Add Arch-backed PE target parity adapters

.github/workflows/site-snapshot.yml

@@ -29,6 +29,13 @@ jobs:
           ref: main
           path: microplex
 
+      - name: Check out microunit
+        uses: actions/checkout@v4
+        with:
+          repository: CosilicoAI/microunit
+          ref: main
+          path: microunit
+
       - name: Set up Python
         uses: actions/setup-python@v5
         with:

docs/aca-ptc-multiplier-source-choice.md

@@ -0,0 +1,113 @@
+# ACA PTC Multiplier Source Choice
+
+This records the first Microplex-US reconstruction of
+`policyengine-us-data`'s `aca_ptc_multipliers_2022_2024.csv` from Arch
+publisher-source consumer facts.
+
+## Recipe
+
+Inputs:
+
+- KFF full-year average marketplace effectuated enrollment, 2022 and 2024
+- CMS 2022 OEP state-level average monthly APTC
+- CMS 2024 OEP state-level average monthly APTC
+- CMS full-year 2022 effectuated-enrollment workbook average monthly APTC
+
+Source selection:
+
+- `enroll_2022` and `enroll_2024`: KFF full-year effectuated enrollment
+- `aptc_2024`: CMS 2024 OEP average monthly APTC
+- `aptc_2022`: CMS 2022 OEP average monthly APTC where published, with CMS
+  full-year 2022 average monthly APTC as fallback
+
+Derived columns:
+
+- `vol_mult = enroll_2024 / enroll_2022`
+- `val_mult = aptc_2024 / aptc_2022`
+- PE's state `tax_unit_count` factor uses `vol_mult`
+- PE's state `aca_ptc` amount factor uses `vol_mult * val_mult`
+
+## Reproduction
+
+Build the five Arch source-package suites, then run:
+
+```bash
+uv run microplex-us-build-aca-ptc-multipliers \
+  /tmp/mp-aca-ptc-arch-sources/kff-2022/consumer_facts.jsonl \
+  /tmp/mp-aca-ptc-arch-sources/kff-2024/consumer_facts.jsonl \
+  /tmp/mp-aca-ptc-arch-sources/cms-oep-2022/consumer_facts.jsonl \
+  /tmp/mp-aca-ptc-arch-sources/cms-oep-2024/consumer_facts.jsonl \
+  /tmp/mp-aca-ptc-arch-sources/cms-effectuated-2022/consumer_facts.jsonl \
+  --out /tmp/mp-aca-ptc-arch-sources/aca_ptc_multipliers_2022_2024.csv
+```
+
+The 2026-05-12 run wrote 51 rows. Compared with PE's incumbent
+`policyengine_us_data/storage/aca_ptc_multipliers_2022_2024.csv`:
+
+- state set matches
+- `enroll_2022` matches for all 51 states
+- `enroll_2024` matches for all 51 states
+- `vol_mult` matches for all 51 states
+- `aptc_2024` matches for all 51 states
+- `aptc_2022` differs for 22 states
+- `val_mult` differs for the same 22 states
+
+## PE Incumbent Provenance Trace
+
+The local `policyengine-us-data` history does not contain a generator for the
+incumbent CSV. `git log --follow` shows the file first appearing at its current
+path in `8d2c49fa15a515e2379d1b4b5e2c1856a1d4ebe9` on 2026-02-11:
+`Add hierarchical uprating notebook, fix verification, move ACA PTC
+multipliers`. The commit adds
+`policyengine_us_data/storage/aca_ptc_multipliers_2022_2024.csv` directly, plus
+notebooks which document that ACA PTC factors are loaded from the CSV and
+described as CMS/KFF enrollment data. Those notebooks do not show row-level
+source derivation.
+
+Spot checks against the raw CMS 2022 OEP state-level source support the
+Microplex-US source choice for the mismatching states where OEP publishes a
+number. For example, current Arch-selected OEP values are New Jersey `489`, New
+Mexico `460`, and Virginia `506`, matching the CMS OEP
+`APTC_Cnsmr_Avg_APTC` column. The PE incumbent has `504`, `534`, and `407` for
+those states, respectively. Nevada remains the explicit fallback case because
+the CMS 2022 OEP state-level file reports no Nevada average monthly APTC fact;
+Microplex-US uses the CMS full-year effectuated-enrollment value `429.75`.
+
+## Reconciliation Queue
+
+States not listed matched PE's incumbent CSV exactly. For listed states, the
+Microplex-US value is the Arch publisher-source value selected by the recipe
+above. Nevada is the known CMS full-year fallback case because the CMS 2022 OEP
+state-level source package has no Nevada average monthly APTC fact.
+
+| State | PE aptc_2022 | Microplex-US aptc_2022 | PE val_mult | Microplex-US val_mult |
+| --- | ---: | ---: | ---: | ---: |
+| Nevada | 435 | 429.75 | 1.006896551724138 | 1.019197207678883 |
+| New Jersey | 504 | 489 | 1.0337301587301588 | 1.065439672801636 |
+| New Mexico | 534 | 460 | 1.0318352059925093 | 1.1978260869565218 |
+| New York | 364 | 363 | 1.25 | 1.2534435261707988 |
+| North Carolina | 583 | 579 | 0.9571183533447685 | 0.9637305699481865 |
+| North Dakota | 436 | 452 | 0.9931192660550459 | 0.9579646017699115 |
+| Ohio | 479 | 437 | 1.0396659707724425 | 1.139588100686499 |
+| Oklahoma | 577 | 558 | 0.9965337954939342 | 1.0304659498207884 |
+| Oregon | 503 | 489 | 1.0417495029821073 | 1.0715746421267893 |
+| Pennsylvania | 523 | 501 | 1.0133843212237095 | 1.0578842315369261 |
+| Rhode Island | 427 | 403 | 1.063231850117096 | 1.1265508684863523 |
+| South Carolina | 566 | 512 | 0.9770318021201413 | 1.080078125 |
+| South Dakota | 649 | 640 | 0.9414483821263482 | 0.9546875 |
+| Tennessee | 572 | 543 | 1.013986013986014 | 1.0681399631675874 |
+| Texas | 539 | 502 | 0.9944341372912802 | 1.0677290836653386 |
+| Utah | 385 | 370 | 1.0935064935064935 | 1.1378378378378378 |
+| Vermont | 620 | 566 | 1.132258064516129 | 1.2402826855123674 |
+| Virginia | 407 | 506 | 0.995085995085995 | 0.8003952569169961 |
+| Washington | 438 | 437 | 1.0342465753424657 | 1.036613272311213 |
+| West Virginia | 1057 | 1002 | 0.97918637653737 | 1.032934131736527 |
+| Wisconsin | 562 | 530 | 1.0177935943060499 | 1.079245283018868 |
+| Wyoming | 873 | 812 | 0.9885452462772051 | 1.062807881773399 |
+
+Open reconciliation decision:
+
+- Treat the Microplex-US output as the publisher-source reconstruction.
+- Treat PE byte parity as a separate legacy-compatibility target. Do not add
+  overrides unless a row-level legacy source or intentional source-choice table
+  is supplied.

