.esri.com/content/dam/esrisites/sitecore-archive/Files/Pdfs/library/whitepapers/pdfs/shapefile.pdf). +Unsupported layouts are rejected. Rebuild unit tests run with the engine suite +through both `make test-engine` and CI. The script verifies every input hash before building. It downloads about 30 MB of immutable Census inputs into `.cache/person_data` on the first run. The two @@ -101,23 +118,24 @@ The default output replaces the packaged parquet. For a comparison build: ``` The report directory contains `build_report.json`, `area_code_reconciliation.csv`, -and compressed per-row lineage (`mapping_provenance.csv.gz`): chosen Wikidata -item, method, state, and distance. The reconciliation lists each source code's -input/locality counts, assigned ZIP count and population weight, and status: +and compressed per-candidate lineage (`mapping_provenance.csv.gz`): ZIP, code, +Wikidata item, method, state, and distance. The reconciliation lists each source +code's input/locality counts, candidate ZIP count, expected population weight, and status: `selected`, `no_retained_locality`, `outside_zcta_states`, or `not_selected`. -Population weights describe this generated mapping, not measured telephone usage. +Each ZIP's weight is divided equally between its candidates for this report. +Those expected weights describe the sampler, not measured telephone usage. The build rejects any output code absent from the pinned input. The checked-in report and reconciliation record the committed build. Standard engine tests compare the packaged parquet to its recorded output hash and verify -the per-code output counts. Parquet byte +the per-code counts and conserved population weights. Parquet byte hashes can vary with writer versions; compare decoded tables across environments. The recorded build used Python 3.12, NumPy 2.4.3, pandas 3.0.5, SciPy 1.17.1, -PyArrow 24.0.0, PyShp 3.1.6, and Shapely 2.2.0. +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, and the rebuild script SHA-256. The packaged NOTICE links to the immutable +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. diff --git a/scripts/person_data/area_code_reconciliation.csv b/scripts/person_data/area_code_reconciliation.csv index 41ba3d901..e875ca54c 100644 --- a/scripts/person_data/area_code_reconciliation.csv +++ b/scripts/person_data/area_code_reconciliation.csv @@ -1,34 +1,34 @@ area_code,input_records,retained_locality_records,eligible_locality_records,output_zipcodes,output_population,status -201,30,29,29,98,1918224.0,selected +201,30,29,29,98,1695304.0,selected 202,30,30,30,57,672079.0,selected -203,68,68,68,87,1829886.0,selected +203,68,68,68,87,1393767.0,selected 205,168,168,168,188,1534246.0,selected -206,41,41,41,42,1073770.0,selected +206,41,41,41,42,567041.5,selected 207,852,852,852,427,1377734.0,selected -208,249,247,247,280,1893322.0,selected -209,101,101,101,137,1882806.0,selected +208,249,247,247,280,1893304.0,selected +209,101,101,101,137,1880553.0,selected 210,9,9,9,69,2083264.0,selected -212,55,55,55,70,1624647.0,selected -213,3,3,3,63,2266287.0,selected -214,7,7,7,73,2294894.0,selected -215,18,18,18,171,2978361.0,selected +212,55,55,55,70,746951.3333333334,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 -217,136,136,136,350,1120359.0,selected +217,136,136,136,350,1048108.5,selected 218,232,232,232,292,797314.0,selected 219,72,72,72,68,840925.0,selected -220,1,1,1,4,12321.0,selected -223,4,4,4,61,444306.0,selected -224,4,4,4,13,323039.0,selected -225,44,43,43,89,866928.0,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 228,29,29,29,27,403017.0,selected 229,109,109,109,128,714067.0,selected 231,48,48,48,136,687894.0,selected -234,2,2,2,25,300393.0,selected -235,1,1,1,2,2492.0,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 239,62,62,62,58,1206864.0,selected -240,91,91,91,172,2570569.0,selected -248,30,30,30,73,1411236.0,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 251,84,84,84,104,749718.0,selected 252,147,147,147,198,1070963.0,selected @@ -38,350 +38,350 