diff --git a/.gitignore b/.gitignore
index 98eefb5..76454fe 100644
--- a/.gitignore
+++ b/.gitignore
@@ -46,6 +46,10 @@ Thumbs.db
# Data/cache
.cache/
+!aca_calc/data/
+!aca_calc/data/*.json
+!src/data/
+!src/data/**
# data/ is gitignored except for the stub fixtures committed for build/CI.
data/*
!data/households
@@ -68,4 +72,4 @@ next-env.d.ts
.vercel
# Env
-.env*.local
\ No newline at end of file
+.env*.local
diff --git a/.streamlit/config.toml b/.streamlit/config.toml
deleted file mode 100644
index 9dc3daa..0000000
--- a/.streamlit/config.toml
+++ /dev/null
@@ -1,13 +0,0 @@
-[theme]
-primaryColor = "#2C6496"
-backgroundColor = "#FFFFFF"
-secondaryBackgroundColor = "#F0F2F6"
-textColor = "#262730"
-font = "sans serif"
-
-[server]
-headless = true
-port = 8501
-
-[browser]
-gatherUsageStats = false
\ No newline at end of file
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 41e86d4..de96e6f 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -2,43 +2,66 @@
## Code Structure
-### Main Application (`app.py`)
+### React Application
-**Key Functions:**
+The user-facing ACA calculator lives in the Next.js/React app:
-1. **`calculate_ptc()`** - Core calculation logic
- - Builds household situation dictionary
- - Applies reform parameters if requested
- - Returns PTC and SLCSP values
- - County format: "Travis County" → "TRAVIS_COUNTY_TX"
+- `app/`: Next.js shell
+- `src/App.jsx`: top-level application routing and tabs
+- `src/components/Calculator.jsx`: calculator orchestration
+- `src/components/CalculatorForm.jsx`: household input form
+- `src/components/CalculatorResults.jsx`: calculator outputs and charts
+- `src/views/LocalImpact.jsx`: local enrollment and premium context
-2. **`create_chart()`** - Visualization
- - Generates income sweep curves
- - Shows user's position on curves
- - Compares baseline vs reform scenarios
+Run it locally with:
-3. **`main()`** - Streamlit UI
- - Handles user inputs
- - Displays results
- - Manages session state
+```bash
+npm run dev
+```
+
+The calculator route is `/#calculator`.
+
+### Python Package
+
+Reusable PolicyEngine and data access logic lives in `aca_calc/`:
+
+1. `aca_calc/calculations/ptc.py`
+ - Builds household situations
+ - Applies ACA reform parameters when requested
+ - Returns PTC, SLCSP, FPL, and FPL percentage values
+
+2. `aca_calc/calculations/household.py`
+ - Builds PolicyEngine household dictionaries
+ - Handles spouse, dependent, county, ZIP, and income-axis structure
+
+3. `aca_calc/enrollment_context.py`
+ - Loads checked-in CMS Marketplace enrollment fixtures
+ - Labels HealthCare.gov-platform states versus fallback-only states
+ - Provides county and congressional district local context
### Data Files
-- **`counties.json`**: 3,143 counties across all 50 states + DC
-- **`process_counties.py`**: Updates county data from PolicyEngine
+- `counties.json`: counties across all states plus DC
+- `aca_calc/data/enrollment_context_2026_counties.json`: tiny county fixture
+- `aca_calc/data/enrollment_context_2026_districts.json`: tiny district fixture
+- `aca_calc/data/marketplace_platforms_2026.json`: state Marketplace platform config
+- `process_counties.py`: updates county data from PolicyEngine
## Testing
```bash
-# Quick verification test
-python tests/test_reform_verification.py
+npm run lint
+npm run build
+uv run pytest
+```
-# Comprehensive tests
-python tests/test_app_comprehensive.py
+For local impact work, the focused Python tests are:
-# State-specific tests
-python tests/test_texas.py
-python tests/test_nj.py
+```bash
+uv run pytest \
+ tests/test_enrollment_context.py \
+ tests/test_enrollment_ingest.py \
+ tests/test_congressional_district_ingest.py
```
## PolicyEngine Integration
@@ -49,43 +72,50 @@ python tests/test_nj.py
situation = {
"people": {...},
"families": {...},
- "spm_units": {...}, # Required!
+ "spm_units": {...},
"tax_units": {...},
"households": {...},
- "marital_units": {...} # If married/partnered
+ "marital_units": {...},
}
```
-**Important**: Always include `spm_units` for accurate ACA calculations.
+Always include `spm_units` for accurate ACA calculations. Add
+`marital_units` when the household includes a spouse or child dependents.
### Reform Parameters
IRA enhancements modify these PolicyEngine parameters:
+
```python
-"gov.aca.ptc_phase_out_rate[0-6].amount" # Contribution percentages
-"gov.aca.ptc_income_eligibility[2].amount" # Remove 400% FPL cap
+"gov.aca.ptc_phase_out_rate[0-6].amount"
+"gov.aca.ptc_income_eligibility[2].amount"
```
### County Format
-PolicyEngine expects: `COUNTY_NAME_STATE`
-- Examples: `TRAVIS_COUNTY_TX`, `BERGEN_COUNTY_NJ`
-- All caps, underscores instead of spaces
-- State abbreviation suffix
+PolicyEngine expects `COUNTY_NAME_STATE`:
+
+- `TRAVIS_COUNTY_TX`
+- `BERGEN_COUNTY_NJ`
+
+Use all caps, underscores instead of spaces, and a state abbreviation suffix.
## Common Issues
### SLCSP Returns $0
+
- Check county name format
-- Verify state has marketplace data
-- Try without county (uses state default)
+- Verify state has Marketplace pricing data
+- Try without county to use the state default
### Reform Not Applied
-- Ensure `use_reform=True` parameter
-- Check Reform.from_dict() imports correctly
-- Verify date format: "2026-01-01.2100-12-31"
-### Calculations Don't Match Notebook
+- Ensure `use_reform=True`
+- Check `Reform.from_dict()` imports correctly
+- Verify date ranges use the expected PolicyEngine parameter format
+
+### Calculations Do Not Match Notebook Values
+
- Check PolicyEngine version
- Verify household structure matches
- Confirm income is split correctly for couples
@@ -93,26 +123,23 @@ PolicyEngine expects: `COUNTY_NAME_STATE`
## Adding Features
### New State-Specific Logic
-1. Add to `calculate_ptc()` function
-2. Test with multiple counties in that state
-3. Compare against PolicyEngine web app
+
+1. Add reusable logic under `aca_calc/`.
+2. Wire UI behavior through React components in `src/`.
+3. Test with multiple counties or districts in that state.
### UI Changes
-1. Modify `main()` function
-2. Update session state handling
-3. Test with various household types
-### New Visualizations
-1. Add to or modify `create_chart()`
-2. Use Plotly for consistency
-3. Include hover tooltips
+1. Keep navigation in `src/App.jsx`.
+2. Keep calculator state in the calculator components.
+3. Match existing component and CSS conventions.
-## Performance Tips
+### New Visualizations
-- Use `@st.cache_data` for expensive operations
-- Load counties.json once at startup
-- Minimize redundant PolicyEngine simulations
+1. Prefer existing Recharts/D3 patterns.
+2. Keep chart data preparation separate from visual rendering.
+3. Include labels and hover states that work on desktop and mobile.
## Questions?
-Check PolicyEngine docs: https://policyengine.github.io/policyengine-us/
\ No newline at end of file
+Check PolicyEngine docs: https://policyengine.github.io/policyengine-us/
diff --git a/Makefile b/Makefile
index 534cf93..9407953 100644
--- a/Makefile
+++ b/Makefile
@@ -11,7 +11,7 @@ format:
@echo "Formatting complete"
debug:
- uv run streamlit run app.py
+ npm run dev
clean:
rm -rf __pycache__ .pytest_cache .coverage htmlcov
diff --git a/README.md b/README.md
index 1e14ab5..830f2d4 100644
--- a/README.md
+++ b/README.md
@@ -1,42 +1,54 @@
# ACA Premium Tax Credit Calculator
-Compare 2026 Premium Tax Credits with and without Inflation Reduction Act (IRA) enhancements.
+Compare 2026 Premium Tax Credits with and without Inflation Reduction Act
+(IRA) enhancements, and pair household impacts with local Marketplace
+enrollment context.
-**🔗 [Try the Calculator](https://policyengine-aca-calc.streamlit.app/)**
+**Try the calculator:** https://www.policyengine.org/us/aca-calc#calculator
## Overview
-The Inflation Reduction Act enhanced ACA subsidies through 2025. This calculator shows what your credits would be in 2026 with and without extending these enhancements.
+The Inflation Reduction Act enhanced ACA subsidies through 2025. This
+calculator shows what household credits would be in 2026 with and without
+extending those enhancements.
-**Key Differences:**
-- **With IRA Extension**: No income cap, lower premium contributions (0-8.5% of income)
-- **After IRA Expires**: 400% FPL cap ("subsidy cliff"), higher contributions (2-9.5% of income)
+Key differences:
-## Quick Start
-
-### Use the Live App
+- **With IRA extension:** no income cap, lower premium contributions
+ (0-8.5% of income)
+- **After IRA expires:** 400% FPL cap ("subsidy cliff"), higher contributions
+ (2-9.5% of income)
+- **Local impact:** Marketplace enrollment context for HealthCare.gov-platform
+ geographies where fine-grained CMS PUF data are available
-Visit **[https://policyengine-aca-calc.streamlit.app/](https://policyengine-aca-calc.streamlit.app/)** to use the calculator immediately.
+## Quick Start
### Run Locally
```bash
-# Install dependencies
-pip install -r requirements.txt
-
-# Run the app
-streamlit run app.py
+npm install
+npm run dev
```
-The app will open at http://localhost:8501
+The React app runs at http://localhost:3000. The calculator is available at
+http://localhost:3000/#calculator.
