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This module points at the `pashub_accuracy_wythenshawe/` fixtures built by + + python scripts/build_pashub_accuracy_fixtures.py \\ + --project-code "[Wythenshawe WH:SHF RAs - WH:SF - 240426 - 494493718748]" \\ + --out-dir pashub_accuracy_wythenshawe + +from `hubspot_deal_data` (the project_code above) + the `rd_sap_site_note` PDFs +in S3. The ratchets below are calibrated to THIS cohort — do not copy the +Guinness constants across; each portfolio discovers its own floor/ceiling by +running. +""" + +from __future__ import annotations + +import json +from dataclasses import dataclass +from functools import lru_cache +from pathlib import Path +from typing import Optional + +import pytest + +from backend.documents_parser.parser import parse_site_notes_pdf +from datatypes.epc.domain.mapper import UnmappedPasHubLabel +from domain.sap10_calculator.calculator import Sap10Calculator +from domain.sap10_calculator.exceptions import UnmappedSapCode + +# Same known in-progress main-heating-control mapper gap as the Guinness module. +_KNOWN_GAPS: tuple[type[Exception], ...] = (UnmappedSapCode, UnmappedPasHubLabel) + +_FIXTURES_DIR = Path(__file__).parent / "fixtures" / "pashub_accuracy_wythenshawe" +_MANIFEST_PATH = _FIXTURES_DIR / "manifest.json" + +# --- Ratchets (never loosen at fixed coverage), mirroring the Guinness module. +# First full run (2026-07-16): **149 computed / 19 blocked / 0 errored** +# (within-0.5 76.5% = 114/149, MAE 0.665). The 19 blocks are a spread of +# separately-ticketed mapper gaps — floor type 'Same dwelling below' (×10), +# room-in-roof gable 'None' (×2), 'No thermostatic control...' on 'Room heaters' +# (×2), plus one-off secondary-heating / secondary-fuel / room-heater / HHR +# storage-control (2404-on-402) labels — each its own field-by-field follow-up, +# not tuning. The floor/ceiling below are the observed baseline with a hair of +# headroom; treat them as a regression tripwire, NOT a cohort accuracy figure, +# and re-baseline (coverage growth is not loosening) as further mapper fixes +# unblock fixtures. +_MIN_WITHIN_HALF: float = 0.76 +_MAX_SAP_MAE: float = 0.67 + +_KNOWN_GAP_REASON = ( + "pashub `from_site_notes` mapper does not int-code a main-heating " + "`main_heating_control` label to a SAP code; fix in progress field-by-field" +) + + +@dataclass(frozen=True) +class PashubFixture: + deal_id: str + uprn: Optional[int] + pre_sap_raw: str + pre_sap_score: int + pdf: str + + @property + def path(self) -> Path: + return _FIXTURES_DIR / self.pdf + + +@dataclass(frozen=True) +class Outcome: + """Result of running one fixture through the pipeline.""" + + blocked: bool # blocked on the known main-heating-control gap (xfail territory) + reason: Optional[str] + sap_continuous: Optional[float] + diff: Optional[float] # abs(our SAP - pre_sap) + + +def _load_manifest() -> list[PashubFixture]: + if not _MANIFEST_PATH.exists(): + return [] + data = json.loads(_MANIFEST_PATH.read_text()) + return [PashubFixture(**entry) for entry in data["fixtures"]] + + +_FIXTURES: list[PashubFixture] = _load_manifest() +_BY_ID: dict[str, PashubFixture] = {f.deal_id: f for f in _FIXTURES} +_IDS: list[str] = [f.deal_id for f in _FIXTURES] + + +@lru_cache(maxsize=None) +def _evaluate(deal_id: str) -> Outcome: + """Run one fixture end-to-end. Shared across the two tests via the cache.""" + fixture = _BY_ID[deal_id] + try: + epc = parse_site_notes_pdf(str(fixture.path), uprn=fixture.uprn) + result = Sap10Calculator().calculate(epc) + except _KNOWN_GAPS as exc: + return Outcome(blocked=True, reason=str(exc), sap_continuous=None, diff=None) + diff = abs(result.sap_score_continuous - fixture.pre_sap_score) + return Outcome( + blocked=False, + reason=None, + sap_continuous=result.sap_score_continuous, + diff=diff, + ) + + +@pytest.mark.skipif(not _FIXTURES, reason="no pashub_accuracy_wythenshawe fixtures/manifest") +@pytest.mark.parametrize("deal_id", _IDS) +def test_pashub_fixture_computes(deal_id: str) -> None: + """The extractor must yield a calculable dwelling for each real property.""" + outcome = _evaluate(deal_id) + if outcome.blocked: + pytest.xfail(f"{_KNOWN_GAP_REASON}: {outcome.reason}") + assert outcome.sap_continuous is not None + assert 1 <= outcome.sap_continuous <= 100 + + +@pytest.mark.skipif(not _FIXTURES, reason="no pashub_accuracy_wythenshawe fixtures/manifest") +def test_pashub_sap_accuracy_aggregate(capsys: pytest.CaptureFixture[str]) -> None: + """SAP within-0.5 of pashub's `pre_sap`, aggregated over computable fixtures.""" + diffs: list[float] = [] + blocked = 0 + errored = 0 + for deal_id in _IDS: + try: + outcome = _evaluate(deal_id) + except Exception: # noqa: BLE001 - a per-fixture bug; scored there, not here + errored += 1 + continue + if outcome.blocked: + blocked += 1 + continue + assert outcome.diff is not None + diffs.append(outcome.diff) + + if not diffs: + pytest.xfail( + f"no fixture computes a SAP score " + f"({blocked} blocked on the main-heating-control gap, {errored} errored); " + f"{_KNOWN_GAP_REASON}" + ) + + n = len(diffs) + within_half = sum(1 for d in diffs if d < 0.5) / n + sap_mae = sum(diffs) / n + + with capsys.disabled(): + print( + f"\n[pashub WYTHENSHAWE | {n} computed / {blocked} blocked / " + f"{errored} errored]" + f"\n SAP within-0.5 = {within_half:.1%} MAE = {sap_mae:.3f}" + ) + + assert within_half >= _MIN_WITHIN_HALF, ( + f"SAP within-0.5 {within_half:.1%} fell below floor " + f"{_MIN_WITHIN_HALF:.0%}" + ) + assert sap_mae <= _MAX_SAP_MAE, ( + f"SAP MAE {sap_mae:.3f} exceeded ceiling {_MAX_SAP_MAE}" + )