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Khalim Conn-Kowlessar 887a384477 Slice S0380.47: wire β-split into cost cascade per SAP 10.2 Appendix M1 §6
SAP 10.2 Appendix M1 §6 (p.94): "When calculating the fuel cost
benefits ... apply the normal import electricity price to PV energy
used within the dwelling and the 'electricity sold to grid, PV' price
from Table 12 to the energy exported."

Adds the third leg of the β-factor split (PE was S0380.45, CO2 was
S0380.46). Now uniform across all three cascades:
  PE   → IMPORT PEF × E_dw + EXPORT PEF × E_ex
  CO2  → IMPORT CO2 × E_dw + EXPORT CO2 × E_ex
  Cost → IMPORT £   × E_dw + EXPORT £   × E_ex

Mechanism:
- `worksheet/fuel_cost.py`: optional `pv_dwelling_kwh_per_yr` +
  `pv_exported_kwh_per_yr` + `pv_dwelling_import_price_gbp_per_kwh`
  keyword args; when all three are set, split the credit; otherwise
  fall back to legacy single-rate-EXPORT (preserves synthetic test
  constructions).
- `rdsap/cert_to_inputs.py`: new `_pv_dwelling_import_price_gbp_per_kwh`
  helper that pulls Table 32 code 30 (standard electricity = 13.19
  p/kWh) for standard tariff; off-peak branch uses
  `prices.e7_low_rate_p_per_kwh` as the natural extension point when
  the first off-peak PV cert lands (currently short-circuited by the
  `Tariff != STANDARD` guard at line 2710).
- `calculator.py`: new `pv_dwelling_import_price_gbp_per_kwh` field on
  `CalculatorInputs` with synthetic-fallback split logic mirroring the
  precomputed-fuel_cost path. Maintains the cross-cascade architecture
  documented in the prior handover.

Cohort impact: **none**. Per ADR-0010 RdSAP10 amendment, Table 32
collapses code 30 (standard electricity import) and code 60
(electricity sold to grid, PV) to the SAME 13.19 p/kWh rate. So the
β-split's E_dw × 13.19 + E_ex × 13.19 == E_total × 13.19, matching the
legacy single-rate credit at 1e-4 — 763 pass + 0 fail across the
full chain test suite (Elmhurst U985, cohort-1 ASHP, cohort-2 38-cert
sweep, 15-cert golden fixtures). The β-split shape is now in place
for the off-peak case (where weighted Table 12a high/low rates would
diverge) and any future amendment that splits import/export prices.

