8.4 KiB
8.4 KiB
name, description
| name | description |
|---|---|
| policyengine-testing-patterns | PolicyEngine testing patterns - YAML test structure, naming conventions, period handling, and quality standards |
PolicyEngine Testing Patterns
Comprehensive patterns and standards for creating PolicyEngine tests.
Quick Reference
File Structure
policyengine_us/tests/policy/baseline/gov/states/[state]/[agency]/[program]/
├── [variable_name].yaml # Unit test for specific variable
├── [another_variable].yaml # Another unit test
└── integration.yaml # Integration test (NEVER prefixed)
Period Restrictions
- ✅
2024-01- First month only - ✅
2024- Whole year - ❌
2024-04- Other months NOT supported - ❌
2024-01-01- Full dates NOT supported
Naming Convention
- Files:
variable_name.yaml(matches variable exactly) - Integration: Always
integration.yaml(never prefixed) - Cases:
Case 1, description.(numbered, comma, period) - People:
person1,person2(never descriptive names)
1. Test File Organization
File Naming Rules
Unit tests - Named after the variable they test:
✅ CORRECT:
az_liheap_eligible.yaml # Tests az_liheap_eligible variable
az_liheap_benefit.yaml # Tests az_liheap_benefit variable
❌ WRONG:
test_az_liheap.yaml # Wrong prefix
liheap_tests.yaml # Wrong pattern
Integration tests - Always named integration.yaml:
✅ CORRECT:
integration.yaml # Standard name
❌ WRONG:
az_liheap_integration.yaml # Never prefix integration
program_integration.yaml # Never prefix integration
Folder Structure
Follow state/agency/program hierarchy:
gov/
└── states/
└── [state_code]/
└── [agency]/
└── [program]/
├── eligibility/
│ └── income_eligible.yaml
├── income/
│ └── countable_income.yaml
└── integration.yaml
2. Period Format Restrictions
Critical: Only Two Formats Supported
PolicyEngine test system ONLY supports:
2024-01- First month of year2024- Whole year
Never use:
2024-04- April (will fail)2024-10- October (will fail)2024-01-01- Full date (will fail)
Handling Mid-Year Policy Changes
If policy changes April 1, 2024:
# Option 1: Test with first month
period: 2024-01 # Tests January with new policy
# Option 2: Test next year
period: 2025-01 # When policy definitely active
3. Test Naming Conventions
Case Names
Use numbered cases with descriptions:
✅ CORRECT:
- name: Case 1, single parent with one child.
- name: Case 2, two parents with two children.
- name: Case 3, income at threshold.
❌ WRONG:
- name: Single parent test
- name: Test case for family
- name: Case 1 - single parent # Wrong punctuation
Person Names
Use generic sequential names:
✅ CORRECT:
people:
person1:
age: 30
person2:
age: 10
person3:
age: 8
❌ WRONG:
people:
parent:
age: 30
child1:
age: 10
Output Format
Use simplified format without entity key:
✅ CORRECT:
output:
tx_tanf_eligible: true
tx_tanf_benefit: 250
❌ WRONG:
output:
tx_tanf_eligible:
spm_unit: true # Don't nest under entity
4. Which Variables Need Tests
Variables That DON'T Need Tests
Skip tests for simple composition variables using only adds or subtracts:
# NO TEST NEEDED - just summing
class tx_tanf_countable_income(Variable):
adds = ["earned_income", "unearned_income"]
# NO TEST NEEDED - simple arithmetic
class net_income(Variable):
adds = ["gross_income"]
subtracts = ["deductions"]
Variables That NEED Tests
Create tests for variables with:
- Conditional logic (
where,select,if) - Calculations/transformations
- Business logic
- Deductions/disregards
- Eligibility determinations
# NEEDS TEST - has logic
class tx_tanf_income_eligible(Variable):
def formula(spm_unit, period, parameters):
return where(enrolled, passes_test, other_test)
5. Period Conversion in Tests
Critical Rule for MONTH Tests
When period: 2025-01:
- Input: YEAR variables as annual amounts
- Output: YEAR variables show monthly values (÷12)
- name: Case 1, income conversion.
