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Water heating codes 907 (single-point gas) and 909 (electric instantaneous) describe no-cylinder, point-of-use systems with no primary circuit. The predicted_hot_water_kwh model was adding 366 kWh cylinder-storage loss + 245 kWh primary-pipework loss on top of useful demand for these certs — over-counting HW by 600+ kWh. Discovered hand-tracing cert 2903-8339 (11m² Top-floor flat studio, water_heating_code=909, actual SAP 75, predicted 55). 100-cert parity probe: MAE 4.53 → 4.48 (-0.05) RMSE 5.96 → 5.81 bias -0.57 → -0.52 Smaller MAE delta than S-B12 because instantaneous-HW certs are a smaller subset, but the affected dwellings are exactly the worst- residual tail. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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| .. | ||
| domain | ||
| fetchers | ||
| repos | ||
| utils | ||
| README.md | ||
Shared packages
Workspace packages consumed by services/*. Each package is its own Python distribution with its own pyproject.toml; services import via the workspace dependency mechanism ({ workspace = true }).
| Package | Purpose |
|---|---|
domain/ |
Shared domain types — Property, BaselinePerformance, Plan, Scenario, EpcPropertyData, etc. No persistence, no IO, no business logic. |
repos/ |
Persistence layer — one repo per aggregate. Owns the SQL. Depends on domain. |
fetchers/ |
External API clients (gov EPC, Ofgem, Google Solar, etc.). Depend on domain for response shapes. |
utils/ |
Cross-cutting infra — logging, S3, CloudWatch URL builders, SQS task helpers. |
Adding a new shared package
Only when a real second consumer materialises. Don't pre-shatter (repos-epc, repos-property, ...) — split when a deployment needs to drop a dep, not before.
See ../ara_backend_design.md §11 for the broader monorepo layout and ../CONTEXT.md for the domain glossary that names the types living in domain/.