Pyright net-zero on touched files (34 errors before, 34 after — all
pre-existing).
2026-06-01 16:28:47 +00:00
.devcontainer pr review, move domain and orhcestration 2026-06-01 14:00:31 +00:00
.github/workflows added landlord description overrides 2026-05-29 12:12:54 +00:00
.idea scaffolding for ml pipeline 2026-05-16 14:15:56 +00:00
.vscode added utils to allow easier subtask management 2026-03-02 15:15:39 +00:00
applications move landlord overrides 2026-06-01 15:46:46 +00:00
asset_list Remove EPC and asset_list changes unrelated to SAL handler 2026-05-22 15:36:46 +00:00
backend Slice S0380.43: SAP 631 open-fire → House coal spec fuel — closes cert 2102 2026-06-01 16:28:47 +00:00
backlog implemented onboarding 2026-04-21 20:23:33 +00:00
datatypes Slice S0380.43: SAP 631 open-fire → House coal spec fuel — closes cert 2102 2026-06-01 16:28:47 +00:00
deployment/terraform added landlord description overrides 2026-05-29 12:12:54 +00:00
docs/adr move landlord overrides 2026-06-01 15:46:46 +00:00
domain Slice S0380.47: wire β-split into cost cascade per SAP 10.2 Appendix M1 §6 2026-06-01 16:28:47 +00:00
epr_data_exports allowing carbon and energy otimisation by removing slack 2025-07-31 19:13:16 +01:00
etl added batch description and nonfunded measures 2026-05-27 10:30:19 +00:00
infrastructure move landlord overrides 2026-06-01 15:46:46 +00:00
model_data/requirements its working the way khalim wanted wiht postcode and then search that 2026-01-22 15:17:13 +00:00
orchestration moved classifier data transformation to an easy one 2026-06-01 14:53:34 +00:00
recommendations save 2026-05-07 15:55:44 +00:00
repositories move landlord overrides 2026-06-01 15:46:46 +00:00
scripts Slice S0380.39: bulk-fetch 38 cohort-2 EPC API JSONs for cross-mapper parity 2026-06-01 16:28:47 +00:00
sfr/principal_pitch added added historic epc data class with shape 2026-05-08 12:03:35 +00:00
survey_report quidos site notes extraction 2025-02-18 19:49:29 +00:00
tests move landlord overrides 2026-06-01 15:46:46 +00:00
utilities get rid of comments 2026-05-20 13:21:11 +00:00
utils rename files in sharepoint to desired structure 2026-05-20 16:26:07 +00:00
.coveragerc fixed unit tests 2023-10-05 16:04:12 +01:00
.dockerignore deployment from infrastructure 2026-05-19 12:55:30 +00:00
.gitignore fixed merge conflicts from main 2026-05-26 11:21:09 +00:00
__init__.py added checking for directory before creation and made some minor style changes 2023-08-25 15:21:17 +01:00
ara_backend_design.md refactor: lift-and-shift packages/domain/src/domain/ml → domain/sap10_ml 2026-05-26 13:01:35 +00:00
BaseUtility.py fixed missing task and subtask for single remote assessments 2025-11-27 17:50:26 +00:00
CLAUDE.md fixed merge conflicts from main 2026-05-26 11:21:09 +00:00
conftest.py working on integrating new EPC api into address2UPRN 2026-04-27 11:32:44 +00:00
CONTEXT.md refactor: lift-and-shift packages/domain/src/domain/ml → domain/sap10_ml 2026-05-26 13:01:35 +00:00
devcontainer.sh add dev container 2026-04-17 14:50:57 +00:00
Dockerfile.test fix: address 22 project-wide test failures from previous sweep 2026-05-26 13:34:51 +00:00
Dockerfile.test.dockerignore deployment from infrastructure 2026-05-19 12:55:30 +00:00
Makefile adding to dev container to create shared network on start up 2026-04-25 15:03:07 +00:00
MEMORY.md memory 2026-04-02 10:24:31 +00:00
package-lock.json restructuring openUrpn code 2023-07-20 11:41:43 +01:00
package.json restructuring openUrpn code 2023-07-20 11:41:43 +01:00
pyproject.toml slice 14a: ml_training_data pkg + sample.py (CSV filter + random sample) 2026-05-16 17:39:43 +00:00
pyrightconfig.json slice 14d: build_features wires bulk reader -> mapper -> EpcMlTransform 2026-05-16 18:38:41 +00:00
pytest.ini refactor: lift-and-shift packages/domain/src/domain/ml → domain/sap10_ml 2026-05-26 13:01:35 +00:00
README.md adding to dev container to create shared network on start up 2026-04-25 15:03:07 +00:00
run_lambda_local.sh debugging local lambda run and updating the sap point checking condition 2023-09-13 18:47:12 +01:00
serverless.yml added logic to add to serverless 2026-04-22 12:39:44 +00:00
test.requirements.txt tests wrong environemnt 2026-05-29 16:17:06 +00:00
tox.ini removing playright install for integration test 2026-04-30 20:08:13 +00:00
UBIQUITOUS_LANGUAGE.md postcode_splitter: pure domain (UserAddress, sanitise_postcode, postcode_batching) 2026-05-19 16:45:47 +00:00

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