+
+Python tests and data utilities use the Python package in `aca_calc/`:
+
+```bash
+uv run pytest
+```
## Features
-- ✅ **All 50 States + DC**: Accurate calculations for every jurisdiction
-- ✅ **3,143 Counties**: County-specific marketplace pricing
-- ✅ **Real-time Comparison**: Side-by-side baseline vs. IRA extension
-- ✅ **Interactive Charts**: See how credits change across income levels
-- ✅ **Household Flexibility**: Single, married, with/without dependents
+- All 50 states plus DC
+- County-specific ACA pricing inputs
+- Interactive household calculator for baseline, IRA extension, and additional
+ reform scenarios
+- Local impact page with county and congressional district Marketplace
+ enrollment context
+- Tiny checked-in CMS-style enrollment fixtures, structured for later ingestion
+ of processed full PUF files
## Example Results
@@ -50,32 +62,44 @@ The app will open at http://localhost:8501
## Technical Details
Built with:
-- **[PolicyEngine US](https://policyengine.org)**: Open-source tax-benefit microsimulation
-- **[Streamlit](https://streamlit.io)**: Interactive web interface
-- **[Plotly](https://plotly.com)**: Data visualization
-County data sourced from PolicyEngine's ACA rating areas database.
+- **Next.js + React:** interactive web application
+- **PolicyEngine US:** open-source tax-benefit microsimulation
+- **Recharts + D3:** data visualization
+- **Python utilities:** enrollment fixture loaders and ingest helpers
+
+County data are sourced from PolicyEngine's ACA rating area data. Enrollment
+context starts with small checked-in fixtures under `aca_calc/data/` and can be
+repointed to processed CMS Marketplace PUF files later.
## Project Structure
-```
+```text
.
-├── app.py # Main Streamlit application
-├── counties.json # County data for all states
-├── process_counties.py # County data processor
-├── requirements.txt # Python dependencies
-├── tests/ # Test files
-├── notebooks/ # Analysis notebooks
-└── archive/ # Historical files
+├── app/ # Next.js app shell
+├── src/ # React UI, pages, and client-side helpers
+│ ├── components/ # Calculator, charts, and shared components
+│ └── views/LocalImpact.jsx # Local impact view
+├── aca_calc/ # Python calculation and data-access helpers
+│ ├── calculations/ # PolicyEngine household/PTC utilities
+│ └── data/ # Small checked-in enrollment fixtures
+├── tests/ # Python unit tests
+├── package.json # React/Next scripts
+├── pyproject.toml # Python package/dependencies
+└── requirements.txt # Python runtime dependencies
```
## Development
```bash
-# Run tests
-python tests/test_reform_verification.py
+npm run lint
+npm run build
+uv run pytest
+```
+
+To update county data:
-# Update county data
+```bash
python process_counties.py
```
@@ -85,4 +109,4 @@ Open source - see PolicyEngine US license for underlying calculations.
## Credits
-Calculations powered by [PolicyEngine US](https://github.com/PolicyEngine/policyengine-us)
\ No newline at end of file
+Calculations powered by [PolicyEngine US](https://github.com/PolicyEngine/policyengine-us).
diff --git a/aca_calc/calculations/reforms.py b/aca_calc/calculations/reforms.py
index 8da97b2..b451bd4 100644
--- a/aca_calc/calculations/reforms.py
+++ b/aca_calc/calculations/reforms.py
@@ -15,25 +15,25 @@ def create_enhanced_ptc_reform():
"""
return Reform.from_dict(
{
- "gov.aca.required_contribution_percentage[0].amount": {
+ "gov.aca.ptc_phase_out_rate[0].amount": {
"2026-01-01.2100-12-31": 0
},
- "gov.aca.required_contribution_percentage[1].amount": {
+ "gov.aca.ptc_phase_out_rate[1].amount": {
"2026-01-01.2100-12-31": 0
},
- "gov.aca.required_contribution_percentage[2].amount": {
+ "gov.aca.ptc_phase_out_rate[2].amount": {
"2026-01-01.2100-12-31": 0
},
- "gov.aca.required_contribution_percentage[3].amount": {
+ "gov.aca.ptc_phase_out_rate[3].amount": {
"2026-01-01.2100-12-31": 0.02
},
- "gov.aca.required_contribution_percentage[4].amount": {
+ "gov.aca.ptc_phase_out_rate[4].amount": {
"2026-01-01.2100-12-31": 0.04
},
- "gov.aca.required_contribution_percentage[5].amount": {
+ "gov.aca.ptc_phase_out_rate[5].amount": {
"2026-01-01.2100-12-31": 0.06
},
- "gov.aca.required_contribution_percentage[6].amount": {
+ "gov.aca.ptc_phase_out_rate[6].amount": {
"2026-01-01.2100-12-31": 0.085
},
"gov.aca.ptc_income_eligibility[2].amount": {
@@ -65,3 +65,46 @@ def create_700fpl_reform():
except ImportError:
# Fallback if the reform isn't available in the installed version
return None
+
+
+def create_additional_bracket_reform():
+ """Create linear bracket extension reform for ACA PTC.
+
+ This reform extends premium subsidies beyond the standard 400% FPL cliff
+ using a linear formula. Above the transition threshold (typically 300% FPL),
+ the contribution percentage increases linearly based on the increment rate
+ (typically 4 percentage points per 100% FPL).
+
+ The reform creates a more gradual phase-out of subsidies, reducing the
+ cliff effect where households just above 400% FPL lose all subsidies.
+
+ Returns:
+ Reform: PolicyEngine reform object
+ """
+ try:
+ from policyengine_us.reforms.aca.aca_ptc_additional_bracket import aca_ptc_additional_bracket
+ return aca_ptc_additional_bracket
+ except ImportError:
+ return None
+
+
+def create_simplified_bracket_reform():
+ """Create simplified linear phase-out reform for ACA PTC.
+
+ This reform creates a single linear phase-out starting at 100% FPL,
+ where the contribution percentage increases by 4 percentage points
+ per 100% FPL increment. This results in a simpler, more aggressive
+ phase-out compared to the additional bracket reform.
+
+ The reform eliminates the standard ACA bracket structure entirely,
+ replacing it with one continuous linear progression from 100% FPL
+ onwards.
+
+ Returns:
+ Reform: PolicyEngine reform object
+ """
+ try:
+ from policyengine_us.reforms.aca.aca_ptc_simplified_bracket import aca_ptc_simplified_bracket
+ return aca_ptc_simplified_bracket
+ except ImportError:
+ return None
diff --git a/aca_calc/congressional_district_ingest.py b/aca_calc/congressional_district_ingest.py
new file mode 100644
index 0000000..3da5aa7
--- /dev/null
+++ b/aca_calc/congressional_district_ingest.py
@@ -0,0 +1,377 @@
+"""Build compact congressional district context from Census and CMS inputs."""
+
+from __future__ import annotations
+
+import argparse
+import csv
+import json
+import xml.etree.ElementTree as ET
+from pathlib import Path
+from typing import Any
+
+
+STATE_FIPS_TO_ABBR = {
+ "01": "AL",
+ "02": "AK",
+ "04": "AZ",
+ "05": "AR",
+ "06": "CA",
+ "08": "CO",
+ "09": "CT",
+ "10": "DE",
+ "11": "DC",
+ "12": "FL",
+ "13": "GA",
+ "15": "HI",
+ "16": "ID",
+ "17": "IL",
+ "18": "IN",
+ "19": "IA",
+ "20": "KS",
+ "21": "KY",
+ "22": "LA",
+ "23": "ME",
+ "24": "MD",
+ "25": "MA",
+ "26": "MI",
+ "27": "MN",
+ "28": "MS",
+ "29": "MO",
+ "30": "MT",
+ "31": "NE",
+ "32": "NV",
+ "33": "NH",
+ "34": "NJ",
+ "35": "NM",
+ "36": "NY",
+ "37": "NC",
+ "38": "ND",
+ "39": "OH",
+ "40": "OK",
+ "41": "OR",
+ "42": "PA",
+ "44": "RI",
+ "45": "SC",
+ "46": "SD",
+ "47": "TN",
+ "48": "TX",
+ "49": "UT",
+ "50": "VT",
+ "51": "VA",
+ "53": "WA",
+ "54": "WV",
+ "55": "WI",
+ "56": "WY",
+}
+
+COUNT_FIELDS = (
+ "marketplace_plan_selections",
+ "new_consumers",
+ "returning_consumers",
+ "consumers_with_aptc_or_csr",
+ "aptc_consumers",
+ "consumers_premium_after_aptc_lte_10",
+)
+
+
+def _int_value(value: Any) -> int:
+ if value is None:
+ return 0
+ return int(round(float(value)))
+
+
+def _float_value(value: Any) -> float | None:
+ if value is None:
+ return None
+ try:
+ return float(value)
+ except (TypeError, ValueError):
+ return None
+
+
+def _parse_coordinates(value: str) -> list[list[float]]:
+ coordinates = []
+ for coordinate in value.split():
+ lon, lat, *_ = coordinate.split(",")
+ coordinates.append([round(float(lon), 5), round(float(lat), 5)])
+ return list(reversed(coordinates))
+
+
+def _district_label(state: str, district: str, namelsad: str) -> str:
+ if district == "00":
+ return f"{state} at-large"
+ return f"{state}-{int(district):02d}" if district.isdigit() else namelsad
+
+
+def build_district_geography(kml_path: str | Path) -> dict[str, Any]:
+ """Parse Census cartographic boundary KML into compact GeoJSON."""
