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Add stacked dataset builder and P(county|CD) distributions #457

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@baogorek baogorek commented Dec 9, 2025

Summary

  • Add stacked_dataset_builder.py for creating CD-stacked H5 datasets from calibrated weights
  • Add population-weighted P(county|CD) distributions computed from Census block data
  • Add county_assignment.py module for assigning counties to households based on congressional district
  • Add script to generate county-CD distributions from 119th Congress BEFs and 2020 Census population

Key Features

  • Stacked Dataset Builder: Creates H5 datasets with households replicated across congressional districts, using calibrated weights
  • County Assignment: Assigns realistic county distributions to households based on their CD using Census block-level population data
  • 436 CDs covered: All 435 voting districts plus DC at-large

Test Plan

  • Unit tests for county assignment pass (test_county_assignment.py)
  • NY-10 distribution verified: 55.6% Kings County, 44.4% New York County (matches Census)
  • Manual testing of stacked dataset generation

🤖 Generated with Claude Code

baogorek and others added 8 commits December 5, 2025 11:22
@baogorek @claude
Add sparse matrix builder for local area calibration
821414e 
Core components:
- sparse_matrix_builder.py: Database-driven approach for building calibration matrices
- calibration_utils.py: Shared utilities (cache clearing, constraints, geo helpers)
- matrix_tracer.py: Debugging utility for tracing through sparse matrices
- create_stratified_cps.py: Create stratified sample preserving high-income households
- test_sparse_matrix_builder.py: 6 verification tests for matrix correctness

Data pipeline changes:
- Add GEO_STACKING env var to cps.py and puf.py for geo-stacking data generation
- Add GEO_STACKING_MODE env var to extended_cps.py
- Add CPS_2024_Full, PUF_2023, ExtendedCPS_2023 classes
- Add policy_data.db download to prerequisites
- Add 'make data-geo' target for geo-stacking data pipeline

CI/CD:
- Add geo-stacking dataset build step to workflow
- Add sparse matrix builder test step after geo data generation

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Add changelog entry and format code
0400066 
🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Refactor tests and fix enum encoding, minimize PR scope
06098a5 
- Move sparse matrix tests to tests/test_local_area_calibration/
- Split large test file into focused modules (column indexing, same-state,
  cross-state, geo masking)
- Fix small_enhanced_cps.py enum encoding (decode_to_str before astype)
- Fix create_stratified_cps.py to use local storage instead of HuggingFace
- Remove CPS_2024_Full to keep PR minimal
- Revert ExtendedCPS_2024 to use CPS_2024

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Rename GEO_STACKING to LOCAL_AREA_CALIBRATION and restore tracer func…
8269168 
…tionality

- Rename GEO_STACKING to LOCAL_AREA_CALIBRATION in cps.py, puf.py, extended_cps.py
- Rename data-geo to data-local-area in Makefile and workflow
- Add create_target_groups function to calibration_utils.py
- Enhance MatrixTracer with get_group_rows method and variable_desc in row catalog
- Add TARGET GROUPS section to print_matrix_structure output
- Add local_area_calibration_setup.ipynb documentation notebook

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek
Clear notebook outputs for Myst compatibility
95f21ca
@baogorek
Pin mystmd>=1.7.0 to fix notebook rendering in docs
07852a1
@baogorek @claude
Add population-weighted P(county|CD) distributions and stacked datase…
f5f1614 
…t builder

- Add make_county_cd_distributions.py to compute P(county|CD) from Census block data
- Add county_cd_distributions.csv with distributions for all 436 CDs
- Add county_assignment.py module for assigning counties to households
- Add stacked_dataset_builder.py for creating CD-stacked H5 datasets
- Add tests for county assignment functionality
- Update calibration_utils.py with state/CD mapping utilities

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek
Merge origin/main into district-h5
df7a1f1
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baogorek commented Dec 9, 2025

