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The 17a-baseline residuals showed cylinder_insulation_thickness_mm,
cylinder_size and cylinder_insulation_type at ranks 3/6/9 for hot_water_kwh
because the crude 16d formula didn't use them -- the model had to learn
storage physics from raw features.
Now predicted_hot_water_kwh sums:
useful_demand (existing, unchanged)
+ distribution_loss = useful * 0.15
+ storage_loss = volume * insulation_factor * 365 * 0.6
(volume from cylinder_size, factor from
cylinder_insulation_thickness_mm or age-default)
+ primary_circuit_loss = 245 (age A-J) / 60 (age K-M)
- wwhrs_credit = useful * 0.12 if number_baths_wwhrs > 0
- solar_hw_credit = 250 if solar_water_heating
all / efficiency_water = delivered kWh
Same inputs we already extract; just plumbed through. Expected:
predicted_hot_water_kwh feature usage jumps from rank 10 to top tier,
hot_water_kwh MAPE drops from 7.17%, and predicted_ecf gets tighter for
gas-heat + electric-DHW mid-band homes -> SAP MAPE marginally better.
5 new AAA tests; VERSION 2.1.0 -> 2.2.0 (MINOR; column semantics enriched).
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| .. | ||
| src/domain | ||
| pyproject.toml | ||
| README.md | ||
domna-domain
Shared domain types — Property, Properties, BaselinePerformance, Plan, PlanPhase, Scenario, ScenarioPhase, ScenarioSnapshot, Recommendation, OptimisedPackage, EpcPropertyData, etc.
Boundary: types only. No persistence, no IO, no business logic. Other packages and services depend on domna-domain; this package depends on nothing internal.
Domain definitions live in ../../CONTEXT.md. New types added here must match the glossary terms.
Layout
src/domain/
├── __init__.py
├── property.py # Property, Properties, PropertyIdentity
├── site_notes.py
├── landlord_overrides.py
├── baseline_performance.py # lodged + effective pair (ADR-0004)
├── plan.py # Plan, PlanPhase, OptimisedPackage
├── scenario.py # Scenario, ScenarioPhase, ScenarioSnapshot (ADR-0005)
├── recommendation.py
├── geospatial.py
├── solar.py
├── anomaly_flags.py
└── ml/
├── __init__.py
├── transform.py # EpcMlTransform (versioned per §8.3)
└── schema.py
When datatypes/epc/domain/ folds in, the EPC schema types move under src/domain/epc/.