+ namespace = {"kml": "http://www.opengis.net/kml/2.2"}
+ root = ET.parse(kml_path).getroot()
+ features = []
+
+ for placemark in root.findall(".//kml:Placemark", namespace):
+ data = {
+ item.attrib["name"]: item.text or ""
+ for item in placemark.findall(".//kml:SimpleData", namespace)
+ }
+ state_fips = data.get("STATEFP")
+ state = STATE_FIPS_TO_ABBR.get(state_fips or "")
+ if state is None:
+ continue
+
+ polygons = []
+ for polygon in placemark.findall(".//kml:Polygon", namespace):
+ rings = []
+ outer = polygon.find(
+ "./kml:outerBoundaryIs/kml:LinearRing/kml:coordinates",
+ namespace,
+ )
+ if outer is not None and outer.text:
+ rings.append(_parse_coordinates(outer.text))
+
+ for inner in polygon.findall(
+ "./kml:innerBoundaryIs/kml:LinearRing/kml:coordinates",
+ namespace,
+ ):
+ if inner.text:
+ rings.append(_parse_coordinates(inner.text))
+
+ if rings:
+ polygons.append(rings)
+
+ district = data["CD119FP"]
+ features.append(
+ {
+ "type": "Feature",
+ "properties": {
+ "geoid": data["GEOID"],
+ "state": state,
+ "state_fips": state_fips,
+ "district": district,
+ "label": _district_label(
+ state,
+ district,
+ data["NAMELSAD"],
+ ),
+ "namelsad": data["NAMELSAD"],
+ },
+ "geometry": {
+ "type": "MultiPolygon",
+ "coordinates": polygons,
+ },
+ }
+ )
+
+ return {
+ "type": "FeatureCollection",
+ "congress": 119,
+ "source": "U.S. Census Bureau 2024 Cartographic Boundary File, 119th Congressional Districts, 1:20,000,000",
+ "source_url": "https://www2.census.gov/geo/tiger/GENZ2024/kml/cb_2024_us_cd119_20m.zip",
+ "features": sorted(
+ features,
+ key=lambda feature: feature["properties"]["geoid"],
+ ),
+ }
+
+
+def _empty_accumulator(row: dict[str, str], state: str) -> dict[str, Any]:
+ geoid = row["GEOID_CD119_20"]
+ district = geoid[2:]
+ return {
+ "state": state,
+ "district_geoid": geoid,
+ "district": district,
+ "district_label": _district_label(
+ state,
+ district,
+ row["NAMELSAD_CD119_20"],
+ ),
+ "district_name": row["NAMELSAD_CD119_20"],
+ "source_counties": set(),
+ "county_part_count": 0,
+ "weighted": {field: 0.0 for field in COUNT_FIELDS},
+ "premium_weight": 0.0,
+ "premium_denominator": 0.0,
+ "premium_after_aptc_weight": 0.0,
+ "premium_after_aptc_denominator": 0.0,
+ "aptc_weight": 0.0,
+ "aptc_denominator": 0.0,
+ }
+
+
+def build_district_enrollment_records(
+ enrollment_data: dict[str, Any],
+ relationship_path: str | Path,
+) -> list[dict[str, Any]]:
+ """Aggregate county CMS rows to 119th congressional districts.
+
+ Split counties are apportioned by Census county-to-district land-area
+ overlap. This keeps the first slice deterministic while leaving room for a
+ future ZIP/block allocation.
+ """
+ county_records = {
+ record["county_fips"]: record
+ for record in enrollment_data.get("records", [])
+ if record.get("county_fips")
+ }
+ district_accumulators: dict[str, dict[str, Any]] = {}
+
+ with Path(relationship_path).open(encoding="utf-8-sig", newline="") as f:
+ reader = csv.DictReader(f, delimiter="|")
+ for row in reader:
+ county_record = county_records.get(row["GEOID_COUNTY_20"])
+ if county_record is None:
+ continue
+
+ county_land_area = _float_value(row["AREALAND_COUNTY_20"]) or 0
+ part_land_area = _float_value(row["AREALAND_PART"]) or 0
+ if county_land_area <= 0 or part_land_area <= 0:
+ continue
+
+ weight = part_land_area / county_land_area
+ district_geoid = row["GEOID_CD119_20"]
+ state = county_record["state"]
+ accumulator = district_accumulators.setdefault(
+ district_geoid,
+ _empty_accumulator(row, state),
+ )
+ accumulator["source_counties"].add(row["GEOID_COUNTY_20"])
+ accumulator["county_part_count"] += 1
+
+ for field in COUNT_FIELDS:
+ accumulator["weighted"][field] += (
+ _int_value(county_record.get(field)) * weight
+ )
+
+ plan_selections = (
+ _int_value(county_record.get("marketplace_plan_selections"))
+ * weight
+ )
+ aptc_consumers = _int_value(county_record.get("aptc_consumers")) * weight
+ average_premium = _float_value(county_record.get("average_premium"))
+ average_premium_after_aptc = _float_value(
+ county_record.get("average_premium_after_aptc")
+ )
+ average_aptc = _float_value(county_record.get("average_aptc"))
+
+ if average_premium is not None and plan_selections:
+ accumulator["premium_weight"] += average_premium * plan_selections
+ accumulator["premium_denominator"] += plan_selections
+ if average_premium_after_aptc is not None and plan_selections:
+ accumulator["premium_after_aptc_weight"] += (
+ average_premium_after_aptc * plan_selections
+ )
+ accumulator["premium_after_aptc_denominator"] += plan_selections
+ if average_aptc is not None and aptc_consumers:
+ accumulator["aptc_weight"] += average_aptc * aptc_consumers
+ accumulator["aptc_denominator"] += aptc_consumers
+
+ records = []
+ for accumulator in district_accumulators.values():
+ premium_denominator = accumulator["premium_denominator"]
+ premium_after_aptc_denominator = accumulator[
+ "premium_after_aptc_denominator"
+ ]
+ aptc_denominator = accumulator["aptc_denominator"]
+ records.append(
+ {
+ "state": accumulator["state"],
+ "district_geoid": accumulator["district_geoid"],
+ "district": accumulator["district"],
+ "district_label": accumulator["district_label"],
+ "district_name": accumulator["district_name"],
+ "marketplace_plan_selections": round(
+ accumulator["weighted"]["marketplace_plan_selections"]
+ ),
+ "new_consumers": round(accumulator["weighted"]["new_consumers"]),
+ "returning_consumers": round(
+ accumulator["weighted"]["returning_consumers"]
+ ),
+ "consumers_with_aptc_or_csr": round(
+ accumulator["weighted"]["consumers_with_aptc_or_csr"]
+ ),
+ "aptc_consumers": round(accumulator["weighted"]["aptc_consumers"]),
+ "average_premium": (
+ round(accumulator["premium_weight"] / premium_denominator)
+ if premium_denominator
+ else None
+ ),
+ "average_premium_after_aptc": (
+ round(
+ accumulator["premium_after_aptc_weight"]
+ / premium_after_aptc_denominator
+ )
+ if premium_after_aptc_denominator
+ else None
+ ),
+ "average_aptc": (
+ round(accumulator["aptc_weight"] / aptc_denominator)
+ if aptc_denominator
+ else None
+ ),
+ "consumers_premium_after_aptc_lte_10": round(
+ accumulator["weighted"]["consumers_premium_after_aptc_lte_10"]
+ ),
+ "source_county_count": len(accumulator["source_counties"]),
+ "county_part_count": accumulator["county_part_count"],
+ }
+ )
+
+ return sorted(
+ records,
+ key=lambda record: (record["state"], record["district"]),
+ )
+
+
+def build_district_enrollment_data(
+ enrollment_path: str | Path,
+ relationship_path: str | Path,
+) -> dict[str, Any]:
+ with Path(enrollment_path).open() as f:
+ enrollment_data = json.load(f)
+
+ return {
+ "year": enrollment_data.get("year", 2026),
+ "congress": 119,
+ "geography": "119th Congressional District",
+ "source": "CMS 2026 Marketplace Open Enrollment County-Level PUF and U.S. Census Bureau 119th congressional district relationship files",
+ "source_url": "https://www.census.gov/geographies/reference-files/2020/geo/relationship-files.html",
+ "allocation_method": "County-level CMS PUF rows are apportioned to 119th congressional districts by Census county-to-district land-area overlap.",
+ "records": build_district_enrollment_records(
+ enrollment_data,
+ relationship_path,
+ ),
+ }
+
+
+def main() -> None:
+ parser = argparse.ArgumentParser()
+ parser.add_argument("--district-kml")
+ parser.add_argument("--district-geo-output")
+ parser.add_argument("--enrollment-context")
+ parser.add_argument("--relationship-file")
+ parser.add_argument("--district-context-output")
+ args = parser.parse_args()
+
+ if args.district_kml and args.district_geo_output:
+ geography = build_district_geography(args.district_kml)
+ Path(args.district_geo_output).write_text(
+ json.dumps(geography, separators=(",", ":")) + "\n"
+ )
+
+ if (
+ args.enrollment_context
+ and args.relationship_file
+ and args.district_context_output
+ ):
+ context = build_district_enrollment_data(
+ args.enrollment_context,
+ args.relationship_file,
+ )
+ Path(args.district_context_output).write_text(
+ json.dumps(context, indent=2) + "\n"
+ )
+
+
+if __name__ == "__main__":
+ main()
diff --git a/aca_calc/data/congressional_districts_119_20m.json b/aca_calc/data/congressional_districts_119_20m.json
new file mode 100644
index 0000000..ab1e0b1
--- /dev/null
+++ b/aca_calc/data/congressional_districts_119_20m.json
@@ -0,0 +1 @@
+{"type":"FeatureCollection","congress":119,"source":"U.S. Census Bureau 2024 Cartographic Boundary File, 119th Congressional Districts, 1:20,000,000","source_url":"https://www2.census.gov/geo/tiger/GENZ2024/kml/cb_2024_us_cd119_20m.zip","features":[{"type":"Feature","properties":{"geoid":"0101","state":"AL","state_fips":"01","district":"01","label":"AL-01","namelsad":"Congressional District 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diff --git a/aca_calc/data/enrollment_context_2026_counties.json b/aca_calc/data/enrollment_context_2026_counties.json
new file mode 100644
index 0000000..8598b63
--- /dev/null
+++ b/aca_calc/data/enrollment_context_2026_counties.json
@@ -0,0 +1,28735 @@
+{
+ "year": 2026,
+ "source": "CMS 2026 Marketplace Open Enrollment Period County-Level and ZIP-Level Public Use Files",
+ "source_url": "https://www.cms.gov/data-research/statistics-trends-reports/marketplace-products/2026-marketplace-open-enrollment-period-public-use-files",
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+ },
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+ },
+ {
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+ "consumers_premium_after_aptc_lte_10": 129
+ },
+ {
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+ },
+ {
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+ "consumers_premium_after_aptc_lte_10": 179
+ },
+ {
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+ },
