3d6cf5ea17
S0380.65 added the dual-rate Table 12a Grid 1 + Table 12d blend for the electric main_heating CO2 factor, but the STANDARD-tariff branch fell back to the annual Table 12 flat (code 30 = 0.136). Same gap existed on the PE side (no helper at all — line 3756 hardcoded `primary_energy_factor(main_fuel)` = 1.501 annual flat). For the 20-cert STANDARD-tariff ASHP cohort this hid a systematic +2.7 kWh/m² PE under-count on every cert. Per SAP 10.2 Table 12d header (p.195) and Table 12e header (p.196): "Where electricity is the fuel used, the relevant set of factors in the table below should be used to calculate the monthly [CO2 emissions / primary energy] instead the annual average factor given in Table 12." The spec rule applies regardless of tariff — only the high/low split is tariff-dependent. STANDARD-tariff electric mains still require the monthly cascade, just with single-code (30) factors. Cohort closure (PE residual vs lodged EPC PEUI): 9796: -4.18 → -1.36 4800: -3.83 → -0.59 2536: -3.48 → -1.02 ... 20 cluster certs mean: -3.10 → -0.66 Changes: - `_main_heating_co2_factor_kg_per_kwh` — drop STANDARD-tariff fallback; instead apply `_effective_monthly_co2_factor` with `_STANDARD_ELECTRICITY_FUEL_CODE` (30) for STANDARD-tariff electric mains. Dual-rate path unchanged. - NEW `_main_heating_primary_factor(main, tariff, monthly_kwh)` — PE-side mirror covering both STANDARD (single-code 30 monthly cascade) and dual-rate (Table 12a Grid 1 high/low blend over Table 12e high/low codes) paths. - `cert_to_inputs` `space_heating_primary_factor` field — routed through the new helper (was annual `primary_energy_factor`). Tests: - Updated `test_standard_meter_ashp_main_heating_co2_factor_…` (renamed `…_falls_back_to_annual_table_12` → `…_applies_monthly_table_12d_code_30`) to assert the monthly cascade > annual flat by the winter-weighting margin. - Added `test_standard_meter_ashp_main_heating_primary_factor_…` pinning the PE Table 12e analog. - Added `test_dual_meter_ashp_main_heating_primary_factor_…` pinning the dual-rate Table 12a Grid 1 PE blend. - `test_golden_fixtures.py`: 20 ASHP cluster cert pins updated to the post-S0380.71 residuals (mean PE residual -3.10 → -0.66 kWh/m²). Other certs unchanged. Baseline: 544 pass + 9 expected `test_sap_result_pin[000565-*]` cascade-gap fails. Pyright net-zero on every touched file. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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| .devcontainer | ||
| .github/workflows | ||
| .idea | ||
| .vscode | ||
| applications | ||
| asset_list | ||
| backend | ||
| backlog | ||
| datatypes | ||
| deployment/terraform | ||
| docs/adr | ||
| domain | ||
| epr_data_exports | ||
| etl | ||
| infrastructure | ||
| model_data/requirements | ||
| orchestration | ||
| recommendations | ||
| repositories | ||
| scripts | ||
| sfr/principal_pitch | ||
| survey_report | ||
| tests | ||
| utilities | ||
| utils | ||
| .coveragerc | ||
| .dockerignore | ||
| .gitignore | ||
| __init__.py | ||
| ara_backend_design.md | ||
| BaseUtility.py | ||
| CLAUDE.md | ||
| conftest.py | ||
| CONTEXT.md | ||
| devcontainer.sh | ||
| Dockerfile.test | ||
| Dockerfile.test.dockerignore | ||
| Makefile | ||
| MEMORY.md | ||
| package-lock.json | ||
| package.json | ||
| pyproject.toml | ||
| pyrightconfig.json | ||
| pytest.ini | ||
| README.md | ||
| run_lambda_local.sh | ||
| serverless.yml | ||
| test.requirements.txt | ||
| tox.ini | ||
| UBIQUITOUS_LANGUAGE.md | ||
Model Repository
This repository contains the code pertaining to the development of the data science and machine learning products being utilised by Hestia.
The different folders in this repository relate to services that can be used independently, or can be imported and used as part of a larger application
Getting Started
Prerequisites
Dev Container Setup
This repo uses a Docker Compose-based dev container. The model-backend service joins a shared-dev Docker network so it can communicate with other local services (e.g. a frontend container) running on your machine.
VS Code users: The initializeCommand in devcontainer.json creates the shared-dev network automatically before the container starts. No manual step required — just open the repo and select Reopen in Container.
Non-VS Code / CI workflows: Run the following once before starting the container:
make dev-setup
This is idempotent and safe to re-run if the network already exists.
Folders
backend/
This folder contains the code for the fastapi backend service, which provides an interface to much of the functionality in this repository, for the frontend
model_data/
This folder contains related to the reading and preparation of assessment model data, including pulling out epc attributes
Testing
All tests can be run, against the configuration in pytest.ini running
pytest
This will run the complete panel of tests and report on coverage in the locations specified by the pytest.ini file.
To run tests in a specific service, e.g. inside of model_data, simply run
pytest --cov-config=model_data/.coveragerc --cov=model_data
This will produce the test results and coverage reports