gendesign/backend/app
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feat(forecasting): seasonal (month-of-year) demand normalization (#979)
REOPENED — normalize.py was never created; only rate-regime discount existed.
New backend/app/services/forecasting/normalize.py with normalize_demand(series):
multiplicative month-of-year deseasonalization of the raw monthly demand
SalesSeries (§9.4). Pure/deterministic; min-data guard (<2 full years / empty
month / overall_mean<=0 → factor 1.0, no divide-by-zero, no thin-data noise).
Exposes seasonal factors for explainability. Synthetic unit test: seasonality
removed (month means equalised), flat unchanged, thin/empty/all-zero safe.

DoD (module + doc + test) MET. Production wiring into
rate_sensitivity._align_sales_deltas DEFERRED (documented TODO): deseasonalizing
the short rate-driven series perturbs the recovered β/lag on current data —
needs a points-per-month gate / joint seasonal+rate estimation + backtest before
wiring. Forecast stack is advisory regardless. Refs #979
2026-06-04 11:19:50 +05:00
..
api fix(analyze): 500 on parcels with NULL geometry (random-parcel crash) 2026-06-03 19:50:06 +05:00
core test(rbac): test-mode bypass so api/v1 suite can authenticate (CI-rehab 1/3) 2026-06-03 18:29:20 +05:00
models feat(jobs): centralized job_settings API + DB-driven beat schedule 2026-05-11 15:38:13 +03:00
observability feat(backend): sentry-sdk init для FastAPI + Celery (#204 backend) (#207) 2026-05-16 15:09:16 +00:00
schemas feat(forecasting): class/commercial/USP §10.2/10.4/10.5 + §16 (#983, 953-B) (#1015) 2026-06-03 07:52:24 +00:00
scrapers Merge pull request 'feat(#263 sub-A): cad_* overlay schemas + cadastre territorial_zones (ПЗЗ)' (#265) from feat/263-sub-a-cad-nspd-overlay-schemas-and-pzz into main 2026-05-17 07:50:08 +00:00
services feat(forecasting): seasonal (month-of-year) demand normalization (#979) 2026-06-04 11:19:50 +05:00
templates feat(sf-b7): GET /parcels/{cad}/snapshot.pdf — 1-page WeasyPrint export (#334) 2026-05-17 21:11:03 +00:00
workers fix(supply-layers): thread dev_group_name into L3 upsert key (#970 CRITICAL) 2026-06-04 10:06:30 +05:00
__init__.py init 2026-04-25 13:45:19 +03:00
main.py test(rbac): test-mode bypass so api/v1 suite can authenticate (CI-rehab 1/3) 2026-06-03 18:29:20 +05:00