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+ "consumers_premium_after_aptc_lte_10": 216
+ },
+ {
+ "state": "WY",
+ "county": "Weston County",
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+ }
+ ]
+}
diff --git a/aca_calc/data/enrollment_context_2026_districts.json b/aca_calc/data/enrollment_context_2026_districts.json
new file mode 100644
index 0000000..64394f4
--- /dev/null
+++ b/aca_calc/data/enrollment_context_2026_districts.json
@@ -0,0 +1,3934 @@
+{
+ "year": 2026,
+ "congress": 119,
+ "geography": "119th Congressional District",
+ "source": "CMS 2026 Marketplace Open Enrollment County-Level PUF and U.S. Census Bureau 119th congressional district relationship files",
+ "source_url": "https://www.census.gov/geographies/reference-files/2020/geo/relationship-files.html",
+ "allocation_method": "County-level CMS PUF rows are apportioned to 119th congressional districts by Census county-to-district land-area overlap.",
+ "records": [
+ {
+ "state": "AK",
+ "district_geoid": "0200",
+ "district": "00",
+ "district_label": "AK at-large",
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+ "average_aptc": 944,
+ "consumers_premium_after_aptc_lte_10": 4964,
+ "source_county_count": 28,
+ "county_part_count": 28
+ },
+ {
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+ "district_geoid": "0101",
+ "district": "01",
+ "district_label": "AL-01",
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+ },
+ {
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+ },
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+ },
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+ "source_county_count": 6,
+ "county_part_count": 6
+ },
+ {
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+ },
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+ },
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+ },
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+ },
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+ },
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+ },
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+ },
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+ },
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+ },
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+ },
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+ "aptc_consumers": 119933,
+ "average_premium": 522,
+ "average_premium_after_aptc": 112,
+ "average_aptc": 451,
+ "consumers_premium_after_aptc_lte_10": 29646,
+ "source_county_count": 4,
+ "county_part_count": 4
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5501",
+ "district": "01",
+ "district_label": "WI-01",
+ "district_name": "Congressional District 1",
+ "marketplace_plan_selections": 40426,
+ "new_consumers": 5946,
+ "returning_consumers": 34480,
+ "consumers_with_aptc_or_csr": 33283,
+ "aptc_consumers": 33220,
+ "average_premium": 766,
+ "average_premium_after_aptc": 213,
+ "average_aptc": 673,
+ "consumers_premium_after_aptc_lte_10": 7332,
+ "source_county_count": 5,
+ "county_part_count": 5
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5502",
+ "district": "02",
+ "district_label": "WI-02",
+ "district_name": "Congressional District 2",
+ "marketplace_plan_selections": 35875,
+ "new_consumers": 5340,
+ "returning_consumers": 30535,
+ "consumers_with_aptc_or_csr": 25511,
+ "aptc_consumers": 25452,
+ "average_premium": 672,
+ "average_premium_after_aptc": 273,
+ "average_aptc": 562,
+ "consumers_premium_after_aptc_lte_10": 4680,
+ "source_county_count": 6,
+ "county_part_count": 6
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5503",
+ "district": "03",
+ "district_label": "WI-03",
+ "district_name": "Congressional District 3",
+ "marketplace_plan_selections": 31967,
+ "new_consumers": 3808,
+ "returning_consumers": 28159,
+ "consumers_with_aptc_or_csr": 25710,
+ "aptc_consumers": 25677,
+ "average_premium": 878,
+ "average_premium_after_aptc": 261,
+ "average_aptc": 768,
+ "consumers_premium_after_aptc_lte_10": 5016,
+ "source_county_count": 19,
+ "county_part_count": 19
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5504",
+ "district": "04",
+ "district_label": "WI-04",
+ "district_name": "Congressional District 4",
+ "marketplace_plan_selections": 27192,
+ "new_consumers": 4243,
+ "returning_consumers": 22949,
+ "consumers_with_aptc_or_csr": 23096,
+ "aptc_consumers": 23050,
+ "average_premium": 765,
+ "average_premium_after_aptc": 180,
+ "average_aptc": 690,
+ "consumers_premium_after_aptc_lte_10": 5939,
+ "source_county_count": 1,
+ "county_part_count": 1
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5505",
+ "district": "05",
+ "district_label": "WI-05",
+ "district_name": "Congressional District 5",
+ "marketplace_plan_selections": 36218,
+ "new_consumers": 5221,
+ "returning_consumers": 30997,
+ "consumers_with_aptc_or_csr": 25922,
+ "aptc_consumers": 25887,
+ "average_premium": 767,
+ "average_premium_after_aptc": 302,
+ "average_aptc": 650,
+ "consumers_premium_after_aptc_lte_10": 4469,
+ "source_county_count": 6,
+ "county_part_count": 6
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5506",
+ "district": "06",
+ "district_label": "WI-06",
+ "district_name": "Congressional District 6",
+ "marketplace_plan_selections": 35552,
+ "new_consumers": 4756,
+ "returning_consumers": 30796,
+ "consumers_with_aptc_or_csr": 27814,
+ "aptc_consumers": 27746,
+ "average_premium": 752,
+ "average_premium_after_aptc": 245,
+ "average_aptc": 650,
+ "consumers_premium_after_aptc_lte_10": 5693,
+ "source_county_count": 11,
+ "county_part_count": 11
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5507",
+ "district": "07",
+ "district_label": "WI-07",
+ "district_name": "Congressional District 7",
+ "marketplace_plan_selections": 42558,
+ "new_consumers": 4986,
+ "returning_consumers": 37573,
+ "consumers_with_aptc_or_csr": 34600,
+ "aptc_consumers": 34497,
+ "average_premium": 934,
+ "average_premium_after_aptc": 270,
+ "average_aptc": 818,
+ "consumers_premium_after_aptc_lte_10": 6336,
+ "source_county_count": 26,
+ "county_part_count": 26
+ },
+ {
+ "state": "WI",
+ "district_geoid": "5508",
+ "district": "08",
+ "district_label": "WI-08",
+ "district_name": "Congressional District 8",
+ "marketplace_plan_selections": 41548,
+ "new_consumers": 5283,
+ "returning_consumers": 36265,
+ "consumers_with_aptc_or_csr": 32659,
+ "aptc_consumers": 32588,
+ "average_premium": 726,
+ "average_premium_after_aptc": 243,
+ "average_aptc": 615,
+ "consumers_premium_after_aptc_lte_10": 4996,
+ "source_county_count": 11,
+ "county_part_count": 11
+ },
+ {
+ "state": "WV",
+ "district_geoid": "5401",
+ "district": "01",
+ "district_label": "WV-01",
+ "district_name": "Congressional District 1",
+ "marketplace_plan_selections": 27614,
+ "new_consumers": 3156,
+ "returning_consumers": 24458,
+ "consumers_with_aptc_or_csr": 24800,
+ "aptc_consumers": 24784,
+ "average_premium": 1362,
+ "average_premium_after_aptc": 200,
+ "average_aptc": 1295,
+ "consumers_premium_after_aptc_lte_10": 10453,
+ "source_county_count": 28,
+ "county_part_count": 28
+ },
+ {
+ "state": "WV",
+ "district_geoid": "5402",
+ "district": "02",
+ "district_label": "WV-02",
+ "district_name": "Congressional District 2",
+ "marketplace_plan_selections": 28265,
+ "new_consumers": 3766,
+ "returning_consumers": 24499,
+ "consumers_with_aptc_or_csr": 24883,
+ "aptc_consumers": 24875,
+ "average_premium": 1266,
+ "average_premium_after_aptc": 216,
+ "average_aptc": 1192,
+ "consumers_premium_after_aptc_lte_10": 9411,
+ "source_county_count": 27,
+ "county_part_count": 27
+ },
+ {
+ "state": "WY",
+ "district_geoid": "5600",
+ "district": "00",
+ "district_label": "WY at-large",
+ "district_name": "Congressional District (at Large)",
+ "marketplace_plan_selections": 41545,
+ "new_consumers": 5503,
+ "returning_consumers": 36042,
+ "consumers_with_aptc_or_csr": 36267,
+ "aptc_consumers": 36186,
+ "average_premium": 1217,
+ "average_premium_after_aptc": 235,
+ "average_aptc": 1127,
+ "consumers_premium_after_aptc_lte_10": 9569,
+ "source_county_count": 23,
+ "county_part_count": 23
+ }
+ ]
+}
diff --git a/aca_calc/data/marketplace_platforms_2026.json b/aca_calc/data/marketplace_platforms_2026.json
new file mode 100644
index 0000000..4e13492
--- /dev/null
+++ b/aca_calc/data/marketplace_platforms_2026.json
@@ -0,0 +1,59 @@
+{
+ "year": 2026,
+ "healthcare_gov_states": [
+ "AK",
+ "AL",
+ "AR",
+ "AZ",
+ "DE",
+ "FL",
+ "HI",
+ "IA",
+ "IN",
+ "KS",
+ "LA",
+ "MI",
+ "MO",
+ "MS",
+ "MT",
+ "NC",
+ "ND",
+ "NE",
+ "NH",
+ "OH",
+ "OK",
+ "OR",
+ "SC",
+ "SD",
+ "TN",
+ "TX",
+ "UT",
+ "WI",
+ "WV",
+ "WY"
+ ],
+ "state_based_marketplace_states": [
+ "CA",
+ "CO",
+ "CT",
+ "DC",
+ "GA",
+ "ID",
+ "IL",
+ "KY",
+ "MA",
+ "MD",
+ "ME",
+ "MN",
+ "NJ",
+ "NM",
+ "NV",
+ "NY",
+ "PA",
+ "RI",
+ "VA",
+ "VT",
+ "WA"
+ ],
+ "fine_grained_puf_note": "CMS 2026 county- and ZIP-level Marketplace Open Enrollment PUFs cover states that use the HealthCare.gov platform. State-based marketplace states remain selectable, but this first slice shows a state-level fallback because CMS county/ZIP PUF rows are not available for those states."
+}
diff --git a/aca_calc/enrollment_context.py b/aca_calc/enrollment_context.py
new file mode 100644
index 0000000..fe9a138
--- /dev/null
+++ b/aca_calc/enrollment_context.py
@@ -0,0 +1,222 @@
+"""CMS Marketplace enrollment context helpers."""
+
+from __future__ import annotations
+
+import json
+import re
+from dataclasses import asdict, dataclass
+from pathlib import Path
+from typing import Any
+
+
+DATA_DIR = Path(__file__).resolve().parent / "data"
+DEFAULT_ENROLLMENT_PATH = DATA_DIR / "enrollment_context_2026_counties.json"
+DEFAULT_PLATFORM_PATH = DATA_DIR / "marketplace_platforms_2026.json"
+
+
+@dataclass(frozen=True)
+class EnrollmentContext:
+ """Local Marketplace enrollment context for one state/county selection."""
