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Khalim Conn-Kowlessar 8a3aaf7ae6 Slice S0380.105: MEV fans CO2 split via Table 12a Grid 2 + Table 12d (SAP 10.2 §10a / §10b)
Mirror of S0380.103 for the CO2 cascade. Cert 000565 worksheet line
(267):

  Pumps, fans and electric keep-hot  252.5159  0.1412  35.3349 (267)

The displayed factor (0.1412) is the ALL_OTHER_USES Table 12d Σ
days-weighted blend; the displayed product (35.3349) is the kWh-
weighted blend across the two Grid 2 categories:

  F_FANS  = 0.58 × F_code34 + 0.42 × F_code33 = 0.13872 kg/kWh
  F_OTHER = 0.80 × F_code34 + 0.20 × F_code33 = 0.14116 kg/kWh
  F_eff   = (127.5159 × 0.13872 + 125.0 × 0.14116) / 252.5159
          = 0.13993 kg/kWh
  CO2     = 252.5159 × 0.13993 = 35.3349 kg/yr ✓

Pre-slice the cascade applied 0.14116 to ALL 252.5159 kWh →
35.6457 → +0.31 over ws.

SAP 10.2 Table 12a Grid 2 (PDF p.191) verbatim header:

  "Fractions of electricity used at the higher rate, for use in
   off-peak tariff calculations
   ...
   Fans for mechanical ventilation systems   10-hour: 0.58
   All other uses, and locally generated     10-hour: 0.80
     electricity"

SAP 10.2 Table 12d (PDF p.194) verbatim header:

  "Where electricity is the fuel used, the relevant set of factors
   in the table below should be used to calculate the monthly CO2
   emissions INSTEAD of the annual average factor given in Table
   12."

The Grid 2 high-rate fraction blends Table 12d high-rate × low-
rate codes per `F_blended = high_frac × F_high + (1 − high_frac)
× F_low`. MEV fans bill at the lower 0.58 high_frac → lower CO2
factor on the higher-carbon high-rate code 34. Cost-side S0380.103
landed the same split for tariff prices; this slice mirrors it
for the CO2 factor.

3-layer fix:
1. New helper `_pumps_fans_co2_factor_kg_per_kwh` returns the
   kWh-weighted blend across `FANS_FOR_MECH_VENT` + `ALL_OTHER_USES`
   factors. Falls back to the existing `ALL_OTHER_USES` rate on
   STANDARD tariff and no-MEV certs (cohort-safe).
2. cert_to_inputs.py wires `mev_kwh_for_cost_split` +
   `pumps_fans_kwh` through to the new helper.
3. Field `CalculatorInputs.pumps_fans_co2_factor_kg_per_kwh`
   already exists from S0380.65; calculator legacy path unchanged.

Movement at HEAD `7df3fef8` → post-slice (cert 000565):

| Pin                          | Pre        | Post       | Δ vs ws  |
|------------------------------|-----------:|-----------:|---------:|
| pumps_fans_co2_kg_per_yr     |    35.6457 |    35.3349 |   ✓ 0    |
| co2_kg_per_yr (TOTAL)        |  6445.8198 |  6445.5090 |  −2.1173 |

The total CO2 residual moves -1.81 → -2.12 (sign-flip pattern of
S0380.103): the previously-cancelling pumps_fans CO2 over-count
masked the main-heating-fuel CO2 under-count (downstream of the
§3-§8 SH cascade -16 kWh fuel residual). Per user direction
(NEXT_AGENT_PROMPT) transient continuous-SAP / TOTAL drift is OK
while closing a true spec-correct intermediate-value bug; the SH
cascade closure is a separate slice.

Cohort safety: STANDARD-tariff certs return the existing
ALL_OTHER_USES rate (helper falls through). No-MEV certs return
the same rate (mev_kwh_per_yr=0 short-circuit).

Test count: 604 pass + 7 expected 000565 fails → **605 pass + 7
expected 000565 fails** (new
test_summary_000565_mev_fans_co2_factor_uses_table_12a_grid_2_
fans_for_mech_vent_split GREEN). Pyright net-zero per touched
file (45 baseline → 45 post-change).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-30 16:48:53 +00:00
.devcontainer added 0.0.7 2026-05-13 16:04:53 +00:00
.github/workflows undo postcodesplitter changes 2026-05-21 10:12:08 +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 local run changes 2026-05-21 10:37:13 +00:00
asset_list redeploy old postcode splitter 2026-05-21 09:46:47 +00:00
backend Slice S0380.105: MEV fans CO2 split via Table 12a Grid 2 + Table 12d (SAP 10.2 §10a / §10b) 2026-05-30 16:48:53 +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) 2026-05-30 15:45:55 +00:00
deployment/terraform undo postcodesplitter changes 2026-05-21 10:12:08 +00:00
docs/adr refactor: move docs/sap-spec/ contents into domain/sap10_calculator/ 2026-05-26 13:17:18 +00:00
domain Slice S0380.105: MEV fans CO2 split via Table 12a Grid 2 + Table 12d (SAP 10.2 §10a / §10b) 2026-05-30 16:48:53 +00:00
epr_data_exports allowing carbon and energy otimisation by removing slack 2025-07-31 19:13:16 +01:00
etl booking status 2026-05-28 12:15:37 +00:00
infrastructure GoogleSolarApiClient raises BuildingInsightsNotFoundError on 404 entity-not-found 🟩 2026-05-21 15:52:52 +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 get rid of comments 2026-05-20 13:21:11 +00:00
recommendations save 2026-05-07 15:55:44 +00:00
repositories tests framework completed 2026-05-20 14:00:19 +00:00
scripts Slice S0380.39: bulk-fetch 38 cohort-2 EPC API JSONs for cross-mapper parity 2026-05-28 16:40:58 +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 🟩 2026-05-21 16:06:54 +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 infrastructure: typed S3/SQS clients (S3Client, CsvS3Client, SqsClient, Address2UprnQueueClient) 2026-05-19 17:12:21 +00:00
tox.ini removing playright install for integration test 2026-04-30 20:08:13 +00:00
UBIQUITOUS_LANGUAGE.md note kwh service not needing predictions 2026-05-13 21:52:02 +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