Closes #458

@baogorek baogorek requested a review from MaxGhenis December 9, 2025 17:06
baogorek and others added 6 commits December 10, 2025 09:21
@baogorek @claude
Add local area H5 publishing workflow
dc44624 
- New GitHub Actions workflow (local_area_publish.yaml) that:
  - Triggers on local_area_calibration/ changes, repository_dispatch, or manual
  - Downloads calibration inputs from HF calibration/ folder
  - Builds 51 state + 436 district H5 files with checkpointing
  - Uploads to GCP and HF states/ and districts/ subdirectories

- New publish_local_area.py script with:
  - Per-state and per-district checkpointing for spot instance resilience
  - Immediate upload after each file is built
  - Support for --states-only, --districts-only, --skip-download flags

- Added upload_local_area_file() to data_upload.py for subdirectory uploads
- Added download_calibration_inputs() to huggingface.py
- Added publish-local-area Makefile target

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Update paths to use calibration/ subdirectory for policy_data.db
7287828 
- download_private_prerequisites.py: Download from calibration/policy_data.db
- calibration_utils.py: Look for db in storage/calibration/
- conftest.py: Update test fixture path
- huggingface.py: Fix download_calibration_inputs to return correct paths

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Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek
documentation updates
5d6913a
@baogorek @claude
Add deterministic test fixture and tests for stacked_dataset_builder
fbb6436 
Create a minimal 50-household H5 fixture with known values for stable testing
of the stacked dataset builder without relying on sampled stratified CPS data.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Fix dtype warning in stacked_dataset_builder person ID assignment
5b7fbb8 
Cast np.arange output to int32 to match column dtype.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Format test files with black
18d635a 
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Co-Authored-By: Claude <noreply@anthropic.com>
baogorek and others added 7 commits December 12, 2025 11:32
@baogorek @claude
Add spm_unit_tenure_type and fix input_variables detection in stratif…
febbd68 
…ication

- Add spm_unit_tenure_type mapping from SPM_TENMORTSTATUS in add_spm_variables
- Fix create_stratified_cps.py to use source sim's input_variables instead of empty sim
- Fix stacked_dataset_builder.py to use base_sim's input_variables instead of sparse_sim

The input_variables fix ensures variables like spm_unit_tenure_type are preserved
when creating stratified/stacked datasets, since input_variables is only populated
from variables that have actual data in the loaded dataset.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Add real rent-based SPM geographic adjustments to stacked dataset bui…
8185b57 
…lder

- Add spm-calculator integration for SPM threshold calculation
- Replace random placeholder geoadj with real values from Census ACS rent data
- Add load_cd_geoadj_values() to compute geoadj from median 2BR rents
- Add calculate_spm_thresholds_for_cd() to calculate SPM thresholds per CD
- Add CD rent data CSV and fetch script (requires CENSUS_API_KEY)
- Update .gitignore to track rent CSV

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek
NYC workflow
af4904e
@baogorek @claude
Add batched HuggingFace uploads and fix at-large district geoadj lookup
5c049d4 
- Add upload_local_area_batch_to_hf() to batch multiple files per commit
- Add skip_hf parameter to upload_local_area_file() for GCP-only uploads
- Modify publish_local_area.py to batch HF uploads (10 files per commit)
- Fix at-large district geoadj lookup (XX01 -> XX00 mapping for AK, DE, etc.)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Filter pseudo-input variables from H5 output and add checkpoint files…
56024b3 
… to gitignore

Pseudo-inputs are variables with adds/subtracts that aggregate formula-based
components. Saving their stale pre-computed values corrupts calculations when
the dataset is reloaded.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Add spm-calculator as a dependency
911ad10 
🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@baogorek @claude
Merge main: adopt spm-calculator approach and preserve spm_unit_tenur…
753d943 
…e_type

- Accept main's SPM threshold calculation using calculate_spm_thresholds_with_geoadj()
- Preserve branch's spm_unit_tenure_type variable for local area calibration
- Refactor calibration_utils.py to import TENURE_CODE_MAP from utils/spm.py
- Remove duplicate SPM_TENURE_CODE_TO_CALC definition

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