+
+ year: int
+ state: str
+ county: str | None
+ status: str
+ marketplace_platform: str
+ fine_grained_cms_available: bool
+ county_context_available: bool
+ message: str
+ source: str | None = None
+ source_url: str | None = None
+ county_fips: str | None = None
+ marketplace_plan_selections: int | None = None
+ new_consumers: int | None = None
+ returning_consumers: int | None = None
+ consumers_with_aptc_or_csr: int | None = None
+ aptc_consumers: int | None = None
+ average_premium: float | None = None
+ average_premium_after_aptc: float | None = None
+ average_aptc: float | None = None
+ consumers_premium_after_aptc_lte_10: int | None = None
+
+ def as_dict(self) -> dict[str, Any]:
+ """Return a JSON-serializable representation."""
+ return asdict(self)
+
+
+def load_marketplace_platforms(
+ path: str | Path = DEFAULT_PLATFORM_PATH,
+) -> dict[str, Any]:
+ """Load the 2026 platform configuration."""
+ with Path(path).open() as f:
+ return json.load(f)
+
+
+def load_enrollment_records(
+ path: str | Path = DEFAULT_ENROLLMENT_PATH,
+) -> dict[str, Any]:
+ """Load processed enrollment records.
+
+ The default is a checked-in compact county extract generated from CMS
+ County-Level PUF rows. Future ingestion can point this function at a larger
+ processed CMS output with the same field names.
+ """
+ with Path(path).open() as f:
+ return json.load(f)
+
+
+def _normalize_state(state: str | None) -> str:
+ return (state or "").strip().upper()
+
+
+def _normalize_county(county: str | None) -> str:
+ value = (county or "").strip().casefold()
+ value = re.sub(r"[^a-z0-9]+", " ", value)
+ value = re.sub(r"\s+", " ", value).strip()
+ for suffix in (
+ " city and borough",
+ " census area",
+ " municipality",
+ " borough",
+ " county",
+ " parish",
+ ):
+ if value.endswith(suffix):
+ value = value.removesuffix(suffix).strip()
+ break
+ return value
+
+
+def _county_keys(county: str | None) -> tuple[str, str]:
+ normalized = _normalize_county(county)
+ return normalized, normalized.replace(" ", "")
+
+
+def _platform_for_state(state: str, platforms: dict[str, Any]) -> str:
+ if state in platforms["healthcare_gov_states"]:
+ return "HealthCare.gov"
+ if state in platforms["state_based_marketplace_states"]:
+ return "State-based marketplace"
+ return "Unknown"
+
+
+def _record_index(records: list[dict[str, Any]]) -> dict[tuple[str, str], dict]:
+ index = {}
+ for record in records:
+ for county_key in _county_keys(record["county"]):
+ index[(record["state"].upper(), county_key)] = record
+ return index
+
+
+def get_enrollment_context(
+ state: str,
+ county: str | None = None,
+ *,
+ enrollment_path: str | Path = DEFAULT_ENROLLMENT_PATH,
+ platform_path: str | Path = DEFAULT_PLATFORM_PATH,
+) -> EnrollmentContext:
+ """Return CMS Marketplace enrollment context for a state/county.
+
+ HealthCare.gov-platform states can have county/ZIP PUF detail. State-based
+ marketplace states return a clear fallback status because CMS does not
+ publish those county/ZIP PUF rows for them.
+ """
+ platforms = load_marketplace_platforms(platform_path)
+ enrollment_data = load_enrollment_records(enrollment_path)
+ state_code = _normalize_state(state)
+ platform = _platform_for_state(state_code, platforms)
+ year = enrollment_data.get("year", platforms.get("year", 2026))
+ source = enrollment_data.get("source")
+ source_url = enrollment_data.get("source_url")
+
+ if platform == "Unknown":
+ return EnrollmentContext(
+ year=year,
+ state=state_code,
+ county=county,
+ status="unknown_state",
+ marketplace_platform=platform,
+ fine_grained_cms_available=False,
+ county_context_available=False,
+ message=(
+ f"{state_code or 'This state'} is not recognized in the "
+ "2026 Marketplace platform configuration."
+ ),
+ source=source,
+ source_url=source_url,
+ )
+
+ if platform == "State-based marketplace":
+ return EnrollmentContext(
+ year=year,
+ state=state_code,
+ county=county,
+ status="state_based_marketplace_fallback",
+ marketplace_platform=platform,
+ fine_grained_cms_available=False,
+ county_context_available=False,
+ message=(
+ f"{state_code} runs a state-based marketplace. CMS county/ZIP "
+ "Marketplace PUF detail is not available here, so this view "
+ "falls back to state-level context only."
+ ),
+ source=source,
+ source_url=source_url,
+ )
+
+ index = _record_index(enrollment_data.get("records", []))
+ record = next(
+ (
+ index[(state_code, county_key)]
+ for county_key in _county_keys(county)
+ if (state_code, county_key) in index
+ ),
+ None,
+ )
+
+ if record is None:
+ location = f"{county}, {state_code}" if county else state_code
+ return EnrollmentContext(
+ year=year,
+ state=state_code,
+ county=county,
+ status="not_in_compact_dataset",
+ marketplace_platform=platform,
+ fine_grained_cms_available=True,
+ county_context_available=False,
+ message=(
+ f"CMS county/ZIP PUF detail is available for {state_code}, "
+ f"but {location} is not included in the checked-in compact "
+ "county dataset yet."
+ ),
+ source=source,
+ source_url=source_url,
+ )
+
+ return EnrollmentContext(
+ year=year,
+ state=state_code,
+ county=record["county"],
+ status="county_context_available",
+ marketplace_platform=platform,
+ fine_grained_cms_available=True,
+ county_context_available=True,
+ message=(
+ f"Fine-grained CMS county enrollment context is available for "
+ f"{record['county']}, {state_code}."
+ ),
+ source=source,
+ source_url=source_url,
+ county_fips=record.get("county_fips"),
+ marketplace_plan_selections=record.get("marketplace_plan_selections"),
+ new_consumers=record.get("new_consumers"),
+ returning_consumers=record.get("returning_consumers"),
+ consumers_with_aptc_or_csr=record.get("consumers_with_aptc_or_csr"),
+ aptc_consumers=record.get("aptc_consumers"),
+ average_premium=record.get("average_premium"),
+ average_premium_after_aptc=record.get("average_premium_after_aptc"),
+ average_aptc=record.get("average_aptc"),
+ consumers_premium_after_aptc_lte_10=record.get(
+ "consumers_premium_after_aptc_lte_10"
+ ),
+ )
diff --git a/aca_calc/enrollment_ingest.py b/aca_calc/enrollment_ingest.py
new file mode 100644
index 0000000..9dff610
--- /dev/null
+++ b/aca_calc/enrollment_ingest.py
@@ -0,0 +1,257 @@
+"""Build compact Marketplace enrollment context from CMS OEP PUF files."""
+
+from __future__ import annotations
+
+import argparse
+import csv
+import json
+from pathlib import Path
+from typing import Any
+
+
+DEFAULT_SOURCE = (
+ "CMS 2026 Marketplace Open Enrollment Period County-Level and ZIP-Level "
+ "Public Use Files"
+)
+DEFAULT_SOURCE_URL = (
+ "https://www.cms.gov/data-research/statistics-trends-reports/"
+ "marketplace-products/2026-marketplace-open-enrollment-period-public-use-files"
+)
+SUPPRESSED_VALUES = {"", "*", "+", "total"}
+
+
+def parse_cms_number(value: str | int | float | None) -> int | float | None:
+ """Parse CMS PUF counts/currency while preserving suppressed values."""
+ if value is None:
+ return None
+ if isinstance(value, int | float):
+ return value
+
+ text = value.strip().strip('"')
+ if text.casefold() in SUPPRESSED_VALUES:
+ return None
+
+ cleaned = text.replace("$", "").replace(",", "").strip()
+ if cleaned.casefold() in SUPPRESSED_VALUES:
+ return None
+
+ try:
+ parsed = float(cleaned)
+ except ValueError:
+ return None
+
+ return int(parsed) if parsed.is_integer() else parsed
+
+
+def _int_value(value: str | int | float | None) -> int | None:
+ parsed = parse_cms_number(value)
+ return int(parsed) if parsed is not None else None
+
+
+def _float_value(value: str | int | float | None) -> float | None:
+ parsed = parse_cms_number(value)
+ return float(parsed) if parsed is not None else None
+
+
+def transform_county_row(
+ row: dict[str, str],
+ county_name: str,
+ zip_examples: list[dict[str, Any]] | None = None,
+) -> dict[str, Any]:
+ """Transform a CMS County-Level PUF row into the app fixture schema."""
+ record = {
+ "state": row["State_Abrvtn"].strip().upper(),
+ "county": county_name,
+ "county_fips": row["County_FIPS_Cd"].strip(),
+ "marketplace_plan_selections": _int_value(row.get("Cnsmr")),
+ "new_consumers": _int_value(row.get("New_Cnsmr")),
+ "returning_consumers": _int_value(row.get("Tot_Renrl")),
+ "consumers_with_aptc_or_csr": _int_value(
+ row.get("Cnsmr_Wth_APTC_CSR")
+ ),
+ "aptc_consumers": _int_value(row.get("APTC_Cnsmr")),
+ "average_premium": _float_value(row.get("Avg_Prm")),
+ "average_premium_after_aptc": _float_value(
+ row.get("Avg_Prm_Aftr_APTC")
+ ),
+ "average_aptc": _float_value(row.get("APTC_Cnsmr_Avg_APTC")),
+ "consumers_premium_after_aptc_lte_10": _int_value(
+ row.get("Cnsmr_Prm_Aftr_APTC_LTEQ10")
+ ),
+ }
+ if zip_examples:
+ record["zip_examples"] = zip_examples
+ return record
+
+
+def transform_zip_row(row: dict[str, str]) -> dict[str, Any]:
+ """Transform a CMS ZIP-Level PUF row into a compact example row."""
+ return {
+ "zip": row["zip"].strip(),
+ "marketplace_plan_selections": _int_value(row.get("Cnsmr")),
+ "aptc_consumers": _int_value(row.get("APTC_Cnsmr")),
+ "average_aptc": _float_value(row.get("APTC_Cnsmr_Avg_APTC")),
+ }
+
+
+def load_zip_examples(
+ zip_puf_path: str | Path,
+ zip_codes: list[str],
+) -> list[dict[str, Any]]:
+ """Return selected ZIP rows from a CMS ZIP-Level PUF CSV."""