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp 257,1,0,0,0,0.0,no_retained_locality 260,66,66,66,93,732688.0,selected 262,85,85,85,103,1216795.0,selected -267,3,3,3,0,0.0,not_selected +267,3,3,3,55,830644.0,selected 269,31,31,31,98,857116.0,selected -270,70,70,70,221,1155315.0,selected -272,2,2,2,13,123558.0,selected +270,70,70,70,221,941466.5,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 279,1,1,1,0,0.0,not_selected -281,47,47,47,157,5772104.0,selected +281,47,47,47,157,3072186.7,selected 283,1,1,1,0,0.0,not_selected 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b/scripts/person_data/build_report.json index 71a94e832..c199da969 100644 --- a/scripts/person_data/build_report.json +++ b/scripts/person_data/build_report.json @@ -5,6 +5,8 @@ "explicit_postcode_association": 18749, "nearest_locality_same_state": 15023 }, + "candidate_assignments": 37124, + "zipcodes_with_multiple_area_codes": 2263, "raw_locality_rows": 22913, "noncanonical_rows_excluded": 116, "curated_locality_rows_excluded": 92, @@ -14,7 +16,7 @@ "input_codes": 386, "retained_codes": 358, "eligible_codes": 355, - "output_codes": 277, + "output_codes": 331, "no_retained_locality": [ 236, 250, @@ -51,7 +53,6 @@ 684 ], "not_selected": [ - 267, 274, 279, 283, @@ -59,78 +60,25 @@ 329, 332, 341, - 346, - 350, 357, - 364, 380, - 424, - 443, - 445, - 447, 457, 463, 464, - 475, 483, - 531, - 551, 557, - 564, 567, 572, - 602, - 621, - 628, - 629, - 640, - 646, 659, - 667, - 669, - 678, 679, - 680, - 681, 689, - 725, 726, - 730, 737, - 762, - 769, - 773, - 774, - 786, - 820, - 832, - 835, - 837, - 838, - 839, - 848, - 854, - 857, - 861, - 872, - 917, 924, - 929, - 930, - 934, 938, - 939, - 945, - 947, - 959, - 971, - 975, - 980, - 983, - 984, - 986 + 975 ], - "reconciliation_sha256": "c7229727d71167d196ec4f044362c59c001cf71bb9f0a5d3a04704df9900d248" + "reconciliation_sha256": "577fbf6825721886fc6054853e54b41ea916a0f60a2a4d7640ab0af2e05ab831" }, "distant_explicit_associations_excluded": 46, "nearest_locality_fallbacks_over_50km": 348, @@ -141,5 +89,5 @@ "0.99": 50.42410233449431, "1.0": 230.84417705249874 }, - "output_sha256": "417fab6512fda26bea555fbcba2b901d2170510a5e023f7facc01300a6e79aaf" + "output_sha256": "3da04829649e7a1060a31aa3061248293436525275dd360571aafd1c602b914a" } diff --git a/scripts/person_data/rebuild.py b/scripts/person_data/rebuild.py index bedeed1d5..0d309958b 100644 --- a/scripts/person_data/rebuild.py +++ b/scripts/person_data/rebuild.py @@ -11,6 +11,7 @@ import io import json import re +import struct from pathlib import Path from urllib.request import urlopen from zipfile import ZipFile @@ -19,11 +20,7 @@ import pandas as pd import pyarrow as pa import pyarrow.parquet as pq -import shapefile -import shapely from scipy.spatial import cKDTree -from shapely.geometry import shape -from shapely.geometry.base import BaseGeometry ROOT = Path(__file__).resolve().parent REPO = ROOT.parents[1] @@ -66,33 +63,114 @@ def sphere(coordinates: np.ndarray) -> np.ndarray: ) -def states_for(frame: pd.DataFrame, x: str, y: str, states: list[tuple[str, BaseGeometry]]) -> np.ndarray: +def load_state_polygons(data: bytes) -> list[tuple[str, list[np.ndarray]]]: + """Read the pinned Census Polygon/DBF pair using its fixed field layout.""" + with ZipFile(io.BytesIO(data)) as archive: + shp = archive.read("tl_2023_us_state.shp") + dbf = archive.read("tl_2023_us_state.dbf") + if len(shp) < 100 or struct.unpack_from(">i", shp)[0] != 9994 or struct.unpack_from("i", shp, 24)[0] * 2 != len(shp) or len(dbf) < 33: + raise ValueError("Invalid Census geometry file lengths") + count, header_size, record_size = struct.unpack_from(" len(shp): + raise ValueError("Missing Census state record") + number, words = struct.unpack_from(">ii", shp, offset) + end = offset + 8 + words * 2 + content = memoryview(shp)[offset + 8 : end] + if number != index + 1 or words < 22 or end > len(shp) or struct.unpack_from(" np.ndarray: + """Assign planar point coverage, including ring boundaries and excluding holes.""" result = np.full(len(frame), "", dtype=object) - points = shapely.points(frame[x].to_numpy(), frame[y].to_numpy()) - for abbreviation, geometry in states: - result[np.flatnonzero(shapely.covers(geometry, points))] = abbreviation + points = frame[[x, y]].to_numpy(dtype="float64") + for abbreviation, rings in states: + inside = np.zeros(len(points), dtype=bool) + boundary = np.zeros(len(points), dtype=bool) + for ring in rings: + minimum, maximum = ring.min(axis=0), ring.max(axis=0) + selected = np.flatnonzero(((points >= minimum) & (points <= maximum)).all(axis=1)) + selected = selected[np.argsort(points[selected, 1], kind="stable")] + start, stop = ring[:-1], ring[1:] + low_y = np.minimum(start[:, 1], stop[:, 1]) + high_y = np.maximum(start[:, 1], stop[:, 1]) + for offset in range(0, len(selected), 32): + indices = selected[offset : offset + 32] + px, py = points[indices, 0, None], points[indices, 1, None] + active = (low_y <= py.max()) & (high_y >= py.min()) + x0, y0 = start[active].T + x1, y1 = stop[active].T + dx, dy = x1 - x0, y1 - y0 + cross_x = x0 + (py - y0) * dx / np.where(dy == 0, 1, dy) + crossings = ((y0 > py) != (y1 > py)) & (px < cross_x) + inside[indices] ^= np.count_nonzero(crossings, axis=1) % 2 == 1 + on_segment = ( + ((px - x0) * dy == (py - y0) * dx) + & (px >= np.minimum(x0, x1)) + & (px <= np.maximum(x0, x1)) + & (py >= low_y[active]) + & (py <= high_y[active]) + ) + boundary[indices] |= np.any(on_segment, axis=1) + result[inside | boundary] = abbreviation return result def assign_area_codes( data: pd.DataFrame, localities: pd.DataFrame, raw_postcodes: list[dict] ) -> tuple[pd.DataFrame, pd.DataFrame, int]: - """Prefer nearby literal postcodes, then the closest locality in the same state.""" + """Retain all code candidates at the best supported same-state locality point.""" parts = [] for state, group in data.groupby("state"): supplied = localities[localities.state == state].sort_values(["qid", "area_code"]) - supplied = supplied.drop_duplicates(["latitude", "longitude"]) - distance, position = cKDTree(sphere(supplied[["latitude", "longitude"]].to_numpy())).query( + points = supplied.drop_duplicates(["latitude", "longitude"]) + distance, position = cKDTree(sphere(points[["latitude", "longitude"]].to_numpy())).query( sphere(group[["INTPTLAT", "INTPTLONG"]].to_numpy()) ) - donor = supplied.iloc[position].reset_index(drop=True) + donor = points.iloc[position].reset_index(drop=True) group = group.reset_index(drop=True) - group["area_code"] = donor.area_code - group["donor_qid"] = donor.qid + group["latitude"] = donor.latitude + group["longitude"] = donor.longitude group["distance_km"] = 2 * 6371.0088 * np.arcsin(np.minimum(distance / 2, 1)) group["method"] = "nearest_locality_same_state" - parts.append(group) - provenance = pd.concat(parts).sort_values("zipcode").reset_index(drop=True).set_index("zipcode") + parts.append(group.merge(supplied, on=["state", "latitude", "longitude"], validate="many_to_many")) + provenance = pd.concat(parts).rename(columns={"qid": "donor_qid"}) # Prefer literal ZIP associations. Broad ranges and wildcards are not expanded. pairs = [ @@ -117,18 +195,23 @@ def assign_area_codes( explicit["distance_km"] = 2 * 6371.0088 * np.arcsin(np.minimum(chord / 2, 1)) distant_explicit_rows = int((explicit.distance_km > 50).sum()) explicit = explicit[explicit.distance_km <= 50] - chosen = ( - explicit.sort_values(["zipcode", "distance_km", "qid", "area_code"]) - .drop_duplicates("zipcode") - .set_index("zipcode") + closest = explicit.sort_values(["zipcode", "distance_km", "qid", "area_code"]).drop_duplicates("zipcode") + chosen = explicit.merge(closest[["zipcode", "latitude", "longitude"]], on=["zipcode", "latitude", "longitude"]) + chosen = chosen.merge(data[["zipcode", "count"]], on="zipcode", validate="many_to_one") + chosen["method"] = "explicit_postcode_association" + chosen = chosen.rename(columns={"qid": "donor_qid"}) + if not chosen.empty: + provenance = pd.concat([provenance[~provenance.zipcode.isin(chosen.zipcode)], chosen]) + provenance = ( + provenance.sort_values(["zipcode", "distance_km", "donor_qid", "area_code"]) + .drop_duplicates(["zipcode", "area_code"]) + .reset_index(drop=True) ) - common = provenance.index.intersection(chosen.index) - provenance.loc[common, "area_code"] = chosen.loc[common, "area_code"] - provenance.loc[common, "donor_qid"] = chosen.loc[common, "qid"] - provenance.loc[common, "distance_km"] = chosen.loc[common, "distance_km"] - provenance.loc[common, "method"] = "explicit_postcode_association" - provenance = provenance.reset_index() - result = provenance[["zipcode", "area_code", "count"]].astype({"area_code": "int64", "count": "float64"}) + result = provenance.drop_duplicates("zipcode")[["zipcode", "area_code", "count"]].astype( + {"area_code": "int64", "count": "float64"} + ) + codes = provenance.groupby("zipcode").area_code.agg(lambda values: sorted(set(values))) + result = result.assign(area_codes=result.zipcode.map(codes)).reset_index(drop=True) return result, provenance, distant_explicit_rows @@ -136,7 +219,10 @@ def reconcile_area_codes( input_codes: pd.Series, localities: pd.DataFrame, zip_states: set[str], result: pd.DataFrame ) -> pd.DataFrame: """Account for each source code, including retained codes never selected.""" - if not set(result.area_code) <= set(input_codes): + assignments = result[["zipcode", "area_codes", "count"]].copy() + assignments["count"] /= assignments.area_codes.str.len() + assignments = assignments.explode("area_codes").rename(columns={"area_codes": "area_code"}) + if not set(assignments.area_code) <= set(input_codes): raise ValueError("Output area codes are not a subset of the pinned input") coverage = input_codes.value_counts().rename("input_records").to_frame() coverage.index.name = "area_code" @@ -144,7 +230,7 @@ def reconcile_area_codes( eligible = localities[localities.state.isin(zip_states)] coverage = coverage.join(eligible.area_code.value_counts().rename("eligible_locality_records")) coverage = coverage.join( - result.groupby("area_code").agg(output_zipcodes=("zipcode", "size"), output_population=("count", "sum")) + assignments.groupby("area_code").agg(output_zipcodes=("zipcode", "size"), output_population=("count", "sum")) ).fillna(0) for column in ("input_records", "retained_locality_records", "eligible_locality_records", "output_zipcodes"): coverage[column] = coverage[column].astype("int64") @@ -167,14 +253,7 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) 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()} - with ZipFile(io.BytesIO(inputs["census-state-boundaries-full-2023.zip"])) as archive: - base = "tl_2023_us_state" - reader = shapefile.Reader( - **{extension: io.BytesIO(archive.read(f"{base}.{extension}")) for extension in ("shp", "shx", "dbf")} - ) - states = sorted((row.record["STUSPS"], shape(row.shape.__geo_interface__)) for row in reader.iterShapeRecords()) - for _, geometry in states: - shapely.prepare(geometry) + states = load_state_polygons(inputs["census-state-boundaries-full-2023.zip"]) raw = json.loads(inputs["wikidata-us-dialing-codes.json"])["results"]["bindings"] input_codes = pd.Series( @@ -236,7 +315,8 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) result, provenance, distant_explicit_rows = assign_area_codes(data, localities, postcodes) coverage = reconcile_area_codes(input_codes, localities, set(data.state), result) lineage = { - "format_version": 1, + "format_version": 2, + "candidate_selection": "population_weighted_zip_then_uniform_area_code", "source_revision_url": SOURCE_REVISION_URL, "source_manifest_sha256": hashlib.sha256((ROOT / "sources.json").read_bytes()).hexdigest(), "source_manifest": manifest, @@ -258,7 +338,9 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) report = { "rows": len(result), "population_total": float(result["count"].sum()), - "methods": provenance.method.value_counts().to_dict(), + "methods": provenance.drop_duplicates("zipcode").method.value_counts().to_dict(), + "candidate_assignments": len(provenance), + "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), @@ -276,9 +358,13 @@ def rebuild(cache: Path, output: Path, report_dir: Path, offline: bool = False) }, "distant_explicit_associations_excluded": distant_explicit_rows, "nearest_locality_fallbacks_over_50km": int( - ((provenance.method == "nearest_locality_same_state") & (provenance.distance_km > 50)).sum() + provenance.loc[ + (provenance.method == "nearest_locality_same_state") & (provenance.distance_km > 50), "zipcode" + ].nunique() ), - "locality_distance_km_quantiles": provenance.distance_km.quantile([0.5, 0.9, 0.95, 0.99, 1.0]).to_dict(), + "locality_distance_km_quantiles": provenance.drop_duplicates("zipcode") + .distance_km.quantile([0.5, 0.9, 0.95, 0.99, 1.0]) + .to_dict(), "output_sha256": hashlib.sha256(output.read_bytes()).hexdigest(), } (report_dir / "build_report.json").write_text(json.dumps(report, indent=2) + "\n") diff --git a/scripts/person_data/requirements.txt b/scripts/person_data/requirements.txt deleted file mode 100644 index 5cc89910a..000000000 --- a/scripts/person_data/requirements.txt +++ /dev/null @@ -1,3 +0,0 @@ -# Build-only geometry readers; runtime dependencies come from make install-dev. -pyshp==3.1.6 -shapely==2.2.0 diff --git a/scripts/person_data/test_rebuild.py b/scripts/person_data/test_rebuild.py index bb939a84d..46ef8193e 100644 --- a/scripts/person_data/test_rebuild.py +++ b/scripts/person_data/test_rebuild.py @@ -4,11 +4,15 @@ from __future__ import annotations import hashlib +import io +import struct from pathlib import Path +from zipfile import ZipFile +import numpy as np import pandas as pd import pytest -from rebuild import assign_area_codes, read_source, reconcile_area_codes +from rebuild import assign_area_codes, load_state_polygons, read_source, reconcile_area_codes, states_for @pytest.fixture @@ -77,6 +81,29 @@ def test_colocated_localities_are_order_independent(geography: tuple[pd.DataFram reversed_result, _, _ = assign_area_codes(data, localities.iloc[::-1], []) pd.testing.assert_frame_equal(forward, reversed_result) assert forward.area_code.iloc[0] == 413 + assert forward.area_codes.iloc[0] == [413, 617] + + +def test_explicit_postcode_retains_colocated_codes(geography: tuple[pd.DataFrame, pd.DataFrame]) -> None: + data, localities = geography + localities.loc[2, ["latitude", "longitude"]] = localities.loc[0, ["latitude", "longitude"]].to_numpy() + postcodes = [ + {"place": {"value": qid}, "postcode": {"value": "01000"}, "code": {"value": code}} + for qid, code in [("Q1", "413"), ("Q3", "617"), ("Q3", "617")] + ] + result, lineage, _ = assign_area_codes(data, localities, postcodes) + assert result.area_codes.tolist() == [[413, 617], [212]] + assert lineage[lineage.zipcode == "01000"].area_code.tolist() == [413, 617] + + +def test_different_locality_points_are_not_combined(geography: tuple[pd.DataFrame, pd.DataFrame]) -> None: + data, localities = geography + postcodes = [ + {"place": {"value": qid}, "postcode": {"value": "01000"}, "code": {"value": code}} + for qid, code in [("Q1", "413"), ("Q3", "617")] + ] + result, _, _ = assign_area_codes(data, localities, postcodes) + assert result.area_codes.iloc[0] == [413] @pytest.mark.parametrize("contents", [b"original", b"changed"]) @@ -98,7 +125,7 @@ def test_offline_missing_source(tmp_path: Path) -> None: def test_area_code_reconciliation_tracks_missing_codes() -> None: inputs = pd.Series([212, 212, 332, 340, 773], dtype="int64") localities = pd.DataFrame([(212, "NY"), (332, "NY"), (340, "VI")], columns=["area_code", "state"]) - result = pd.DataFrame([("10001", 212, 100.0)], columns=["zipcode", "area_code", "count"]) + result = pd.DataFrame([("10001", [212], 100.0)], columns=["zipcode", "area_codes", "count"]) coverage = reconcile_area_codes(inputs, localities, {"NY"}, result).set_index("area_code") assert coverage.status.to_dict() == { 212: "selected", @@ -110,8 +137,86 @@ def test_area_code_reconciliation_tracks_missing_codes() -> None: assert coverage.loc[212, "output_population"] == 100.0 +def