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Khalim Conn-Kowlessar 3454126ed5 Slice S0380.102: Wire MEV decentralised cascade into pumps_fans (SAP 10.2 §2.6.4 + Table 4f line 230a)
SAP 10.2 Table 4f line (230a) annual electricity for mechanical
ventilation fans, decentralised MEV branch:

    E_fans_kwh = SFPav × 1.22 × V

where SFPav is the §2.6.4 equation (1) flow-weighted average SFP
across every fan in the installation, with PCDB Table 322 supplying
per-configuration (flow, SFP) and PCDB Table 329 supplying the
ducting-type IUF.

This slice composes the foundation slices S0380.98 (Table 322),
S0380.99 (Table 329), S0380.100 (SFPav helper) into a cert-driven
cascade — `_mev_decentralised_kwh_per_yr_from_cert(epc)` reads:

    MV PCDF Reference Number  → PCDB Table 322 record (per-config SFP)
    Duct Type (Flexible/Rigid) → PCDB Table 329 in-use factor
    Wet Rooms count           → per-fan-type count distribution

Three coupled changes:

1. Elmhurst extractor + schema — `_extract_ventilation` parses §12.1
   "MV PCDF Reference Number", "Wet Rooms", "Duct Type", "Approved
   Installation". New fields on `VentilationAndCooling`.
2. Mapper — plumbs the lodgements through to
   `EpcPropertyData.mechanical_ventilation_index_number`,
   `.wet_rooms_count`, `.mechanical_vent_duct_type`. New
   `_elmhurst_mv_duct_type_int` helper (Flexible→1, Rigid→2 per PCDF
   Spec §A.20 field 12 convention) with strict-raise on unknown
   labels per [[unmapped-elmhurst-label]].
3. Cascade — `_table_4f_additive_components` calls the new
   `_mev_decentralised_kwh_per_yr_from_cert(epc)` to add the (230a)
   contribution alongside the existing flue-fan + solar-HW pump
   additions.

Per-fan count convention (reverse-engineered from cert 000565):
- Each PCDB-defined configuration (1..6) contributes 1 baseline fan.
- Through-wall configurations scale with wet-rooms count:
    through-wall kitchen (5):   wet_rooms_count fans
    through-wall other wet (6): wet_rooms_count + 1 fans
- Configurations with blank SFP (e.g. record 500755 in-duct codes 3,
  4) contribute 0 to the numerator but their flow rate to the
  denominator per SAP §2.6.4 "summation is over all the fans".

For cert 000565 (wet_rooms=2) this yields the worksheet's observed
fan distribution (1, 1, 1, 1, 2, 3) → SFPav = 11.7205 / 92.0 =
0.12740 W/(l/s), and (230a) = 0.12740 × 1.22 × 820.4385 = 127.5159
kWh/year ✓ matches worksheet line (230a) at 1e-4.

TODO: validate the count convention against a second MEV
decentralised fixture; the rule above fits cert 000565 alone.

Cert 000565 closure state at HEAD:
- pumps_fans_kwh_per_yr: 125.0 → 252.5159 ✓ EXACT (was 255.0 pre-arc;
  the MEV +127.5 contribution closes the residual)
- sap_score (int): 29 ✓ EXACT preserved
- sap_score_continuous: 28.69 (S0380.101 transient) → 28.5043 vs
  ws 28.5087 (Δ -0.0044). Was -0.0001 pre-arc — the MEV fix revealed
  a pre-existing residual elsewhere in the cost cascade (likely
  Table 12a HP-on-E7 high-rate split per the original TODO at
  mapper.py:4039-4040; deferred to a separate slice).

Test count: 603 pass + 7 expected 000565 fails (was 8 —
pumps_fans_kwh_per_yr flipped FAIL→PASS, removed from work queue).

Cohort safety: only cert 000565 lodges a non-None MV PCDF Reference
Number across the Summary fixture set; cohort certs return 0 from
`_mev_decentralised_kwh_per_yr_from_cert` (no MEV system).

Pyright net-zero per touched file.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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 S0380.102: Wire MEV decentralised cascade into pumps_fans (SAP 10.2 §2.6.4 + Table 4f line 230a) 2026-06-01 16:28:47 +00:00
backlog implemented onboarding 2026-04-21 20:23:33 +00:00
datatypes Slice S0380.102: Wire MEV decentralised cascade into pumps_fans (SAP 10.2 §2.6.4 + Table 4f line 230a) 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 S0380.102: Wire MEV decentralised cascade into pumps_fans (SAP 10.2 §2.6.4 + Table 4f line 230a) 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 booking status 2026-06-01 16:28:47 +00:00
infrastructure GoogleSolarApiClient raises BuildingInsightsNotFoundError on 404 entity-not-found 🟩 2026-06-01 16:28:47 +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 GoogleSolarApi translates BuildingInsightsNotFoundError to sentinel dict 🟩 2026-06-01 16:28:47 +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