docs/arch-target-gap-queue.md

@@ -0,0 +1,135 @@
+# Arch Target Gap Queue
+
+The Arch target gap queue is a Microplex-side review tool. It compares a
+Microplex target profile to a queryable Arch target DB and emits rows that help
+humans or agents decide what Arch source work is missing.
+
+The queue does not make Arch own Microplex target selection. Profile membership,
+source aging, reconciliation, activation, and model-variable aliases remain in
+`microplex-us`.
+
+## Boundary Rules
+
+- Arch stores publisher/source facts with provenance, constraints, periods,
+  geography, and source lineage.
+- Arch should not duplicate a source fact only because Microplex names a model
+  variable differently.
+- Microplex adapters may map one Arch source fact into simulator-specific target
+  semantics. For example, Arch
+  `irs_soi.returns_with_income_tax_after_credits` can satisfy the
+  PolicyEngine `income_tax_positive` count target because SOI Table 1.1 reports
+  the count of returns with positive income tax after credits.
+- A gap row is an authoring hint, not proof that a source exists.
+- Rows marked as source-mapping review or deprioritized must be reviewed before
+  assigning loader work to agents.
+
+## Categories
+
+`gap_category` is the high-level agent-readiness taxonomy:
+
+| Category | Meaning | Default action |
+| --- | --- | --- |
+| `covered` | An Arch target record already satisfies the target cell. | No task. |
+| `ready_primary_loader` | The expected publisher source and Arch variable shape are known, but the record is missing. | Assign source-loader/spec work. |
+| `ready_rollup_or_geography` | The Arch variable exists but not at the requested geography. | Add rollup/geography records or review source geography. |
+| `adapter_or_constraint_review` | The Arch variable exists at the geography, but filters or adapter matching do not cover the cell. | Review constraints and adapter mapping. |
+| `source_mapping_review` | The queue cannot identify a defensible source fact or Arch variable shape. | Human source-mapping review first. |
+| `survey_or_model_input_deprioritized` | The cell is currently treated as a survey/model-input proxy rather than a primary administrative source task. | Defer unless a primary source is identified. |
+
+`loader_status` is the lower-level diagnostic used to derive the category. Use
+`gap_category` for agent routing and `loader_status` for debugging why a cell
+landed there.
+
+## Current PolicyEngine Profile Boundary
+
+`pe_native_broad` keeps the raw PolicyEngine parity surface intact. It includes
+all currently tracked broad target cells, including survey/model-input rows and
+cells whose publisher-source semantics still need review.
+
+`pe_native_broad_source_backed` is the Arch-backed calibration/profile boundary.
+It excludes only cells with explicit reasons in
+`src/microplex_us/policyengine/target_profiles.py`, such as:
+
+- SOI multi-domain cells that would require joint AGI, filing status, and
+  positive income-tax-before-credits facts not currently published by the loaded
+  SOI packages
+- survey-heavy or model-input cells such as rent, child support,
+  non-Part-B medical premium/expense components, SPM capped expenses, and
+  `ssn_card_type`
+- source-near but non-equivalent rows such as `childcare_expenses`, where IRS
+  credit expenses and W-2 dependent-care benefits are narrower tax concepts
+- pregnancy stock by state, where live births are a flow rather than a direct
+  source fact for the PolicyEngine target