test_reconciliation_splits_weight_between_candidates() -> None: + inputs = pd.Series([212, 332]) + localities = pd.DataFrame([(212, "NY"), (332, "NY")], columns=["area_code", "state"]) + result = pd.DataFrame([("10001", [212, 332], 100.0)], columns=["zipcode", "area_codes", "count"]) + coverage = reconcile_area_codes(inputs, localities, {"NY"}, result) + assert coverage.output_zipcodes.tolist() == [1, 1] + assert coverage.output_population.tolist() == [50.0, 50.0] + assert coverage.output_population.sum() == result["count"].sum() + + def test_area_code_reconciliation_rejects_new_output_codes(geography: tuple[pd.DataFrame, pd.DataFrame]) -> None: data, localities = geography - result = data[["zipcode", "count"]].assign(area_code=999) + result = data[["zipcode", "count"]].assign(area_codes=[[999], [999]]) with pytest.raises(ValueError, match="not a subset"): reconcile_area_codes(pd.Series([413, 212]), localities, {"MA", "NY"}, result) + + +@pytest.fixture +def census_geometry() -> bytes: + rings = [ + [(0, 0), (4, 0), (4, 4), (0, 4), (0, 0)], + [(1, 1), (3, 1), (3, 3), (1, 3), (1, 1)], + [(5, 5), (7, 5), (7, 7), (5, 7), (5, 5)], + ] + points = np.concatenate(rings).astype("i", shp, 0, 9994) + struct.pack_into(">i", shp, 24, (108 + len(content)) // 2) + struct.pack_into("ii", 1, len(content) // 2) + content + dbf = bytearray(65) + dbf[0] = 3 + struct.pack_into(" None: + states = load_state_polygons(census_geometry) + points = pd.DataFrame([(0, 0), (0.5, 0.5), (2, 2), (1, 2), (4, 4), (6, 6), (8, 8)], columns=["x", "y"]) + assert states_for(points, "x", "y", states).tolist() == ["MA", "MA", "", "MA", "MA", "MA", ""] + + +@pytest.mark.parametrize("damage", ["shape_type", "truncated_shape", "missing_field", "deleted_record", "open_ring"]) +def test_census_geometry_rejects_unsupported_input(census_geometry: bytes, damage: str) -> None: + with ZipFile(io.BytesIO(census_geometry)) as archive: + shp = bytearray(archive.read("tl_2023_us_state.shp")) + dbf = bytearray(archive.read("tl_2023_us_state.dbf")) + if damage == "shape_type": + struct.pack_into(" None: + states = load_state_polygons(census_geometry) + states.append(("ZZ", [np.array([(4, 0), (8, 0), (8, 4), (4, 4), (4, 0)])])) + points = pd.DataFrame([(0.5, 0.5), (2, 2), (4, 2), (6, 2)] * 20, columns=["x", "y"]) + expected = ["MA", "", "ZZ", "ZZ"] * 20 + assert states_for(points, "x", "y", states).tolist() == expected + assert states_for(points.iloc[::-1], "x", "y", states).tolist() == expected[::-1] From 0d65109c6bde92855206d0a2a34f111cf790f2c4 Mon Sep 17 00:00:00 2001 From: Andre Manoel Date: Fri, 6 Nov 2026 15:46:08 -0300 Subject: [PATCH 5/5] fix: retain colocated phone codes and stable provenance bytes Signed-off-by: Andre Manoel --- .gitattributes | 4 ++++ .../entities/assets/zip_area_code_map.parquet | Bin 382406 -> 382447 bytes .../entities/test_phone_number_data.py | 4 +++- scripts/person_data/README.md | 17 +++++++++-------- .../person_data/area_code_reconciliation.csv | 12 ++++++------ scripts/person_data/build_report.json | 12 +++++------- scripts/person_data/rebuild.py | 4 +++- scripts/person_data/test_rebuild.py | 12 ++++++++---- 8 files changed, 38 insertions(+), 27 deletions(-) create mode 100644 .gitattributes diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 000000000..20721e8d2 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,4 @@ +# Preserve bytes used by the person-data provenance checks. +scripts/person_data/*.py text eol=lf 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z#8@=rSVMrrn zCRe___4MVFYj|4AOR-mXCeL{G&(oJ-pYKc_^A~7dB;{`DG3M=_r|TbILrdnbfBwAr zP|!kJ$`bVm-qDM{%gC=K`OXS zOTGNVryuyDzUOlMhmOnn7_87G7XFmJw&!yFHDzJFY3altY}14L)c0Dd`q8!