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Khalim Conn-Kowlessar b5cbfe83de Slice 64: bulk-update cohort 000474 hand-built for Cat A diff parity
Closes 36 of the 50 mapper-vs-hand-built load-bearing divergences by
populating fields the Elmhurst mapper extracts but the original
cohort hand-built left at their `make_minimal_sap10_epc` / dataclass-
default values. Every change is cascade-equivalent — none alter
`_FIXTURE_PINS["000474"]` SapResult fields (all 11 1e-4 pins remain
GREEN against worksheet `SAP value 62.2584`).

Per-SapBuildingPart additions (Main, Ext1, Ext2):
- `wall_thickness_measured`: False → True. Summary §7 lodges Wall
  Thickness 280 mm explicitly; the cascade doesn't read this field
  (grep `wall_thickness_measured` across domain/sap/ returns no
  consumer outside test fixtures), so flipping it is field-level-
  only.
- `floor_type`, `floor_construction_type`, `floor_insulation_type_str`,
  `floor_u_value_known`: surfaced from Summary §9 ("G Ground floor" /
  "U Above unheated space" / "T Suspended timber" / "A As built" /
  U-value Known = No). Strings carry the lodged text for cross-mapper
  parity; cascade reads the int codes on SapFloorDimension.
- `roof_insulation_location`, `roof_insulation_thickness`: surfaced
  from Summary §8 ("J Joists" + "100 mm"). Cascade's `u_roof` for
  age B at thickness=100 returns the same 0.40 W/m²K as the age-B
  default (thickness=None falls through to `_ROOF_BY_AGE['B']=0.40`),
  so the cascade output is identical.

SapVentilation additions (all cascade-equivalent — `None` defaults to
0 throughout the §2 cascade chain):
- 6 explicit zero counts (`open_flues`, `closed_flues`, `boiler_flues`,
  `other_flues`, `passive_vents`, `flueless_gas_fires`)
- `pressure_test="Not available"` (descriptive, no test was lodged)
- `draught_lobby=True` (the legacy field; cascade reads
  `has_draught_lobby=False` which is set already, so True on the
  legacy field has no cascade effect)

Top-level additions via `make_minimal_sap10_epc`:
- `extensions_count=2` (Slice 54 fix on mapper made this surface; the
  hand-built was carrying the pre-Slice-54 hard-coded 0)
- `blocked_chimneys_count=0`, `dwelling_type="Mid-Terrace house"`,
  `built_form="Mid-Terrace"`, `property_type="House"`

Post-construction mutations (helper doesn't expose these as kwargs):
- `has_conservatory=False`, `any_unheated_rooms=False`,
  `number_of_storeys=2`, `hydro=False`, `photovoltaic_array=False`

Diff count: 50 → **14**. The remaining 14 are real semantic gaps for
the next slices to close:

  Cat B (mapper needs to surface 7 fields):
    - country_code (Elmhurst mapper produces None; should set 'ENG')
    - sap_heating.water_heating_fuel (None vs 26 — gas main heating
      should imply gas water heating fuel)
    - main_heating_details[0].boiler_flue_type (None vs 2 — Summary
      §14.1 lodges "Balanced" flue type)
    - main_heating_details[0].emitter_temperature ('Unknown' vs 1)
    - main_heating_details[0].main_heating_number (None vs 1)
    - sap_ventilation.has_draught_lobby (None vs False)
    - dual-encoded central_heating_pump_age int/str

  Cat C (structural shape, 2 diffs):
    - sap_windows: LEN 7 vs 5 (mapper 1:1 with §11 table vs hand-built
      collapsed by glazing-type group, preserving total area —
      cascade-equivalent but not field-equal)
    - sap_building_parts[*].party_wall_construction: None vs 0
      (cohort convention sentinel; the cohort 000474 docstring
      established `0 = "Unable to determine"`)

  Cat B handbuilt-needs (hand-built should add 2 fields the mapper
  already surfaces):
    - sap_heating.shower_outlets (mapper extracts 'Non-electric shower')
    - sap_heating.number_baths (mapper extracts 1)

11 cohort cascade pins still GREEN; pyright net-zero (0 errors on
the touched fixture file). Tracer-bullet diff test stays RED with
14 divergences (was 50).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-25 16:49:37 +00:00
.devcontainer added env variables for boto 2026-05-12 12:34:17 +00:00
.github/workflows resolve merge conflict 2026-05-13 14:22:04 +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
asset_list save 2026-05-07 15:55:44 +00:00
backend Slice 63: RED tracer-bullet mapper-vs-hand-built diff test for cohort 000474 2026-05-25 16:43:04 +00:00
backlog implemented onboarding 2026-04-21 20:23:33 +00:00
datatypes Slice 58: secondary fuel cost routes through lodged secondary_fuel_type 2026-05-24 22:54:00 +00:00
docs Handover: hand-built fixture skeleton landed (Slice 62); 2/11 pins green 2026-05-25 08:12:30 +00:00
epr_data_exports allowing carbon and energy otimisation by removing slack 2025-07-31 19:13:16 +01:00
etl scaffolding for ml pipeline 2026-05-16 14:15:56 +00:00
infrastructure/terraform correct tfstate bucket name 2026-05-12 13:03:04 +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
packages Slice 64: bulk-update cohort 000474 hand-built for Cat A diff parity 2026-05-25 16:49:37 +00:00
recommendations save 2026-05-07 15:55:44 +00:00
scripts added type hinting to uprn 2026-05-12 09:40:12 +00:00
services P2.1: extract predict_sap_for_cert; swap probe to SAP 10.2 spec prices 2026-05-19 09:51:42 +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
utils changed to utils 2026-05-11 08:37:44 +00:00
.coveragerc fixed unit tests 2023-10-05 16:04:12 +01:00
.dockerignore make sure all test files are ignored when docker images are built 2026-04-23 11:29:07 +00:00
.gitignore slice 14a: ml_training_data pkg + sample.py (CSV filter + random sample) 2026-05-16 17:39:43 +00:00
__init__.py added checking for directory before creation and made some minor style changes 2023-08-25 15:21:17 +01:00
AGENTS.md added bulk address uprn route 2026-04-20 13:06:31 +00:00
ara_backend_design.md second grill session updating prd + context 2026-05-15 10:41:47 +00:00
BaseUtility.py fixed missing task and subtask for single remote assessments 2025-11-27 17:50:26 +00:00
CLAUDE.md note kwh service not needing predictions 2026-05-13 21:52:02 +00:00
conftest.py working on integrating new EPC api into address2UPRN 2026-04-27 11:32:44 +00:00
CONTEXT.md docs: ADR-0010 retargets calculator to SAP 10.2; rewrite handover 2026-05-19 09:54:24 +00:00
devcontainer.sh add dev container 2026-04-17 14:50:57 +00:00
Dockerfile.test post gres can't be ran as root 2026-03-13 15:56:13 +00:00
Dockerfile.test.dockerignore run tests 2026-03-13 15:44:16 +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 slice 14a: ml_training_data pkg + sample.py (CSV filter + random sample) 2026-05-16 17:39:43 +00:00
README.md adding to dev container to create shared network on start up 2026-04-25 15:03:07 +00:00
run_backlog.sh added bulk address uprn route 2026-04-20 13:06:31 +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 fixing missing deps for tests 2026-04-30 20:03:57 +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