+
+## Current Local Snapshot
+
+Snapshot date: 2026-05-22.
+
+Inputs:
+
+- `/Users/maxghenis/CosilicoAI/arch/arch/fixtures/consumer_facts.jsonl`
+- `/Users/maxghenis/CosilicoAI/arch/macro/targets.db`
+- `/tmp/arch-suite-hhs-acf-tanf-caseload-2024/consumer_facts.jsonl`
+- `/tmp/arch-suite-soi-historic-table-2-2022/consumer_facts.jsonl`
+- `/tmp/arch-suite-hhs-acf-liheap-fy2024-national-profile/consumer_facts.jsonl`
+- `/tmp/arch-suite-soi-historic-table-2-state-agi-2022/consumer_facts.jsonl`
+- `/tmp/arch-suite-soi-w2-statistics-2020/consumer_facts.jsonl`
+- `/tmp/arch-suite-soi-table-1-4-2023/consumer_facts.jsonl`
+- `/tmp/arch-suite-federal-reserve-z1-household-net-worth/consumer_facts.jsonl`
+- `/tmp/arch-suite-cms-medicare-trustees-report-2025-part-b-premium-income/consumer_facts.jsonl`
+
+Command:
+
+```bash
+uv run --extra policyengine microplex-us-arch-target-refresh \
+  --arch-targets-db /Users/maxghenis/CosilicoAI/arch/arch/fixtures/consumer_facts.jsonl \
+  --arch-targets-db /Users/maxghenis/CosilicoAI/arch/macro/targets.db \
+  --arch-targets-db /tmp/arch-suite-hhs-acf-tanf-caseload-2024/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-soi-historic-table-2-2022/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-hhs-acf-liheap-fy2024-national-profile/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-soi-historic-table-2-state-agi-2022/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-soi-w2-statistics-2020/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-soi-table-1-4-2023/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-federal-reserve-z1-household-net-worth/consumer_facts.jsonl \
+  --arch-targets-db /tmp/arch-suite-cms-medicare-trustees-report-2025-part-b-premium-income/consumer_facts.jsonl \
+  --period 2024 \
+  --profile pe_native_broad_source_backed \
+  --output-dir artifacts/arch-target-coverage-source-backed
+```
+
+Coverage:
+
+- 174 target cells in `pe_native_broad_source_backed`
+- 174 covered
+- 0 uncovered
+- 100.0% coverage
+
+The raw `pe_native_broad` profile is at 174 of 189 covered with 15 explicitly
+reviewed rows outside the source-backed boundary. Federal Reserve Z.1 household
+net worth and CMS Medicare Trustees Report Part B premium income are now
+source-backed.
+
+| Category | Rows |
+| --- | ---: |
+| `adapter_or_constraint_review` | 3 |
+| `source_mapping_review` | 2 |
+| `survey_or_model_input_deprioritized` | 10 |
+
+Generated outputs:
+
+- `artifacts/arch-target-coverage-source-backed/pe_native_broad_source_backed_2024_coverage.json`
+- `artifacts/arch-target-coverage-source-backed/pe_native_broad_source_backed_2024_gaps.json`
+- `artifacts/arch-target-coverage-source-backed/pe_native_broad_source_backed_2024_gaps.csv`
+- `artifacts/arch-target-coverage-source-backed/pe_native_broad_source_backed_2024_summary.md`
+- `artifacts/arch-target-coverage-broad-plus/pe_native_broad_2024_coverage.json`
+- `artifacts/arch-target-coverage-broad-plus/pe_native_broad_2024_gaps.json`
+- `artifacts/arch-target-coverage-broad-plus/pe_native_broad_2024_gaps.csv`
+- `artifacts/arch-target-coverage-broad-plus/pe_native_broad_2024_summary.md`
+
+Remaining work is concentrated in:
+
+- the raw `pe_native_broad` cells excluded from the source-backed profile, if a
+  future primary publisher source can support them without changing semantics
+- keeping the UK source-backed/raw boundary aligned with the same rule: leave
+  raw PE target rows visible, and exclude only rows where source equivalence is
+  not defensible