+ wanted = set(zip_codes)
+ examples: list[dict[str, Any]] = []
+
+ with Path(zip_puf_path).open(newline="") as f:
+ for row in csv.DictReader(f):
+ if row["zip"].strip() in wanted:
+ examples.append(transform_zip_row(row))
+
+ return sorted(examples, key=lambda record: record["zip"])
+
+
+def load_county_fips_mapping(path: str | Path) -> dict[str, str]:
+ """Load a county FIPS to county name mapping.
+
+ Supports the Census national county code file shape
+ (STATE, STATEFP, COUNTYFP, COUNTYNAME, CLASSFP) and simple files with
+ county_fips/county_name columns.
+ """
+ mapping: dict[str, str] = {}
+
+ with Path(path).open(newline="") as f:
+ rows = list(csv.reader(f))
+
+ if not rows:
+ return mapping
+
+ header = rows[0]
+ if {"county_fips", "county_name"}.issubset(header):
+ for values in rows[1:]:
+ row = dict(zip(header, values))
+ mapping[row["county_fips"].strip()] = row["county_name"].strip()
+ return mapping
+
+ census_header = ["STATE", "STATEFP", "COUNTYFP", "COUNTYNAME", "CLASSFP"]
+ data_rows = rows[1:] if header[:5] == census_header else rows
+ for row in data_rows:
+ if len(row) >= 4:
+ mapping[f"{row[1].strip()}{row[2].strip()}"] = row[3].strip()
+
+ return mapping
+
+
+def build_enrollment_context_fixture(
+ county_puf_path: str | Path,
+ county_fips_to_name: dict[str, str],
+ *,
+ zip_puf_path: str | Path | None = None,
+ zip_examples_by_county_fips: dict[str, list[str]] | None = None,
+ year: int = 2026,
+ source: str = DEFAULT_SOURCE,
+ source_url: str = DEFAULT_SOURCE_URL,
+) -> dict[str, Any]:
+ """Build a compact fixture from selected CMS County/ZIP PUF rows."""
+ zip_examples_by_county_fips = zip_examples_by_county_fips or {}
+ records: list[dict[str, Any]] = []
+
+ with Path(county_puf_path).open(newline="") as f:
+ for row in csv.DictReader(f):
+ county_fips = row.get("County_FIPS_Cd", "").strip()
+ if county_fips not in county_fips_to_name:
+ continue
+
+ zip_examples = None
+ if zip_puf_path and county_fips in zip_examples_by_county_fips:
+ zip_examples = load_zip_examples(
+ zip_puf_path,
+ zip_examples_by_county_fips[county_fips],
+ )
+
+ records.append(
+ transform_county_row(
+ row,
+ county_fips_to_name[county_fips],
+ zip_examples=zip_examples,
+ )
+ )
+
+ return {
+ "year": year,
+ "source": source,
+ "source_url": source_url,
+ "records": sorted(
+ records,
+ key=lambda record: (record["state"], record["county"]),
+ ),
+ }
+
+
+def write_enrollment_context_fixture(
+ output_path: str | Path,
+ fixture: dict[str, Any],
+) -> None:
+ """Write a compact enrollment context fixture."""
+ with Path(output_path).open("w") as f:
+ json.dump(fixture, f, indent=2)
+ f.write("\n")
+
+
+def _parse_county_mapping(values: list[str]) -> dict[str, str]:
+ return dict(value.split("=", 1) for value in values)
+
+
+def _parse_zip_mapping(values: list[str]) -> dict[str, list[str]]:
+ return {
+ fips: [zip_code.strip() for zip_code in zip_codes.split(",")]
+ for fips, zip_codes in (value.split("=", 1) for value in values)
+ }
+
+
+def main(argv: list[str] | None = None) -> None:
+ """CLI for creating a compact fixture from selected PUF rows."""
+ parser = argparse.ArgumentParser()
+ parser.add_argument("--county-puf", required=True)
+ parser.add_argument("--output", required=True)
+ parser.add_argument(
+ "--county",
+ action="append",
+ default=[],
+ help="County mapping as FIPS=County Name. Can be passed repeatedly.",
+ )
+ parser.add_argument(
+ "--county-fips",
+ help=(
+ "CSV mapping county FIPS codes to names. Supports Census "
+ "national_county.txt columns or county_fips/county_name columns."
+ ),
+ )
+ parser.add_argument("--zip-puf")
+ parser.add_argument(
+ "--zip-examples",
+ action="append",
+ default=[],
+ help="ZIP mapping as FIPS=ZIP,ZIP. Can be passed repeatedly.",
+ )
+ parser.add_argument("--year", type=int, default=2026)
+ args = parser.parse_args(argv)
+
+ county_mapping = _parse_county_mapping(args.county)
+ if args.county_fips:
+ county_mapping = {
+ **load_county_fips_mapping(args.county_fips),
+ **county_mapping,
+ }
+
+ fixture = build_enrollment_context_fixture(
+ args.county_puf,
+ county_mapping,
+ zip_puf_path=args.zip_puf,
+ zip_examples_by_county_fips=_parse_zip_mapping(args.zip_examples),
+ year=args.year,
+ )
+ write_enrollment_context_fixture(args.output, fixture)
+
+
+if __name__ == "__main__":
+ main()
diff --git a/app.py b/app.py
deleted file mode 100644
index 1fa4d7d..0000000
--- a/app.py
+++ /dev/null
@@ -1,929 +0,0 @@
-"""
-ACA Health Coverage Interactive Story
-======================================
-A scrollytelling experience explaining how ACA premium tax credits work
-and how proposed reforms would affect different households.
-
-Uses precomputed PolicyEngine US simulation data for instant loading.
-"""
-
-import streamlit as st
-import numpy as np
-import json
-import os
-from pathlib import Path
-import plotly.graph_objects as go
-import base64
-
-st.set_page_config(
- page_title="Understanding ACA Health Coverage Reforms",
- layout="wide",
- initial_sidebar_state="collapsed",
-)
-
-# ============================================================================
-# Design Tokens (PolicyEngine App V2 Style)
-# ============================================================================
-
-COLORS = {
- # Primary brand - teal
- "primary": "#319795",
- "primary_light": "#4FD1C5",
- "primary_dark": "#285E61",
-
- # Secondary - gray scale
- "gray_50": "#F9FAFB",
- "gray_100": "#F2F4F7",
- "gray_200": "#E2E8F0",
- "gray_300": "#D1D5DB",
- "gray_400": "#9CA3AF",
- "gray_500": "#6B7280",
- "gray_600": "#4B5563",
- "gray_700": "#344054",
- "gray_800": "#1F2937",
- "gray_900": "#101828",
-
- # Semantic
- "success": "#22C55E",
- "warning": "#FEC601",
- "error": "#EF4444",
-
- # Chart colors
- "baseline": "#9CA3AF", # Gray for baseline/current law
- "ira_reform": "#2C6496", # Blue for IRA extension
- "bipartisan_reform": "#9467BD", # Purple for 700% FPL
- "medicaid": "#319795", # Teal for Medicaid
- "chip": "#38B2AC", # Lighter teal for CHIP
-
- # Text
- "text_primary": "#000000",
- "text_secondary": "#5A5A5A",
-
- # Background
- "bg_primary": "#FFFFFF",
- "bg_secondary": "#F5F9FF",
-}
-
-FONTS = {
- "primary": "Inter, -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif",
- "body": "Roboto, -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif",
-}
-
-# ============================================================================
-# Preset Households
-# ============================================================================
-
-PRESET_HOUSEHOLDS = {
- "tampa_family": {
- "name": "Tampa Family of 4",
- "description": "Two parents (age 40) with two children (ages 10 and 8) in Florida",
- "age_head": 40,
- "age_spouse": 40,
- "dependent_ages": [10, 8],
- "state": "FL",
- "county": "Hillsborough County",
- "is_expansion_state": False,
- "key_insight": "Florida didn't expand Medicaid, creating a coverage gap for parents between 32% and 100% FPL.",
- },
- "california_couple": {
- "name": "California Couple",
- "description": "An older couple (ages 64 and 62) in San Benito County, California",
- "age_head": 64,
- "age_spouse": 62,
- "dependent_ages": [],
- "state": "CA",
- "county": "San Benito County",
- "is_expansion_state": True,
- "key_insight": "This older couple faces high premiums due to age-based rating, making subsidies especially valuable.",
- },
- "texas_single": {
- "name": "Single Adult in Texas",
- "description": "A single 35-year-old in Harris County, Texas",
- "age_head": 35,
- "age_spouse": None,
- "dependent_ages": [],
- "state": "TX",
- "county": "Harris County",
- "is_expansion_state": False,
- "key_insight": "Texas didn't expand Medicaid. Single adults below 100% FPL fall into the coverage gap with no affordable options.",
- },
- "ny_family": {
- "name": "Young Family in New York",
- "description": "Two parents (ages 30 and 28) with a toddler (age 2) in New York City",
- "age_head": 30,
- "age_spouse": 28,
- "dependent_ages": [2],
- "state": "NY",
- "county": "New York County",
- "is_expansion_state": True,
- "key_insight": "New York expanded Medicaid, so this family has coverage options at lower incomes, but faces the 400% FPL cliff.",
- },
-}
-
-# ============================================================================
-# Scroll Section Content
-# ============================================================================
-
-SCROLL_SECTIONS = [
- {
- "id": "intro",
- "title": "Health Coverage in America",
- "content": """
- Health insurance coverage in America is a patchwork of programs: **Medicaid** for low-income
- households, **CHIP** for children, and **marketplace plans** with premium tax credits (PTCs)
- for those who don't qualify for other coverage.
-
- The Affordable Care Act's premium tax credits help make marketplace coverage affordable, but
- they're set to change dramatically in 2026 when current enhancements expire.
-
- **Scroll to explore how these programs work and how proposed reforms would affect real families.**
- """,
- "chart_state": "all_programs",
- "highlight": None,
- },
- {
- "id": "medicaid",
- "title": "Medicaid: The Foundation",
- "content": """
- **Medicaid** provides free or low-cost coverage for low-income Americans. But eligibility
- varies dramatically by state.