__>(oJ zr7EzBdG);#e0$j3KepEH#&p-I+C==62wi(=h!9@*lWK~{d-x2x=CEyfbG;nOh| zfPsQm{Hme`NtxguVZ-h`I4nGHU#eBfe&W)p+IFxC#)OG10^<;ud^MIFzU$PB{~>EJ zT0I~4?iA>uD;2syZGsTG7$iL8!SDzDj7>@O0^h~- zF_OK1$#=BH2Zl*#2GI!mnfl)XZdLt3B}rGk4%EIvJ)FK$^Gb=DHBn^7_}m9U z%-RTjNIh_nO*203q)7wnePL79dD+$|u9nQKDhShBp*FJ$bk^P}Z8emPmU zXp~J8mvzgQzuSb>FaE&vykFeKPaz5oIY%0dOh?5m|-_=wln9p&_2uJj1q zwds>4n&sCV>zj_pR#<{h{llY~`a9KpsGz@b{B-A|)SF9*D=RB;jf#yaiH;jpmM|g) zzpi(U9N`>M8W-)v|00M^h60}sCpstYbm}?Ur2GHE3xgN{ 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 c2432c8fc..1b8534720 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 @@ -96,7 +96,9 @@ def test_representative_regional_area_codes(zipcode: str, expected: str) -> None assert get_area_code(zipcode) == expected -@pytest.mark.parametrize(("zipcode", "expected"), [("60629", {312, 773, 872}), ("10001", {212, 646, 917})]) +@pytest.mark.parametrize( + ("zipcode", "expected"), [("60629", {312, 773, 872}), ("10001", {212, 332, 646, 917}), ("78201", {210, 726})] +) def test_packaged_zip_retains_alternatives(phone_data: pd.DataFrame, zipcode: str, expected: set[int]) -> None: candidates = set(phone_data.set_index("zipcode").loc[zipcode, "area_codes"]) assert expected <= candidates diff --git a/scripts/person_data/README.md b/scripts/person_data/README.md index f634f3676..91463460f 100644 --- a/scripts/person_data/README.md +++ b/scripts/person_data/README.md @@ -50,9 +50,10 @@ No third-party GitHub ZIP/area-code compilation is used. 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. -4. For literal associations, keep every candidate at the closest qualifying - locality point. Otherwise select the nearest same-state locality point by - spherical distance and retain the codes from all localities at that point. +4. Select the closest qualifying literal-postcode locality point, or otherwise + the nearest same-state locality point by spherical distance. Retain codes from + all accepted same-state localities at that point, including those without a + literal postcode statement. Ties between points use the existing deterministic ordering; code alternatives at the chosen point are deduplicated, not discarded. 5. Write one row per ZCTA with its candidate list and unchanged population weight. @@ -63,8 +64,8 @@ No third-party GitHub ZIP/area-code compilation is used. 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 37,124 -ZIP/code associations, and 2,263 ZIPs have more than one candidate. Agreement with +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. This is a regional approximation for synthetic data, not a telephone service-area @@ -78,9 +79,9 @@ 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 331 represented in candidate lists. Retaining alternatives -recovers 54 codes previously discarded, including Chicago's 773 and 872. There -are still 24 eligible but unselected codes, including 332. They have no selected +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. diff --git a/scripts/person_data/area_code_reconciliation.csv b/scripts/person_data/area_code_reconciliation.csv index e875ca54c..436ba55af 100644 --- a/scripts/person_data/area_code_reconciliation.csv +++ b/scripts/person_data/area_code_reconciliation.csv @@ -7,8 +7,8 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp 207,852,852,852,427,1377734.0,selected 208,249,247,247,280,1893304.0,selected 209,101,101,101,137,1880553.0,selected -210,9,9,9,69,2083264.0,selected -212,55,55,55,70,746951.3333333334,selected +210,9,9,9,69,1156174.0,selected +212,55,55,55,70,638189.25,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 @@ -73,7 +73,7 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp 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 -332,1,1,1,0,0.0,not_selected +332,1,1,1,56,326286.25,selected 334,150,149,149,185,1205713.0,selected 336,71,71,71,145,1847267.0,selected 337,70,70,70,112,949012.0,selected @@ -215,7 +215,7 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp 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 -646,17,17,17,58,442647.3333333333,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 @@ -255,7 +255,7 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp 722,1,0,0,0,0.0,no_retained_locality 724,39,39,39,353,1515985.6666666667,selected 725,5,4,4,12,152483.0,selected -726,1,1,1,0,0.0,not_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 @@ -345,7 +345,7 @@ area_code,input_records,retained_locality_records,eligible_locality_records,outp 914,39,39,39,84,1470283.0,selected 915,25,25,25,55,882756.0,selected 916,17,17,17,63,1803153.0,selected -917,12,12,12,112,1211769.6666666667,selected +917,12,12,12,112,1103007.5833333333,selected 918,14,14,14,114,657650.0,selected 919,49,49,49,100,1949247.5,selected 920,218,218,218,216,1256190.0,selected diff --git a/scripts/person_data/build_report.json b/scripts/person_data/build_report.json index c199da969..f6f252c54 100644 --- a/scripts/person_data/build_report.json +++ b/scripts/person_data/build_report.json @@ -5,8 +5,8 @@ "explicit_postcode_association": 18749, "nearest_locality_same_state": 15023 }, - "candidate_assignments": 37124, - "zipcodes_with_multiple_area_codes": 2263, + "candidate_assignments": 37239, + "zipcodes_with_multiple_area_codes": 2322, "raw_locality_rows": 22913, "noncanonical_rows_excluded": 116, "curated_locality_rows_excluded": 92, @@ -16,7 +16,7 @@ "input_codes": 386, "retained_codes": 358, "eligible_codes": 355, - "output_codes": 331, + "output_codes": 333, "no_retained_locality": [ 236, 250, @@ -58,7 +58,6 @@ 283, 327, 329, - 332, 341, 357, 380, @@ -72,13 +71,12 @@ 659, 679, 689, - 726, 737, 924, 938, 975 ], - "reconciliation_sha256": "577fbf6825721886fc6054853e54b41ea916a0f60a2a4d7640ab0af2e05ab831" + "reconciliation_sha256": "6b18cc988b83ef3a2de4c4954a39dc52267b536ecda11aaf230e5299b220954a" }, "distant_explicit_associations_excluded": 46, "nearest_locality_fallbacks_over_50km": 348, @@ -89,5 +87,5 @@ "0.99": 50.42410233449431, "1.0": 230.84417705249874 }, - "output_sha256": "3da04829649e7a1060a31aa3061248293436525275dd360571aafd1c602b914a" + "output_sha256": "b6fc7c8c27b008b8f0da89dfa75a4e2e5693cce18ae0c8a0d3527e326e17e5dd" } diff --git a/scripts/person_data/rebuild.py b/scripts/person_data/rebuild.py index 0d309958b..f1d83b6af 100644 --- a/scripts/person_data/rebuild.py +++ b/scripts/person_data/rebuild.py @@ -196,7 +196,9 @@ def assign_area_codes( distant_explicit_rows = int((explicit.distance_km > 50).sum()) explicit = explicit[explicit.distance_km <= 50] closest = explicit.sort_values(["zipcode", "distance_km", "qid", "area_code"]).drop_duplicates("zipcode") - chosen = explicit.merge(closest[["zipcode", "latitude", "longitude"]], on=["zipcode", "latitude", "longitude"]) + chosen = closest.drop(columns=["qid", "area_code"]).merge( + localities, on=["state", "latitude", "longitude"], validate="many_to_many" + ) chosen = chosen.merge(data[["zipcode", "count"]], on="zipcode", validate="many_to_one") chosen["method"] = "explicit_postcode_association" chosen = chosen.rename(columns={"qid": "donor_qid"}) diff --git a/scripts/person_data/test_rebuild.py b/scripts/person_data/test_rebuild.py index 46ef8193e..6762a0e1c 100644 --- a/scripts/person_data/test_rebuild.py +++ b/scripts/person_data/test_rebuild.py @@ -84,12 +84,16 @@ def test_colocated_localities_are_order_independent(geography: tuple[pd.DataFram assert forward.area_codes.iloc[0] == [413, 617] -def test_explicit_postcode_retains_colocated_codes(geography: tuple[pd.DataFrame, pd.DataFrame]) -> None: +@pytest.mark.parametrize( + "associations", [[("Q1", "413")], [("Q3", "617")], [("Q1", "413"), ("Q3", "617"), ("Q3", "617")]] +) +def test_explicit_postcode_retains_colocated_codes( + geography: tuple[pd.DataFrame, pd.DataFrame], associations: list[tuple[str, str]] +) -> None: data, localities = geography - localities.loc[2, ["latitude", "longitude"]] = localities.loc[0, ["latitude", "longitude"]].to_numpy() + localities.loc[[1, 2], ["latitude", "longitude"]] = localities.loc[0, ["latitude", "longitude"]].to_numpy() postcodes = [ - {"place": {"value": qid}, "postcode": {"value": "01000"}, "code": {"value": code}} - for qid, code in [("Q1", "413"), ("Q3", "617"), ("Q3", "617")] + {"place": {"value": qid}, "postcode": {"value": "01000"}, "code": {"value": code}} for qid, code in associations ] result, lineage, _ = assign_area_codes(data, localities, postcodes) assert result.area_codes.tolist() == [[413, 617], [212]]