pyproject.toml

@@ -13,7 +13,7 @@ authors = [
 ]
 requires-python = ">=3.13"
 dependencies = [
-    "microplex[calibrate]",
+    "microplex[calibrate] @ git+https://github.com/PolicyEngine/microplex.git@1e0627182f9df40aacd7043c96956c2895bf9d30",
     "duckdb>=1.2",
     "requests>=2.31",
 ]
@@ -23,25 +23,43 @@ dev = [
     "pytest>=7.0",
     "ruff>=0.1",
 ]
+r2 = [
+    "boto3>=1.34",
+]
 policyengine = [
     "microimpute==1.15.1 ; python_full_version >= '3.12' and python_full_version < '3.15'",
     "policyengine-us==1.587.0; python_version >= '3.11' and python_version < '3.15'",
+    "spm-calculator>=0.3.1",
 ]
 
 [project.urls]
 Repository = "https://github.com/PolicyEngine/microplex-us"
 
 [project.scripts]
+microplex-us-arch-target-coverage = "microplex_us.targets.arch:main_coverage"
+microplex-us-arch-target-gaps = "microplex_us.targets.arch:main_gaps"
+microplex-us-arch-target-parity = "microplex_us.targets.arch:main_parity"
+microplex-us-arch-target-refresh = "microplex_us.targets.arch:main_refresh"
+microplex-us-arch-target-smoke = "microplex_us.targets.arch:main_smoke"
+microplex-us-build-aca-ptc-multipliers = "microplex_us.targets.aca_ptc:main"
 microplex-us-backfill-pe-native-audit = "microplex_us.pipelines.backfill_pe_native_audit:main"
 microplex-us-backfill-pe-native-scores = "microplex_us.pipelines.backfill_pe_native_scores:main"
 microplex-us-check-site-snapshot = "microplex_us.pipelines.check_site_snapshot:main"
+microplex-us-pe-dataset-readiness = "microplex_us.pipelines.pe_us_dataset_readiness:main"
+microplex-us-dashboard = "microplex_us.pipelines.dashboard:main"
+microplex-us-pe-native-calibration-benchmark = "microplex_us.pipelines.pe_native_calibration_benchmark:main"
 microplex-us-pe-native-target-diagnostics = "microplex_us.pipelines.pe_native_scores:main_target_diagnostics"
+microplex-us-r2-archive-artifact = "microplex_us.pipelines.r2_artifacts:main"
+microplex-us-reweight-cd-age-targets = "microplex_us.pipelines.cd_age_reweighting:main"
 microplex-us-score-pe-native-loss = "microplex_us.pipelines.pe_native_scores:main"
 microplex-us-version-bump-benchmark = "microplex_us.pipelines.version_benchmark:main"
 
 [tool.hatch.build.targets.wheel]
 packages = ["src/microplex_us"]
 
+[tool.hatch.metadata]
+allow-direct-references = true
+
 [tool.hatch.build.targets.wheel.force-include]
 "src/microplex_us/pipelines/pe_native_scores.py" = "microplex_us/pipelines/pe_native_scores.py"
 
@@ -65,6 +83,3 @@ ignore = [
 [tool.ruff.lint.per-file-ignores]
 "examples/**/*.py" = ["E402"]
 "tests/**/*.py" = ["E402", "N802"]
-
-[tool.uv.sources]
-microplex = { path = "../microplex", editable = true }