period: 2025-01 # MONTH period
input:
people:
person1:
employment_income: 12_000 # Input: Annual
output:
employment_income: 1_000 # Output: Monthly (12_000/12)
6. Numeric Formatting
Always Use Underscore Separators
✅ CORRECT:
employment_income: 50_000
cash_assets: 1_500
❌ WRONG:
employment_income: 50000
cash_assets: 1500
7. Integration Test Quality Standards
Inline Calculation Comments
Document every calculation step:
- name: Case 2, earnings with deductions.
period: 2025-01
input:
people:
person1:
employment_income: 3_000 # $250/month
output:
# Person-level arrays
tx_tanf_gross_earned_income: [250, 0]
# Person1: 3,000/12 = 250
tx_tanf_earned_after_disregard: [87.1, 0]
# Person1: 250 - 120 = 130
# Disregard: 130/3 = 43.33
# After: 130 - 43.33 = 86.67 ≈ 87.1
Comprehensive Scenarios
Include 5-7 scenarios covering:
- Basic eligible case
- Earnings with deductions
- Edge case at threshold
- Mixed enrollment status
- Special circumstances (SSI, immigration)
- Ineligible case
Verify Intermediate Values
Check 8-10 values per test:
output:
# Income calculation chain
program_gross_income: 250
program_earned_after_disregard: 87.1
program_deductions: 200
program_countable_income: 0
# Eligibility chain
program_income_eligible: true
program_resources_eligible: true
program_eligible: true
# Final benefit
program_benefit: 320
8. Common Variables to Use
Always Available
# Demographics
age: 30
is_disabled: false
is_pregnant: false
# Income
employment_income: 50_000
self_employment_income: 10_000
social_security: 12_000
ssi: 9_000
# Benefits
snap: 200
tanf: 150
medicaid: true
# Location
state_code: CA
county_code: "06037" # String for FIPS
Variables That DON'T Exist
Never use these (not in PolicyEngine):
heating_expenseutility_expenseutility_shut_off_noticepast_due_balancebulk_fuel_amountweatherization_needed
9. Enum Verification
Always Check Actual Enum Values
Before using enums in tests:
# Find enum definition
grep -r "class ImmigrationStatus" --include="*.py"
# Check actual values
class ImmigrationStatus(Enum):
CITIZEN = "Citizen"
LEGAL_PERMANENT_RESIDENT = "Legal Permanent Resident" # NOT "PERMANENT_RESIDENT"
REFUGEE = "Refugee"
✅ CORRECT:
immigration_status: LEGAL_PERMANENT_RESIDENT
❌ WRONG:
immigration_status: PERMANENT_RESIDENT # Doesn't exist
10. Test Quality Checklist
Before submitting tests:
- All variables exist in PolicyEngine
- Period format is
2024-01or2024only - Numbers use underscore separators
- Integration tests have calculation comments
- 5-7 comprehensive scenarios in integration.yaml
- Enum values verified against actual definitions
- Output values realistic, not placeholders
- File names match variable names exactly
Common Test Patterns
Income Eligibility
- name: Case 1, income exactly at threshold.
period: 2024-01
input:
people:
person1:
employment_income: 30_360 # Annual limit
output:
program_income_eligible: true # At threshold = eligible
Priority Groups
- name: Case 2, elderly priority.
period: 2024-01
input:
people:
person1:
age: 65
output:
program_priority_group: true
Categorical Eligibility
- name: Case 3, SNAP categorical.
period: 2024-01
input:
spm_units:
spm_unit:
snap: 200 # Receives SNAP
output:
program_categorical_eligible: true
For Agents
When creating tests:
- Check existing variables before using any in tests
- Use only supported periods (2024-01 or 2024)
- Document calculations in integration tests
- Verify enum values against actual code
- Follow naming conventions exactly
- Include edge cases at thresholds
- Test realistic scenarios not placeholders