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Khalim Conn-Kowlessar 41e50be216 Slice S0380.163: Elmhurst-mirror HW PE/CO2 factor on dual-rate tariffs
SAP 10.2 Table 12 footnote (t) (PDF p.189): "PE factors for grid
electricity vary by month. The average figure given in this table is
therefore not used directly. Instead the monthly factors given in
Table 12e should be used in the SAP worksheet." Footnote (s) says the
same for CO2 / Table 12d. Read literally, monthly factors apply to
every electric end-use including dual-rate HW.

The BRE-approved Elmhurst rdSAP engine doesn't follow that reading
for HW. The 41-variant heating-systems corpus controlled-variable
fixture lodges worksheet (278) "Water heating (low-rate cost)" with
factor **1.5010 PE / 0.136 CO2** (Table 12 annual flat) across every
dual-rate tariff cert, while applying the monthly Table 12e/12d
cascade to lighting (1.5338 winter-weighted) and secondary heating
(1.5715) on the same certs. It's an engine implementation choice,
not a documented spec exception.

Per [[feedback-software-no-special-handling]] the calculator
contract is bit-faithful replication of the engine, not literal
compliance with the spec text. This slice flips cascade
`_hot_water_primary_factor` + `_hot_water_co2_factor_kg_per_kwh` to
accept a `tariff: Tariff` parameter:

  - STANDARD tariff       → Table 12e/12d monthly cascade weighted
                            by HW demand seasonality (unchanged from
                            S0380.71 / .72, matches cohort-1 ASHP
                            standard-tariff worksheet)
  - 7-hour / 10-hour /
    18-hour / 24-hour     → Table 12 annual flat (1.501 / 0.136)
                            matching the Elmhurst worksheet (278)
                            "Water heating (low-rate cost)" row

Per-line walk on electric 3 (18-hour tariff, electric immersion HW,
2384.116 kWh annual):

  worksheet (278) factor = 1.5010
  cascade pre-slice      = 1.5214   delta = +0.0204
  (1.5214 - 1.5010) × 2384.116 = +48.66 kWh/yr PE — EXACT match
  the corpus residual pin.

Same shape for CO2: worksheet 0.1360, cascade pre-slice 0.1410,
delta +0.0050 × 2384.116 = +11.95 kg/yr.

Closures across the 18-variant deferred lighting-PE cohort
(electric 1/2/3/5/6/7/8/9 + solid fuel 4/5/6/7/8/9/10/11 + ashp +
gshp):
  ΔCO2 +6.31 / +11.95 → ±0.0000 EXACT
  ΔPE  +25.51 / +48.66 → ±0.0000 EXACT
  ΔSAP_c / Δcost unchanged at ±0.0000 EXACT (already closed
  pre-slice by S0380.156..162).

All 25 cascade-OK variants in the heating-systems corpus now
SAP / cost / CO2 / PE EXACT vs worksheet on all 4 metrics, with
solid fuel 2 as the only remaining open residual (separate
S0380.154 summer-immersion-blend CO2/PE artifact — deferred).

Documented in
`domain/sap10_calculator/docs/SAP_CALCULATOR.md §8.1
"HW PE/CO2 factors on dual-rate tariffs use Table 12 annual"` —
the master doc now carries a new §8 "Elmhurst-mirrored spec
divergences" section for cases like this. Validation tally
refreshed from stale "930/930" to current "941/941".

No regressions on the 6 Elmhurst U985 fixtures (gas combi
STANDARD tariff — unaffected) or the cohort-1 ASHP certs
(STANDARD tariff — unaffected). The dual-rate gate fires only
on the 4 off-peak tariffs.

Verbatim spec quote retained for reference (SAP 10.2 Table 12
footnote (t), PDF p.189):
  "PE factors for grid electricity vary by month. The average
   figure given in this table is therefore not used directly.
   Instead the monthly factors given in Table 12e should be used
   in the SAP worksheet."

Tests: 907 pass (+1), 0 fail. Pyright net-zero (43 → 43).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-06-04 15:40:25 +00:00
.devcontainer pr review, move domain and orhcestration 2026-06-01 14:00:31 +00:00
.github/workflows deploy lambda 2026-06-04 15:32:51 +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 reformatted to be DDD structure 2026-06-04 14:50:04 +00:00
asset_list redeploy old postcode splitter 2026-05-21 09:46:47 +00:00
backend Slice S0380.163: Elmhurst-mirror HW PE/CO2 factor on dual-rate tariffs 2026-06-04 15:40:25 +00:00
backlog implemented onboarding 2026-04-21 20:23:33 +00:00
datatypes Merge remote-tracking branch 'origin/main' into feature/landlord_data 2026-06-01 17:02:20 +00:00
deployment/terraform tests files 2026-06-04 11:47:42 +00:00
docs reformatted to be DDD structure 2026-06-04 14:50:04 +00:00
domain Slice S0380.163: Elmhurst-mirror HW PE/CO2 factor on dual-rate tariffs 2026-06-04 15:40:25 +00:00
epr_data_exports allowing carbon and energy otimisation by removing slack 2025-07-31 19:13:16 +01:00
etl booking status 2026-06-01 16:28:47 +00:00
infrastructure tests files 2026-06-04 11:47:42 +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 reformatted to be DDD structure 2026-06-04 14:50:04 +00:00
recommendations save 2026-05-07 15:55:44 +00:00
repositories reformatted to be DDD structure 2026-06-04 14:50:04 +00:00
scripts feat(ingestion): relocate EpcClientService to infrastructure + SolarRepo (#1133) 2026-06-01 16:28:48 +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 reformatted to be DDD structure 2026-06-04 14:50:04 +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 feat(baseline): BaselineOrchestrator + BaselinePerformance aggregate (#1135) 2026-06-01 16:28:48 +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 tests files 2026-06-04 11:47:42 +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 standardist Address 2026-06-01 16:32:48 +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