-
- In **expansion states** (like California and New York), adults qualify up to **138% of the
- Federal Poverty Level (FPL)**.
-
- In **non-expansion states** (like Florida and Texas), parents may only qualify up to
- **~32% FPL**, and childless adults often don't qualify at all—regardless of how low
- their income is.
-
- This creates the infamous **"coverage gap"**: people too poor for subsidies but not
- poor enough for Medicaid.
- """,
- "chart_state": "medicaid_focus",
- "highlight": "medicaid",
- },
- {
- "id": "chip",
- "title": "CHIP: Children's Coverage",
- "content": """
- The **Children's Health Insurance Program (CHIP)** covers children in families with
- incomes too high for Medicaid but who can't afford private insurance.
-
- CHIP eligibility extends much higher than adult Medicaid—typically up to **200-300% FPL**
- depending on the state.
-
- This means in many families, children have coverage through CHIP while parents must
- find other options.
- """,
- "chart_state": "chip_focus",
- "highlight": "chip",
- },
- {
- "id": "ptc_basics",
- "title": "Premium Tax Credits: How They Work",
- "content": """
- **Premium Tax Credits** help pay for marketplace health insurance. The credit equals
- the difference between:
-
- - The cost of the **benchmark plan** (second-lowest-cost Silver plan in your area)
- - Your **required contribution** (a percentage of your income)
-
- The lower your income, the lower your required contribution percentage, and the
- larger your tax credit.
-
- Currently, PTCs are available from **100% to 400% FPL** under baseline law.
- """,
- "chart_state": "ptc_baseline",
- "highlight": "ptc_baseline",
- },
- {
- "id": "the_cliff",
- "title": "The 400% FPL Cliff",
- "content": """
- Under current law (after IRA enhancements expire), premium tax credits **completely
- disappear** at 400% of the Federal Poverty Level.
-
- This creates a brutal "**subsidy cliff**" where earning just one more dollar can cost
- a family **thousands** in lost subsidies.
-
- For a family of four, this cliff hits at around **$124,800** in 2026.
-
- Watch how the gray baseline line drops to zero—this is the cliff millions of
- Americans face.
- """,
- "chart_state": "cliff_focus",
- "highlight": "cliff",
- },
- {
- "id": "ira_extension",
- "title": "The IRA Extension",
- "content": """
- The **Inflation Reduction Act** enhanced premium tax credits through 2025, but these
- enhancements are set to expire.
-
- **Extending the IRA subsidies** would:
-
- - **Eliminate the 400% FPL cliff** entirely
- - **Cap contributions at 8.5%** of income for everyone
- - Provide credits to households **at any income level** above 400% FPL
-
- The **blue line** shows how much more generous this is compared to baseline.
- """,
- "chart_state": "ira_reform",
- "highlight": "ira",
- },
- {
- "id": "bipartisan_bill",
- "title": "The Bipartisan Health Insurance Affordability Act",
- "content": """
- A bipartisan group of lawmakers has proposed an alternative: the **Bipartisan Health
- Insurance Affordability Act**.
-
- This bill would:
-
- - Extend eligibility to **700% FPL** (not unlimited like IRA)
- - Use a different contribution schedule topping out at **9.25%**
- - Create a **gradual phase-out** rather than a cliff
-
- The **purple line** shows this alternative. It's less generous than the IRA extension
- at high incomes, but still far better than baseline.
- """,
- "chart_state": "both_reforms",
- "highlight": "bipartisan",
- },
- {
- "id": "impact",
- "title": "The Impact: Who Benefits?",
- "content": """
- Both reforms primarily benefit households in the **middle-income range**—those earning
- between 200% and 600% of FPL.
-
- For our example households:
-
- - **Younger families** see modest but meaningful gains
- - **Older households** (like our California couple) see the largest dollar benefits
- because their premiums are higher
- - **Everyone above 400% FPL** benefits from cliff elimination
-
- The chart now shows the **change in net income**—the total benefit from reform.
- """,
- "chart_state": "impact",
- "highlight": "impact",
- },
- {
- "id": "your_turn",
- "title": "See How It Affects You",
- "content": """
- Every household's situation is different. Your age, location, family size, and
- income all affect your premium tax credits.
-
- **Try our calculator** to see exactly how these reforms would affect your family:
-
- 👉 [Open the ACA Calculator](/calc)
-
- Or explore the example households above to understand the patterns.
- """,
- "chart_state": "both_reforms",
- "highlight": None,
- },
-]
-
-# ============================================================================
-# Data Loading Functions
-# ============================================================================
-
-# Path to precomputed household data
-DATA_DIR = Path(__file__).parent / "data" / "households"
-
-
-@st.cache_data
-def load_household_data(household_key):
- """Load precomputed household data from JSON file.
-
- Data is precomputed by running: python precompute_households.py
- This avoids expensive PolicyEngine simulations on page load.
- """
- json_file = DATA_DIR / f"{household_key}.json"
-
- if json_file.exists():
- with open(json_file, "r") as f:
- return json.load(f)
- else:
- st.error(f"Precomputed data not found for {household_key}. Run `python precompute_households.py` to generate.")
- return None
-
-
-@st.cache_data
-def load_all_household_data():
- """Load all precomputed household data at once."""
- combined_file = DATA_DIR / "all_households.json"
-
- if combined_file.exists():
- with open(combined_file, "r") as f:
- return json.load(f)
- else:
- # Fall back to loading individual files
- all_data = {}
- for key in PRESET_HOUSEHOLDS.keys():
- data = load_household_data(key)
- if data:
- all_data[key] = data
- return all_data
-
-
-def create_chart(data, chart_state, highlight=None):
- """Create a Plotly chart based on the current scroll state."""
- income = np.array(data["income"])
- fpl = data["fpl"]
-
- fig = go.Figure()
-
- # Determine x-axis range
- if chart_state == "cliff_focus":
- x_max = fpl * 5 # Show up to 500% FPL for cliff focus
- else:
- # Find where PTCs end
- ptc_ira = np.array(data["ptc_ira"])
- last_nonzero = np.where(ptc_ira > 0)[0]
- x_max = income[last_nonzero[-1]] * 1.1 if len(last_nonzero) > 0 else 200000
- x_max = min(x_max, 300000)
-
- # Common layout settings
- layout_kwargs = dict(
- height=500,
- plot_bgcolor="white",
- paper_bgcolor="white",
- font=dict(family=FONTS["body"], size=14),
- margin=dict(l=80, r=40, t=60, b=80),
- xaxis=dict(
- tickformat="$,.0f",
- range=[0, x_max],
- gridcolor=COLORS["gray_200"],
- title="Household Income",
- title_font=dict(size=14, color=COLORS["text_secondary"]),
- ),
- yaxis=dict(
- tickformat="$,.0f",
- gridcolor=COLORS["gray_200"],
- rangemode="tozero",
- title_font=dict(size=14, color=COLORS["text_secondary"]),
- ),
- legend=dict(
- orientation="h",
- yanchor="bottom",
- y=1.02,
- xanchor="right",
- x=1,
- font=dict(size=12),
- ),
- hovermode="x unified",
- )
-
- # Add FPL markers as vertical lines
- fpl_markers = [
- (1.0, "100% FPL"),
- (1.38, "138% FPL"),
- (4.0, "400% FPL"),
- (7.0, "700% FPL"),
- ]
-
- for mult, label in fpl_markers:
- fpl_income = fpl * mult
- if fpl_income < x_max:
- fig.add_vline(
- x=fpl_income,
- line_dash="dot",
- line_color=COLORS["gray_300"],
- line_width=1,
- annotation_text=label,
- annotation_position="top",
- annotation_font_size=10,
- annotation_font_color=COLORS["gray_500"],
- )
-
- # Build traces based on chart state
- if chart_state in ["all_programs", "medicaid_focus", "chip_focus"]:
- # Show all health programs
- medicaid = np.array(data["medicaid"])
- chip = np.array(data["chip"])
- ptc_baseline = np.array(data["ptc_baseline"])
-
- # Medicaid trace
- opacity = 1.0 if chart_state == "medicaid_focus" or highlight == "medicaid" else 0.7
- fig.add_trace(go.Scatter(
- x=income, y=medicaid,
- mode="lines",
- name="Medicaid",
- line=dict(color=COLORS["medicaid"], width=3 if opacity == 1.0 else 2),
- opacity=opacity,
- ))
-
- # CHIP trace (if any children)
- if np.any(chip > 0):
- opacity = 1.0 if chart_state == "chip_focus" or highlight == "chip" else 0.7
- fig.add_trace(go.Scatter(
- x=income, y=chip,
- mode="lines",
- name="CHIP",
- line=dict(color=COLORS["chip"], width=3 if opacity == 1.0 else 2),
- opacity=opacity,
- ))
-
- # PTC baseline
- fig.add_trace(go.Scatter(
- x=income, y=ptc_baseline,
- mode="lines",
- name="Premium Tax Credit (Baseline)",
- line=dict(color=COLORS["baseline"], width=2),
- opacity=0.7,
- ))
-
- layout_kwargs["yaxis"]["title"] = "Annual Benefit Value"
- layout_kwargs["title"] = dict(
- text="Health Coverage Programs by Income",
- font=dict(size=20, color=COLORS["primary"]),
- )
-
- elif chart_state in ["ptc_baseline", "cliff_focus"]:
- # Focus on PTC baseline and the cliff
- ptc_baseline = np.array(data["ptc_baseline"])
-
- fig.add_trace(go.Scatter(
- x=income, y=ptc_baseline,
- mode="lines",
- name="PTC (Current Law after 2025)",
- line=dict(color=COLORS["baseline"], width=3),
- fill="tozeroy",
- fillcolor="rgba(156, 163, 175, 0.2)",
- ))
-
- # Add cliff annotation
- if chart_state == "cliff_focus":
- cliff_income = fpl * 4
- fig.add_annotation(
- x=cliff_income,
- y=0,
- text="THE CLIFF
Credits drop to $0",
- showarrow=True,
- arrowhead=2,
- arrowcolor=COLORS["error"],
- ax=0,
- ay=-60,
- bgcolor=COLORS["error"],
- font=dict(color="white", size=12),
- borderpad=8,
- )
-
- layout_kwargs["yaxis"]["title"] = "Annual Premium Tax Credit"
- layout_kwargs["title"] = dict(
- text="Premium Tax Credits Under Current Law",
- font=dict(size=20, color=COLORS["primary"]),
- )
-
- elif chart_state == "ira_reform":
- # Show baseline vs IRA reform
- ptc_baseline = np.array(data["ptc_baseline"])
- ptc_ira = np.array(data["ptc_ira"])
-
- fig.add_trace(go.Scatter(
- x=income, y=ptc_baseline,
- mode="lines",
- name="Baseline (Current Law)",
- line=dict(color=COLORS["baseline"], width=2),
- ))
-
- fig.add_trace(go.Scatter(
- x=income, y=ptc_ira,
- mode="lines",
- name="IRA Extension",
- line=dict(color=COLORS["ira_reform"], width=3),
- fill="tonexty",
- fillcolor="rgba(44, 100, 150, 0.2)",
- ))
-
- layout_kwargs["yaxis"]["title"] = "Annual Premium Tax Credit"
- layout_kwargs["title"] = dict(
- text="IRA Extension vs Current Law",
- font=dict(size=20, color=COLORS["primary"]),
- )
-
- elif chart_state == "both_reforms":
- # Show all three scenarios
- ptc_baseline = np.array(data["ptc_baseline"])
- ptc_ira = np.array(data["ptc_ira"])
- ptc_700fpl = np.array(data["ptc_700fpl"]) if data["ptc_700fpl"] else None
-
- fig.add_trace(go.Scatter(
- x=income, y=ptc_baseline,
- mode="lines",
- name="Baseline",
- line=dict(color=COLORS["baseline"], width=2),
- ))
-
- fig.add_trace(go.Scatter(
- x=income, y=ptc_ira,
- mode="lines",
- name="IRA Extension",
- line=dict(color=COLORS["ira_reform"], width=3),
- ))
-
- if ptc_700fpl is not None:
- fig.add_trace(go.Scatter(
- x=income, y=ptc_700fpl,
- mode="lines",
- name="Bipartisan 700% FPL",
- line=dict(color=COLORS["bipartisan_reform"], width=3),
- ))
-
- layout_kwargs["yaxis"]["title"] = "Annual Premium Tax Credit"
- layout_kwargs["title"] = dict(
- text="Comparing Reform Options",
- font=dict(size=20, color=COLORS["primary"]),
- )
-
- elif chart_state == "impact":
- # Show change in net income
- net_baseline = np.array(data["net_income_baseline"])
- net_ira = np.array(data["net_income_ira"])
- net_700fpl = np.array(data["net_income_700fpl"]) if data["net_income_700fpl"] else None
-
- delta_ira = net_ira - net_baseline
- delta_700fpl = net_700fpl - net_baseline if net_700fpl is not None else None
-
- fig.add_trace(go.Scatter(
- x=income, y=delta_ira,
- mode="lines",
- name="Gain from IRA Extension",
- line=dict(color=COLORS["ira_reform"], width=3),
- fill="tozeroy",
- fillcolor="rgba(44, 100, 150, 0.2)",
- ))
-
- if delta_700fpl is not None:
- fig.add_trace(go.Scatter(
- x=income, y=delta_700fpl,
- mode="lines",
- name="Gain from Bipartisan Bill",
- line=dict(color=COLORS["bipartisan_reform"], width=3),
- ))
-
- # Add zero line
- fig.add_hline(y=0, line_color=COLORS["gray_400"], line_width=1)
-
- layout_kwargs["yaxis"]["title"] = "Change in Annual Net Income"
- layout_kwargs["title"] = dict(
- text="Impact of Reform on Household Finances",
- font=dict(size=20, color=COLORS["primary"]),
- )
-
- fig.update_layout(**layout_kwargs)
- return fig
-
-
-# ============================================================================
-# Custom CSS for Scrollytelling Layout
-# ============================================================================
-
-def inject_custom_css():
- st.markdown("""
-
- """, unsafe_allow_html=True)
-
-
-# ============================================================================
-# Main App
-# ============================================================================
-
-def main():
- inject_custom_css()
-
- # Header
- st.markdown('
An interactive guide to how premium tax credits work and what\'s at stake in 2026
', unsafe_allow_html=True) - - # Household selector - st.markdown("### Select an Example Household") - - cols = st.columns(len(PRESET_HOUSEHOLDS)) - selected_household = st.session_state.get("selected_household", "tampa_family") - - for i, (key, household) in enumerate(PRESET_HOUSEHOLDS.items()): - with cols[i]: - is_selected = key == selected_household - button_type = "primary" if is_selected else "secondary" - if st.button( - household["name"], - key=f"btn_{key}", - type=button_type, - use_container_width=True, - ): - st.session_state.selected_household = key - st.rerun() - - # Show household info - household = PRESET_HOUSEHOLDS[selected_household] - st.markdown(f""" -{household['description']}
-Key insight: {household['key_insight']}
-- Modeling how the scheduled expiration of IRA enhancements affects health insurance costs -
-+ Modeling how the scheduled expiration of IRA enhancements affects health insurance costs +
+{parseContent(paragraph)}
+ ))} ++ Enter your household information to see how ACA policy changes would affect your health insurance costs. +
+{error}
+ +Running simulations for your household
++ Get a personalized walkthrough of how these policies affect your household +
+Fill out the form and click "Calculate" to see your projected premium tax credits under different policy scenarios.
++ {formatCurrency(userResults.income)} is approximately {userResults.fplPct.toFixed(0)}% FPL for your household +
+{formatCurrency(userResults.baseline)}
+Annual PTC
+{formatCurrency(userResults.baseline / 12)}/month
+{formatCurrency(userResults.ira)}
+Annual PTC
+{formatCurrency(userResults.ira / 12)}/month
+ {userResults.iraGain > 0 && ( ++{formatCurrency(userResults.iraGain)}/year
+ )} +{formatCurrency(userResults.fpl700)}
+Annual PTC
+{formatCurrency(userResults.fpl700 / 12)}/month
+ {userResults.fpl700Gain > 0 && ( ++{formatCurrency(userResults.fpl700Gain)}/year
+ )} +{formatCurrency(userResults.additionalBracket)}
+Annual PTC
+{formatCurrency(userResults.additionalBracket / 12)}/month
+ {userResults.additionalBracketGain > 0 && ( ++{formatCurrency(userResults.additionalBracketGain)}/year
+ )} +{formatCurrency(userResults.simplifiedBracket)}
+Annual PTC
+{formatCurrency(userResults.simplifiedBracket / 12)}/month
+ {userResults.simplifiedBracketGain > 0 && ( ++{formatCurrency(userResults.simplifiedBracketGain)}/year
+ )} ++ At {fpl}% FPL, your household would be covered by {programList}. + Premium tax credits are not available when eligible for these programs. +
+ ); + } + + // Below 100% FPL with no Medicaid - coverage gap + if (userResults.fplPct < 100 && !hasBaseline && !hasIra && !hasFpl700) { + return ( ++ At {fpl}% FPL, you fall into the coverage gap. + Your state has not expanded Medicaid, so adults at this income level don't qualify. + Marketplace subsidies are only available starting at 100% FPL, + leaving a gap in coverage for those below 100% FPL in non-expansion states. +
+ ); + } + + // Above 700% FPL - only IRA could help + if (userResults.fplPct > 700) { + return ( ++ At {fpl}% FPL, you are above the 700% FPL threshold. + {hasIra + ? " The IRA Extension would provide subsidies, but the 700% FPL Bill only extends eligibility to 700% FPL." + : " Your required contribution under the IRA Extension (8.5% of income) exceeds the benchmark premium cost, so you would not receive subsidies under either reform option."} +
+ ); + } + + // Above 400% FPL but under 700% + if (userResults.fplPct > 400) { + if (hasIra && hasFpl700) { + return ( ++ At {fpl}% FPL, you are above the 400% FPL cliff but within range of both reform options. + Under baseline 2026 law, you would receive no premium tax credits. + Both reform options would provide you with subsidies. +
+ ); + } else if (hasIra && !hasFpl700) { + return ( ++ At {fpl}% FPL, you are above the 400% FPL cliff. + The IRA Extension would provide subsidies. The 700% FPL Bill would not provide subsidies because + your required contribution (9.25% of income) would exceed the benchmark premium cost. +
+ ); + } else { + return ( ++ At {fpl}% FPL, you are above the 400% FPL cliff. + Your income is high enough that your required contribution would exceed the benchmark premium cost, + so neither reform option would provide subsidies at this income level. +
+ ); + } + } + + // Between 138% and 400% FPL + if (hasBaseline) { + return ( ++ At {fpl}% FPL, you are in the marketplace subsidy range. + You would receive subsidies under baseline law, but the reform options + would increase your credits by lowering your required contribution percentage. +
+ ); + } else { + return ( ++ At {fpl}% FPL, you are in the marketplace subsidy range. + Your required contribution under baseline law would exceed the benchmark premium cost, + so you would not receive subsidies. The reform options lower required contributions and may provide credits. +
+ ); + } + })()} +Enter your income above to see how each policy would affect your premium tax credits.
+119th congressional districts with CMS county context.
++ {activeContext && activeMetricAvailable + ? `${formatNumber(activeContext.marketplace_plan_selections)} plan selections; ${formatNumber(activeContext.aptc_consumers)} receive APTC and ${formatNumber(activeContext.non_aptc_consumers)} do not. Average paid premium is ${formatCurrency(activeContext.average_premium_after_aptc)}/mo.` + : unavailableMessage(activeState)} +
+ {activeContext && activeMetricAvailable && ( ++ District estimates use {formatNumber(availableDistrictCount)}{" "} + HealthCare.gov-platform districts with paid-premium data.{" "} + {congressionalDistrictContext2026.allocation_method} +
+Local impact
++ Select a geography, then compare CMS Marketplace enrollment context, + average paid premiums, and APTC uptake by congressional district. +
+{platformConfig2026.fine_grained_puf_note}
+{context.message}
+ + {context.countyContextAvailable ? ( ++ {context.fineGrainedCmsAvailable + ? "This HealthCare.gov state has CMS county/ZIP PUF detail, but this county is not matched in the compact dataset yet." + : "State-based marketplace enrollment detail is reported outside the CMS county/ZIP PUF structure used in this first slice."} +
+